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l Tree. This provides for efficient and secure
verification of the transactions. As each block is connected
to previous block by hash pointer it forms a hash chain which
is unalterable. This makes blockchains inherently resistant to
the tampering of the data. To maintain a distributed ledger,
blockchain is managed by a peer to peer network which
follows a protocol for validating new blocks. Each transaction
in the public ledger is verified by consensus of a majority
of the participants in the syst | [
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] | NoCo An Efficient Transaction Propagation Protocol for Open Blockchains | 1,500 |
em. For the consensus it uses
different consensus protocols like Proof of Stake (PoS) [3],
Proof of Work (PoW) [1] and Proof of Burn (PoB).
B. Blockchain Network
A blockchain network comprises of several types of nodes
which include full nodes, clients, propagating nodes, etc. The
full nodes and propagating nodes maintain an updated state of
the blockchain.
2018 Second International Conference on Advances in Computing, Control and Communication Technology (IAC3T)
978-1-5386-4146-0/18/$31.00 Β©2018 | [
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".",
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"as",
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"4",
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] | NoCo An Efficient Transaction Propagation Protocol for Open Blockchains | 1,501 |
em. For the consensus it uses
different consensus protocols like Proof of Stake (PoS) [3],
Proof of Work (PoW) [1] and Proof of Burn (PoB).
B. Blockchain Network
A blockchain network comprises of several types of nodes
which include full nodes, clients, propagating nodes, etc. The
full nodes and propagating nodes maintain an updated state of
the blockchain.
2018 Second International Conference on Advances in Computing, Control and Communication Technology (IAC3T)
978-1-5386-4146-0/18/$31.00 Β©2018 | [
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"##cha"
] | NoCo An Efficient Transaction Propagation Protocol for Open Blockchains | 1,502 |
IEEE 41
When a new node joins the network it queries a number
of DNS servers which provide a random set of (seed) nodes
that are currently participating in the network [4]. Each node
attempts to keep a minimum of 8 connections to other nodes
open at all times. After joining, this new node queries it's
peers and syncs the blockchain and pending transactions.
C. Mining
Mining is the process of adding a block to the blockchain
by performing some mathematical computation on the block to
satisfy t | [
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] | NoCo An Efficient Transaction Propagation Protocol for Open Blockchains | 1,503 |
IEEE 41
When a new node joins the network it queries a number
of DNS servers which provide a random set of (seed) nodes
that are currently participating in the network [4]. Each node
attempts to keep a minimum of 8 connections to other nodes
open at all times. After joining, this new node queries it's
peers and syncs the blockchain and pending transactions.
C. Mining
Mining is the process of adding a block to the blockchain
by performing some mathematical computation on the block to
satisfy t | [
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] | NoCo An Efficient Transaction Propagation Protocol for Open Blockchains | 1,504 |
he required difficulty of the blockchain network. Those
nodes who take part in mining process are miners. They need
to invest a lot of power and computational resources to seal a
new block using Proof of Work (PoW) computation.
D. Block Consensus Protocol
Since the blockchain is a ledger of transactions, the feature
of prime importance would be consistency in the ledger
across the network. Since the blockchain is a chain of blocks
containing the details of transactions, the blockchain of each
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] | NoCo An Efficient Transaction Propagation Protocol for Open Blockchains | 1,505 |
he required difficulty of the blockchain network. Those
nodes who take part in mining process are miners. They need
to invest a lot of power and computational resources to seal a
new block using Proof of Work (PoW) computation.
D. Block Consensus Protocol
Since the blockchain is a ledger of transactions, the feature
of prime importance would be consistency in the ledger
across the network. Since the blockchain is a chain of blocks
containing the details of transactions, the blockchain of each
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solution is calculated (which should be less than the accepted
difficulty of the network) and then a block is said to be mined.
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A Survey on Security and Privacy Issues of Blockchain Technology
2019 International Conference on System Science and Engineering (ICSSE)
978-1-7281-0525-3/19/$31.00Β©2019 IEEE
362
A Survey on Security and Privacy Issues of
Blockchain Technology
Tam T. Huynh
Faculty of Information Technology
Posts and Telecommunications Institute of
Technology
Ho Chi Minh City, Vietnam
[email protected]
Thuc D. Nguyen
Faculty of Information Technology
University of Science, Ho Chi Minh City,
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,509 |
A Survey on Security and Privacy Issues of Blockchain Technology
2019 International Conference on System Science and Engineering (ICSSE)
978-1-7281-0525-3/19/$31.00Β©2019 IEEE
362
A Survey on Security and Privacy Issues of
Blockchain Technology
Tam T. Huynh
Faculty of Information Technology
Posts and Telecommunications Institute of
Technology
Ho Chi Minh City, Vietnam
[email protected]
Thuc D. Nguyen
Faculty of Information Technology
University of Science, Ho Chi Minh City,
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"Chi",
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",",
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"tan",
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"Block",
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"##in",
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"effectively",
",",
"it",
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"IN",
"##TR",
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"[",
"1",
"]",
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",",
"a",
"block",
"header",
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"body",
"[",
"2",
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"block",
"header",
"contains",
"management",
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"of",
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"as",
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"as",
"chain",
".",
"Meanwhile",
",",
"the",
"block",
"body",
"holds",
"a",
"list",
"of",
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"Block",
"##cha",
"##in",
"is",
"a",
"decent",
"##ral",
"##ized",
"system",
",",
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"the",
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"communicate",
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"through",
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"peer",
"-",
"to",
"-",
"peer",
"network",
"and",
"own",
"a",
"digital",
"signature",
"to",
"valid",
"##ate",
"their",
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".",
"Additionally",
",",
"some",
"nodes",
"have",
"a",
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"reached"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,510 |
ietnam
[email protected]
Hanh Tan
Faculty of Information Technology
Posts and Telecommunications Institute of
Technology
Ho Chi Minh City, Vietnam
[email protected]
Abstractβ Blockchain technology offers great benefits to
the development of information technology. However, in order
to use blockchain effectively, it is necessary to consider security
and privacy aspects. This paper presents a survey of different
security and privacy aspects of blockchain. In particular, we
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,511 |
ietnam
[email protected]
Hanh Tan
Faculty of Information Technology
Posts and Telecommunications Institute of
Technology
Ho Chi Minh City, Vietnam
[email protected]
Abstractβ Blockchain technology offers great benefits to
the development of information technology. However, in order
to use blockchain effectively, it is necessary to consider security
and privacy aspects. This paper presents a survey of different
security and privacy aspects of blockchain. In particular, we
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,512 |
resent the common types of security attacks on blockchain
and security enhancement solutions. We also focus on the
existing solutions to protect privacy for blockchain, and on the
directions for future research using group signature and zero-
knowledge schemes. Group signature scheme can be used to
validate transactions in a blockchain network, and zero-
knowledge to guarantee that transactions are valid despite the
fact that the detailed information of transactions remains
obscure. The combination | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,513 |
resent the common types of security attacks on blockchain
and security enhancement solutions. We also focus on the
existing solutions to protect privacy for blockchain, and on the
directions for future research using group signature and zero-
knowledge schemes. Group signature scheme can be used to
validate transactions in a blockchain network, and zero-
knowledge to guarantee that transactions are valid despite the
fact that the detailed information of transactions remains
obscure. The combination | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,514 |
of group signature and zero-
knowledge could be feasible solutions for improving security
and privacy for blockchain. This solution could also be
deployed for IoT networks.
KeywordsβBlockchain, Security, Privacy, Group signature,
Zero-knowledge.
I. INTRODUCTION
Blockchain is a technology in which blocks are linked
together to form a chain as a linked list [1]. Each block has
two main components, a block header and a block body [2].
The block header contains management information of block
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"##in",
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"##cha",
"##in",
"network",
",",
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"has"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,515 |
of group signature and zero-
knowledge could be feasible solutions for improving security
and privacy for blockchain. This solution could also be
deployed for IoT networks.
KeywordsβBlockchain, Security, Privacy, Group signature,
Zero-knowledge.
I. INTRODUCTION
Blockchain is a technology in which blocks are linked
together to form a chain as a linked list [1]. Each block has
two main components, a block header and a block body [2].
The block header contains management information of block
as | [
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"Me",
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",",
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"Me",
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,516 |
well as chain. Meanwhile, the block body holds a list of
transactions. Blockchain is a decentralized system, therefore
the nodes communicate directly with each other through a
peer-to-peer network and own a digital signature to validate
their transactions. Additionally, some nodes have a ledger
consisting of a sequence of blocks that they have reached
consensus on [1]. In order to ensure the data on the ledger is
synchronized, two consensus algorithms that are often used
in blockchain technology a | [
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well as chain. Meanwhile, the block body holds a list of
transactions. Blockchain is a decentralized system, therefore
the nodes communicate directly with each other through a
peer-to-peer network and own a digital signature to validate
their transactions. Additionally, some nodes have a ledger
consisting of a sequence of blocks that they have reached
consensus on [1]. In order to ensure the data on the ledger is
synchronized, two consensus algorithms that are often used
in blockchain technology a | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,518 |
re Proof of Work (PoW) and
Proof of Stake (PoS) [1].
Blockchain technology has attracted significant attention
from both researchers and government organizations because
of the benefits that technology brings such as anonymity,
transparency, decentralization, auditability [2, 3]. Blockchain
could be applied in many different fields, including finance,
medicine, transportation, agriculture, Internet of Things
(IoT), etc [2, 4]. However, in order to use this technology
effectively, we need to cons | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,519 |
re Proof of Work (PoW) and
Proof of Stake (PoS) [1].
Blockchain technology has attracted significant attention
from both researchers and government organizations because
of the benefits that technology brings such as anonymity,
transparency, decentralization, auditability [2, 3]. Blockchain
could be applied in many different fields, including finance,
medicine, transportation, agriculture, Internet of Things
(IoT), etc [2, 4]. However, in order to use this technology
effectively, we need to cons | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,520 |
ider challenges related to security
and privacy.
Most security attacks on blockchain originate from
dishonest nodes, and aim to control the generation of blocks
on the chain. In particular, a 50-percent attack [1, 3] can
easily solve a hash puzzle in PoW to create a new block on
the chain; in a double-spending attack [1, 3, 5], a dishonest
node spends the same coin in the two transactions, and then
extends the desired branch to form the longest valid branch
of the chain; a selfish mining attac | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,521 |
ider challenges related to security
and privacy.
Most security attacks on blockchain originate from
dishonest nodes, and aim to control the generation of blocks
on the chain. In particular, a 50-percent attack [1, 3] can
easily solve a hash puzzle in PoW to create a new block on
the chain; in a double-spending attack [1, 3, 5], a dishonest
node spends the same coin in the two transactions, and then
extends the desired branch to form the longest valid branch
of the chain; a selfish mining attac | [
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"signature",
"has",
"to",
"smaller",
"than",
"a",
"second",
"difficulty",
"parameter",
"Y",
".",
"H",
"(",
"S",
"##IG",
"(",
"Block",
"Head",
"##er",
",",
"private",
"key",
")",
")",
"<",
"Y",
"With",
"controlling",
"more",
"than",
"50",
"%",
"of",
"a",
"network",
"'",
"s",
"mining",
"power",
",",
"the",
"task",
"of",
"the",
"first",
"phase",
"will",
"be",
"completed",
"quickly",
"by",
"pool",
"members",
".",
"However",
",",
"in",
"the",
"second",
"phase",
",",
"the",
"pool",
"managers",
"must",
"sign",
"the",
"produced",
"header",
"##s",
"with",
"their",
"secret",
"key",
"before",
"has",
"##hing",
".",
"The",
"authors",
"in",
"[",
"12",
"]",
"proposed",
"a",
"random",
"mining",
"group",
"selection",
"technique",
".",
"With",
"this",
"technique",
",",
"all",
"the",
"mine",
"##r",
"nodes",
"are",
"divided",
"into",
"multiple",
"groups",
",",
"a",
"mining",
"group",
"is",
"chosen",
"randomly",
"at",
"each",
"round",
".",
"And",
"only",
"the",
"mine",
"##r",
"nodes",
"in",
"the",
"selected",
"group",
"can",
"mine",
"to",
"find",
"the",
"next",
"block",
"in",
"the",
"chain",
".",
"Therefore",
",",
"it",
"is",
"difficult",
"for",
"dish",
"##ones",
"##t",
"nodes",
"to",
"extend",
"their",
"chain",
".",
"In",
"addition",
",",
"computing",
"resources",
"for",
"block",
"mining",
"are",
"significantly",
"reduced",
"because",
"mine",
"##r",
"nodes",
"not",
"belonging",
"to",
"the",
"selected",
"group",
"do",
"not",
"participate",
"in",
"the",
"Po",
"##W",
".",
"B",
".",
"Double",
"S",
"##pen",
"##ding",
"Double",
"spending",
"happens",
"when",
"a",
"dish",
"##ones",
"##t",
"node",
"spend",
"the",
"same",
"coins",
"in",
"the",
"two",
"transactions",
"[",
"1",
",",
"3",
"]",
".",
"To",
"prevent",
"this",
"mechanism",
"attack",
",",
"the",
"author",
"in",
"[",
"10",
"]",
"used",
"Po",
"##W",
"scheme",
"and",
"a",
"distributed",
"time",
"-",
"stamp",
"##ing",
"service",
".",
"M",
".",
"Rosen",
"##feld",
"[",
"14",
"]",
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"spending",
"attack",
"and",
"evaluated",
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"the",
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"double",
"spending",
"success",
",",
"the",
"block",
"##cha",
"##in",
"network",
"need",
"to",
"wait",
"for",
"more",
"confirmation",
"##s",
"ex",
"##po",
"##nent",
"##ially",
".",
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",",
"these",
"solutions",
"are",
"not",
"effective",
"with",
"a",
"51",
"percent",
"attack",
".",
"Furthermore",
",",
"they",
"might",
"not",
"be",
"suitable",
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"payment",
"systems",
"[",
"3",
",",
"5",
"]",
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"the",
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"time",
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".",
"G",
"##has",
"##san",
"O",
".",
"Kara",
"##me",
"et",
".",
"al",
".",
"[",
"5",
"]",
"proposed",
"three",
"combined",
"techniques",
"to",
"detect",
"double",
"spending",
"attack",
"in",
"fast",
"payment",
"systems",
".",
"The",
"first",
"technique",
"is",
"called",
"Listen",
"##ing",
"Period",
",",
"which",
"requires",
"the",
"vendor",
"monitors",
"all",
"transactions",
"it",
"receives",
"during",
"a",
"listening",
"period",
".",
"The",
"vendor",
"only",
"delivers",
"the",
"product",
",",
"if",
"it",
"does",
"not",
"see",
"any",
"attempt",
"of",
"double",
"spending",
"during",
"this",
"period",
"time",
".",
"The",
"insert",
"##ing",
"observers",
"technique",
"are",
"extended",
"based",
"on",
"the",
"first",
"technique",
",",
"they",
"insert",
"a",
"set",
"of",
"nodes",
"(",
"observers",
")",
"into",
"the",
"block",
"##cha",
"##in",
"network",
".",
"These",
"nodes",
"will",
"directly",
"relay",
"all",
"the",
"transactions",
"to",
"the",
"vendor",
"that",
"they",
"have",
"received",
".",
"Therefore",
",",
"the",
"vendor",
"can",
"easily",
"detect",
"double",
"spending",
"attack",
"within",
"the",
"listening",
"period",
".",
"The",
"third",
"technique",
",",
"Forward",
"##ing",
"Double",
"-",
"S",
"##pen",
"##ding",
"At",
"##tem",
"##pts",
",",
"requires",
"each",
"node",
"forward",
"all",
"transactions",
"that",
"attempt",
"to",
"double",
"-",
"spend",
"to",
"their",
"neighbors",
"without",
"adding",
"the",
"transaction",
"to",
"their",
"memory",
"pools",
".",
"The",
"main",
"disadvantage",
"of",
"these",
"techniques",
"is",
"that",
"vendors",
"could",
"not",
"be",
"able",
"to",
"process",
"a",
"lot",
"of",
"transactions",
"sent",
"from",
"observer",
"nodes",
"in"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,522 |
k [1, 6] allows a dishonest
node to publish their private blocks to the network to create a
new longest valid chain; a dishonest node performs an
eclipse attack [7] to isolate the victim's communications with
other peers in the blockchain network, hence, can launch
other types of attacks such as double-speding, selfish mining.
Table I presents the common types of attacks on blockchain
technology and defending solutions.
TABLE I. TYPES OF ATTACKS AND DEFENDING SOLUTIONS
Types of security attacks | [
170,
1603,
1159,
113,
5578,
1669,
114,
119,
1109,
5752,
1107,
164,
1659,
166,
3000,
4652,
10009,
1222,
2702,
5369,
2035,
119,
1188,
6978,
24512,
1115,
1191,
1103,
2653,
1200,
1110,
2751,
2702,
16994,
117,
1152,
1180,
1129,
8228,
10584,
5305,
1118,
1103,
2445,
1104,
14304,
119,
1130,
2440,
117,
1103,
2653,
1200,
8743,
170,
14304,
1111,
1117,
13618,
1114,
1103,
26181,
11470,
27989,
3113,
119,
1188,
14304,
1209,
1129,
4594,
1107,
170,
2218,
1159,
14235,
119,
1188,
5072,
1215,
1103,
3300,
1895,
26878,
5471,
164,
1695,
166,
117,
1177,
1103,
26181,
11470,
27989,
3113,
1169,
3858,
1103,
3318,
2501,
1104,
1103,
2653,
1200,
1191,
1103,
2653,
1200,
2702,
16994,
119,
1599,
1241,
1103,
26181,
11470,
27989,
3113,
1105,
1103,
2653,
3051,
1169,
1329,
1147,
3318,
6631,
1373,
1114,
1103,
3318,
2501,
1104,
1103,
2653,
1200,
1106,
1894,
3051,
1306,
1103,
14304,
119,
1109,
26802,
1104,
1142,
3136,
1110,
1115,
1296,
2653,
1200,
1105,
2653,
3051,
1144,
1106,
3496,
1105,
11235,
1113,
1103,
26181,
11470,
27989,
3113,
119,
10351,
1570,
3047,
1113,
3910,
2444,
1105,
3939,
113,
146,
12122,
12649,
114,
21033,
140,
119,
22301,
22301,
2035,
1113,
3510,
7147,
1394,
1108,
2756,
1118,
5386,
1124,
2723,
1399,
3084,
119,
2393,
119,
164,
128,
166,
119,
1130,
1142,
2035,
117,
170,
10478,
18764,
1204,
14372,
7451,
1155,
1103,
6410,
112,
188,
6984,
1121,
1103,
1832,
1104,
1157,
14097,
1107,
1103,
3510,
7147,
1394,
2443,
119,
1249,
170,
1871,
117,
1103,
10478,
18764,
1204,
14372,
1209,
1129,
1682,
12123,
1103,
6410,
112,
188,
14409,
1137,
16621,
1168,
3690,
1216,
1112,
15589,
5463,
117,
2702,
5369,
119,
1109,
5752,
1107,
164,
128,
166,
1145,
3000,
1995,
4073,
3263,
27523,
1115,
1294,
22623,
3690,
1167,
2846,
131,
1260,
2083,
25685,
5668,
7091,
174,
15901,
2116,
117,
7091,
4557,
117,
2774,
1196,
174,
15901,
1204,
117,
1631,
1200,
6984,
117,
8494,
6984,
117,
1167,
15398,
1116,
117,
1167,
25194,
6984,
117,
8214,
8362,
24313,
22308,
1174,
5844,
17308,
7416,
117,
22767,
6120,
16248,
6984,
1105,
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"##in",
"network",
".",
"As",
"a",
"result",
",",
"the",
"dish",
"##ones",
"##t",
"node",
"will",
"be",
"able",
"filter",
"the",
"victim",
"'",
"s",
"transactions",
"or",
"execute",
"other",
"attacks",
"such",
"as",
"selfish",
"mining",
",",
"double",
"spending",
".",
"The",
"authors",
"in",
"[",
"7",
"]",
"also",
"proposed",
"ten",
"counter",
"##me",
"##asures",
"that",
"make",
"eclipse",
"attacks",
"more",
"difficult",
":",
"de",
"##ter",
"##mini",
"##stic",
"random",
"e",
"##vic",
"##tion",
",",
"random",
"selection",
",",
"test",
"before",
"e",
"##vic",
"##t",
",",
"feel",
"##er",
"connections",
",",
"anchor",
"connections",
",",
"more",
"bucket",
"##s",
",",
"more",
"outgoing",
"connections",
",",
"ban",
"un",
"##sol",
"##icit",
"##ed",
"AD",
"##DR",
"messages",
",",
"divers",
"##ify",
"incoming",
"connections",
"and",
"an",
"##oma",
"##ly",
"detection",
".",
"D",
".",
"Self",
"##ish",
"Mining",
"When",
"a",
"dish",
"##ones",
"##t",
"mine",
"##r",
"node",
"just",
"has",
"found",
"a",
"new",
"block",
",",
"it",
"keeps",
"this",
"block",
"private",
",",
"and",
"continues",
"to",
"mine",
"on",
"top",
"of",
"this",
"block",
"in",
"order",
"to",
"discover",
"more",
"blocks",
".",
"When",
"it",
"'",
"s",
"private",
"branch",
"is",
"at",
"least",
"two",
"blocks",
"longer",
"than",
"the",
"public",
"chain",
"in",
"length",
",",
"this",
"node",
"will",
"broadcast",
"the",
"blocks",
"from",
"it",
"'",
"s",
"private",
"chain",
"to",
"the",
"public",
".",
"That",
"would",
"instantly",
"be",
"the",
"new",
"longest",
"valid",
"chain",
".",
"This",
"attack",
"makes",
"waste",
"the",
"computational",
"power",
"of",
"honest",
"mine",
"##r",
"nodes",
"[",
"1",
",",
"6",
"]",
".",
"To",
"defend",
"against",
"this",
"type",
"of",
"attack",
",",
"some",
"solutions",
"have",
"proposed",
".",
"Ethan",
"He",
"##il",
"##man",
"[",
"26",
"]",
"proposed",
"Fresh",
"##ness",
"Pre",
"##ferred",
"mechanism",
".",
"In",
"this",
"approach",
",",
"when",
"a",
"mine",
"##r",
"node",
"receives",
"two",
"blocks",
"within",
"a",
"certain",
"time",
".",
"If",
"these",
"blocks",
"come",
"from",
"branches",
"of",
"equal",
"length",
",",
"the",
"mine",
"##r",
"nodes",
"will",
"only",
"accept",
"the",
"block",
"with",
"the",
"most",
"recent",
"valid",
"times"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,523 |
k [1, 6] allows a dishonest
node to publish their private blocks to the network to create a
new longest valid chain; a dishonest node performs an
eclipse attack [7] to isolate the victim's communications with
other peers in the blockchain network, hence, can launch
other types of attacks such as double-speding, selfish mining.
Table I presents the common types of attacks on blockchain
technology and defending solutions.
TABLE I. TYPES OF ATTACKS AND DEFENDING SOLUTIONS
Types of security attacks | [
170,
1603,
1159,
113,
5578,
1669,
114,
119,
1109,
5752,
1107,
164,
1659,
166,
3000,
4652,
10009,
1222,
2702,
5369,
2035,
119,
1188,
6978,
24512,
1115,
1191,
1103,
2653,
1200,
1110,
2751,
2702,
16994,
117,
1152,
1180,
1129,
8228,
10584,
5305,
1118,
1103,
2445,
1104,
14304,
119,
1130,
2440,
117,
1103,
2653,
1200,
8743,
170,
14304,
1111,
1117,
13618,
1114,
1103,
26181,
11470,
27989,
3113,
119,
1188,
14304,
1209,
1129,
4594,
1107,
170,
2218,
1159,
14235,
119,
1188,
5072,
1215,
1103,
3300,
1895,
26878,
5471,
164,
1695,
166,
117,
1177,
1103,
26181,
11470,
27989,
3113,
1169,
3858,
1103,
3318,
2501,
1104,
1103,
2653,
1200,
1191,
1103,
2653,
1200,
2702,
16994,
119,
1599,
1241,
1103,
26181,
11470,
27989,
3113,
1105,
1103,
2653,
3051,
1169,
1329,
1147,
3318,
6631,
1373,
1114,
1103,
3318,
2501,
1104,
1103,
2653,
1200,
1106,
1894,
3051,
1306,
1103,
14304,
119,
1109,
26802,
1104,
1142,
3136,
1110,
1115,
1296,
2653,
1200,
1105,
2653,
3051,
1144,
1106,
3496,
1105,
11235,
1113,
1103,
26181,
11470,
27989,
3113,
119,
10351,
1570,
3047,
1113,
3910,
2444,
1105,
3939,
113,
146,
12122,
12649,
114,
21033,
140,
119,
22301,
22301,
2035,
1113,
3510,
7147,
1394,
1108,
2756,
1118,
5386,
1124,
2723,
1399,
3084,
119,
2393,
119,
164,
128,
166,
119,
1130,
1142,
2035,
117,
170,
10478,
18764,
1204,
14372,
7451,
1155,
1103,
6410,
112,
188,
6984,
1121,
1103,
1832,
1104,
1157,
14097,
1107,
1103,
3510,
7147,
1394,
2443,
119,
1249,
170,
1871,
117,
1103,
10478,
18764,
1204,
14372,
1209,
1129,
1682,
12123,
1103,
6410,
112,
188,
14409,
1137,
16621,
1168,
3690,
1216,
1112,
15589,
5463,
117,
2702,
5369,
119,
1109,
5752,
1107,
164,
128,
166,
1145,
3000,
1995,
4073,
3263,
27523,
1115,
1294,
22623,
3690,
1167,
2846,
131,
1260,
2083,
25685,
5668,
7091,
174,
15901,
2116,
117,
7091,
4557,
117,
2774,
1196,
174,
15901,
1204,
117,
1631,
1200,
6984,
117,
8494,
6984,
117,
1167,
15398,
1116,
117,
1167,
25194,
6984,
117,
8214,
8362,
24313,
22308,
1174,
5844,
17308,
7416,
117,
22767,
6120,
16248,
6984,
1105,
1126,
7903,
1193,
11432,
119,
141,
119,
9434,
2944,
15280,
1332,
170,
10478,
18764,
1204,
2317,
1197,
14372,
1198,
1144,
1276,
170,
1207,
3510,
117,
1122,
7634,
1142,
3510,
2029,
117,
1105,
3430,
1106,
2317,
1113,
1499,
1104,
1142,
3510,
1107,
1546,
1106,
7290,
1167,
5511,
119,
1332,
1122,
112,
188,
2029,
3392,
1110,
1120,
1655,
1160,
5511,
2039,
1190,
1103,
1470,
4129,
1107,
2251,
117,
1142,
14372,
1209,
3012,
1103,
5511,
1121,
1122,
112,
188,
2029,
4129,
1106,
1103,
1470,
119,
1337,
1156,
6677,
1129,
1103,
1207,
6119,
9221,
4129,
119,
1188,
2035,
2228,
5671,
1103,
19903,
1540,
1104,
7345,
2317,
1197,
15029,
164,
122,
117,
127,
166,
119,
1706,
6472,
1222,
1142,
2076,
1104,
2035,
117,
1199,
7995,
1138,
3000,
119,
5386,
1124,
2723,
1399,
164,
1744,
166,
3000,
15756,
1757,
11689,
26025,
6978,
119,
1130,
1142,
3136,
117,
1165,
170,
2317,
1197,
14372,
7881,
1160,
5511,
1439,
170,
2218,
1159,
119,
1409,
1292,
5511,
1435,
1121,
5020,
1104,
4463,
2251,
117,
1103,
2317,
1197,
15029,
1209,
1178,
4392,
1103,
3510,
1114,
1103,
1211,
2793,
9221,
1551
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"##ee",
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"##ici",
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"a",
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"controls",
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"s",
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"selfish",
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"The",
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"[",
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"also",
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"##me",
"##asures",
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"more",
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"de",
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"##mini",
"##stic",
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"##vic",
"##tion",
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"feel",
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",",
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"ban",
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"##ed",
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"##DR",
"messages",
",",
"divers",
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"an",
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".",
"D",
".",
"Self",
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"Mining",
"When",
"a",
"dish",
"##ones",
"##t",
"mine",
"##r",
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"just",
"has",
"found",
"a",
"new",
"block",
",",
"it",
"keeps",
"this",
"block",
"private",
",",
"and",
"continues",
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"mine",
"on",
"top",
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"this",
"block",
"in",
"order",
"to",
"discover",
"more",
"blocks",
".",
"When",
"it",
"'",
"s",
"private",
"branch",
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",",
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"'",
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".",
"That",
"would",
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"longest",
"valid",
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"This",
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"makes",
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"honest",
"mine",
"##r",
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"[",
"1",
",",
"6",
"]",
".",
"To",
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",",
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"have",
"proposed",
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"Ethan",
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"[",
"26",
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"proposed",
"Fresh",
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"Pre",
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",",
"when",
"a",
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"##r",
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"two",
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"If",
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"##r",
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,524 |
Defending solutions
51 percent [1, 3, 12] Two-phase Proof of Work [21].
Random mining group selection
technique [12].
Proof of Activity protocol [30].
Double spending [1, 3] PoW scheme and a distributed time-
stamping service [10].
Waiting for more confirmations
exponentially [14].
Listening Period, Inserting Observers
and forwarding Double-spending
Attempts [5].
Fair deposits [22].
Eclipse [7] Deterministic random eviction, Random
selection, Test before evict, Feeler
connections, Anchor | [
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"[",
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",",
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",",
"this",
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"Ren",
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"In",
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",",
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",",
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":",
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",",
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"'",
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",",
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"[",
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".",
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",",
"each",
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"##r",
"node",
"uses",
"Po",
"##W",
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".",
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"a",
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"PR",
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"-",
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"All",
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",",
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"Ex",
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"could",
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"[",
"2",
"]"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,525 |
Defending solutions
51 percent [1, 3, 12] Two-phase Proof of Work [21].
Random mining group selection
technique [12].
Proof of Activity protocol [30].
Double spending [1, 3] PoW scheme and a distributed time-
stamping service [10].
Waiting for more confirmations
exponentially [14].
Listening Period, Inserting Observers
and forwarding Double-spending
Attempts [5].
Fair deposits [22].
Eclipse [7] Deterministic random eviction, Random
selection, Test before evict, Feeler
connections, Anchor | [
20284,
1643,
119,
1409,
1103,
1241,
5511,
1138,
4463,
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3491,
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15029,
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1321,
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"'",
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",",
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".",
"IV",
".",
"PR",
"##I",
"##VA",
"##C",
"##Y",
"-",
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"F",
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"B",
"##L",
"##OC",
"##K",
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"##A",
"##IN",
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"##cha",
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"in",
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"However",
",",
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"-",
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"##cha",
"##in",
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".",
"All",
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"##cha",
"##in",
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"are",
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",",
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"can",
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"view",
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".",
"Ex",
"##ist",
"##ing",
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"for",
"privacy",
"protection",
"could",
"be",
"categorized",
"into",
"two",
"types",
"[",
"2",
"]"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,526 |
connections, More
buckets, More outgoing connections,
Ban unsolicited ADDR messages,
Diversify incoming connections and
Anomaly detection [7].
Selfish mining [1,6] Freshness Preferred mechanism [26].
ZeroBlock scheme [27].
Decentralized backward-compatible
defense mechanism [16].
Distributed denial of
service [3, 17, 36]
Proof of Activity protocol [30].
In blockchain technology, all transactions of nodes can
be viewed and tracked. So, this technology cannot guarantee
transactional pr | [
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"-"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,527 |
connections, More
buckets, More outgoing connections,
Ban unsolicited ADDR messages,
Diversify incoming connections and
Anomaly detection [7].
Selfish mining [1,6] Freshness Preferred mechanism [26].
ZeroBlock scheme [27].
Decentralized backward-compatible
defense mechanism [16].
Distributed denial of
service [3, 17, 36]
Proof of Activity protocol [30].
In blockchain technology, all transactions of nodes can
be viewed and tracked. So, this technology cannot guarantee
transactional pr | [
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".",
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",",
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"B",
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".",
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"[",
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".",
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"[",
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"-",
"interactive",
"AR",
"##gum",
"##ents",
"of",
"Knowledge",
"(",
"z",
"##k",
"-"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,528 |
ivacy [1, 2, 8, 9]. Some solutions have been
proposed to protect privacy for blockhain technology such
as: mixing technologies, zerocoin and zerocash [1, 34, 35].
Mixing technologies aim to confuse relationships between
inputs and outputs of transactions. However, the content of
transactions can still be viewed by the mixes. Meanwhile,
zerocoin and zerocash solutions rely on cryptography
algorithms to encrypt the content of transactions.
In general, most of the proposed solutions cannot
comprehe | [
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"S",
"##NA",
"##R",
"##K",
")",
"to",
"provide",
"privacy",
"protection",
"of",
"transactions",
".",
"However",
",",
"it",
"is",
"a",
"complex",
"cry",
"##pt",
"##ographic",
"method",
"that",
"slow",
"##s",
"down",
"transactions",
".",
"2019",
"International",
"Conference",
"on",
"System",
"Science",
"and",
"Engineering",
"(",
"I",
"##CS",
"##SE",
")",
"36",
"##6",
"V",
".",
"F",
"##UT",
"##UR",
"##E",
"R",
"##ES",
"##EA",
"##RC",
"##H",
"D",
"##IR",
"##EC",
"##TI",
"##ON",
"##S",
"Our",
"future",
"research",
"will",
"provide",
"solutions",
"to",
"prevent",
"security",
"attacks",
"as",
"well",
"as",
"design",
"a",
"new",
"mechanism",
"to",
"protect",
"privacy",
"for",
"transactions",
".",
"We",
"determine",
"two",
"tasks",
"that",
"need",
"to",
"be",
"solved",
"as",
"follows",
":",
"Task",
"1",
":",
"Control",
"##ling",
"all",
"nodes",
"in",
"the",
"block",
"##cha",
"##in",
"network",
".",
"Task",
"2",
":",
"En",
"##su",
"##ring",
"privacy",
"on",
"block",
"##cha",
"##in",
".",
"A",
".",
"The",
"detailed",
"description",
"for",
"task",
"1",
"The",
"control",
"aims",
"to",
"prevent",
"dish",
"##ones",
"##t",
"nodes",
"joining",
"in",
"the",
"block",
"##cha",
"##in",
"network",
",",
"and",
"removing",
"dish",
"##ones",
"##t",
"nodes",
"from",
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"network",
".",
"When",
"a",
"node",
"wants",
"to",
"join",
"the",
"block",
"##cha",
"##in",
"network",
",",
"it",
"has",
"to",
"satisfy",
"the",
"policies",
"of",
"the",
"network",
".",
"For",
"instance",
",",
"the",
"node",
"is",
"a",
"member",
"of",
"the",
"honest",
"group",
"in",
"the",
"network",
",",
"it",
"must",
"provide",
"the",
"real",
"identification",
"etc",
".",
"A",
"node",
"could",
"be",
"rejected",
"from",
"the",
"network",
"when",
"violating",
"the",
"security",
"policies",
".",
"To",
"gain",
"these",
"requirements",
",",
"we",
"propose",
"to",
"apply",
"a",
"group",
"signature",
"scheme",
"on",
"block",
"##cha",
"##in",
".",
"Group",
"signatures",
",",
"introduced",
"by",
"Cha",
"##um",
"and",
"van",
"Hey",
"##st",
"[",
"29",
"]",
",",
"It",
"provides",
"an",
"##ony",
"##mity",
"of",
"the",
"sign",
"##ers",
".",
"A",
"group",
"signature",
"has",
"the",
"following",
"properties",
"[",
"29",
"]",
":",
"1",
")",
"Only",
"members",
"of",
"the",
"group",
"can",
"sign",
"messages",
";",
"2",
")",
"The",
"receiver",
"of",
"the",
"signature",
"can",
"verify",
"that",
"it",
"is",
"a",
"valid",
"signature",
"of",
"the",
"group",
",",
"but",
"cannot",
"discover",
"which",
"member",
"of",
"the",
"group",
"made",
"it",
";",
"3",
")",
"If",
"necessary",
",",
"the",
"signature",
"can",
"be",
"\"",
"opened",
"\"",
"to",
"reveal",
"the",
"identity",
"of",
"the",
"sign",
"##er",
".",
"We",
"propose",
"two",
"block",
"##cha",
"##in",
"models",
"based",
"on",
"group",
"signatures",
"as",
"follows",
":",
"1",
")",
"Val",
"##ida",
"##ting",
"transactions",
"between",
"nodes",
"in",
"a",
"group",
"(",
"as",
"shown",
"in",
"Figure",
"4",
"##a",
")",
":",
"Let",
"A",
"=",
"{",
"No",
"##de",
"1",
",",
"No",
"##de",
"2",
",",
".",
".",
".",
",",
"No",
"##de",
"8",
"}",
"Where",
"A",
"is",
"a",
"group",
",",
"No",
"##de",
"1",
",",
"No",
"##de",
"2",
",",
".",
".",
".",
",",
"No",
"##de",
"8",
"are",
"the",
"members",
"of",
"the",
"group",
"A",
".",
"Group",
"A",
"is",
"generated",
"a",
"group",
"signature",
"G",
".",
"All",
"members",
"of",
"the",
"group",
"A",
"can",
"use",
"G",
"to",
"sign",
"or",
"valid",
"##ate",
"transactions",
".",
"When",
"a",
"No",
"##de",
"X",
"performs",
"a",
"transaction",
"to",
"No",
"##de",
"1",
".",
"The",
"No",
"##de",
"X",
"has",
"to",
"use",
"a",
"signature",
"to",
"sign",
"on",
"its",
"transaction",
".",
"After",
"receiving",
"this",
"transaction",
",",
"No",
"##de",
"1",
"will",
"valid",
"##ate",
"the",
"signature",
"in",
"the",
"transaction",
".",
"If",
"it",
"is",
"a",
"valid",
"signature",
"of",
"group",
"A",
",",
"the",
"transaction",
"is",
"valid",
"and",
"No",
"##de",
"X",
"is",
"a",
"member",
"of",
"the",
"group",
"A"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,529 |
ivacy [1, 2, 8, 9]. Some solutions have been
proposed to protect privacy for blockhain technology such
as: mixing technologies, zerocoin and zerocash [1, 34, 35].
Mixing technologies aim to confuse relationships between
inputs and outputs of transactions. However, the content of
transactions can still be viewed by the mixes. Meanwhile,
zerocoin and zerocash solutions rely on cryptography
algorithms to encrypt the content of transactions.
In general, most of the proposed solutions cannot
comprehe | [
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"A"
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,530 |
nsively prevent security attacks from dishonest
nodes. In addition, existing privacy-preserving solutions
2019 International Conference on System Science and Engineering (ICSSE)
363
based on cryptography are not suitable for IoT networks
because the computing resources of IoT devices are limited.
Hence, we propose a research direction to improve security
and privacy-preserving for blockchain technology using
group signature and zero-knowledge schemes. Our research
direction ensures control | [
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"##ur",
"##ren",
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"technologies",
":",
"A",
"comprehensive",
"introduction",
",",
"\"",
"Princeton",
"University",
"Press",
",",
"2016",
".",
"[",
"2",
"]",
"Z",
".",
"Zheng",
",",
"S",
".",
"Xi",
"##e",
",",
"H",
".",
"N",
".",
"Dai",
",",
"and",
"H",
"."
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,531 |
nsively prevent security attacks from dishonest
nodes. In addition, existing privacy-preserving solutions
2019 International Conference on System Science and Engineering (ICSSE)
363
based on cryptography are not suitable for IoT networks
because the computing resources of IoT devices are limited.
Hence, we propose a research direction to improve security
and privacy-preserving for blockchain technology using
group signature and zero-knowledge schemes. Our research
direction ensures control | [
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"A",
"comprehensive",
"introduction",
",",
"\"",
"Princeton",
"University",
"Press",
",",
"2016",
".",
"[",
"2",
"]",
"Z",
".",
"Zheng",
",",
"S",
".",
"Xi",
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",",
"H",
".",
"N",
".",
"Dai",
",",
"and",
"H",
"."
] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,532 |
of dishonest nodes in blockchain,
and can be used to protect privacy for transactions in IoT
networks.
We summarize the contributions of this paper as follows:
1) We present a comprehensive survey on security
attacks of blockchain technology. We describe in detail the
common types of attacks and evaluate the security impacts
on the blockchain network.
2) We review the existing researches to address security
issues on blockchain. We also discuss the efficiencies and
limitations of these solut | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,533 |
of dishonest nodes in blockchain,
and can be used to protect privacy for transactions in IoT
networks.
We summarize the contributions of this paper as follows:
1) We present a comprehensive survey on security
attacks of blockchain technology. We describe in detail the
common types of attacks and evaluate the security impacts
on the blockchain network.
2) We review the existing researches to address security
issues on blockchain. We also discuss the efficiencies and
limitations of these solut | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,534 |
ions.
3) To improve security and privacy aspects on
blockchain, we suggest directions for future research using
group signature and zero-knowledge schemes.
Paper outline: The rest of the paper is organized as
follows. In Section II, we present an overview of blockchain
technology. Section III describes the common security
attacks on blockchain and defending solutions. In Section IV,
we discuss the existing solutions to enhance privacy aspect
on blockchain. We describe our suggestive solution i | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,535 |
n
Section V. The last section is conclusions.
II. OVERVIEW OF BLOCKCHAIN TECHNOLOGY
Blockchain was proposed in 2008 by an unknown author
using the pseudonym Satoshi Nakamoto [10]. Blockchain
uses cryptography, digital signature and consensus
algorithms to ensure the security and data integrity in
decentralized networks [1].
A blockchain can be viewed as a linked list of blocks,
each block is linked to its predecessor via a hash pointer. A
hash pointer contains a hash value of a block pointed | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,536 |
to at a
fixed time. This hash value also helps verify the integrity of
the content of the previous block [1].
Fig. 1. An example of blockchain.
The first block of the chain is called genesis block which
has no parent block [1, 2].
A. Block Structure
Each block consists of two main components that are the
block header and the block body as shown in Fig. 1. The
major fields of the block header are shown in Table II below.
TABLE II. THE MAIN | [
1104,
3246,
131,
16409,
22835,
2113,
2528,
1394,
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107,
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3293,
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18919,
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,537 |
to at a
fixed time. This hash value also helps verify the integrity of
the content of the previous block [1].
Fig. 1. An example of blockchain.
The first block of the chain is called genesis block which
has no parent block [1, 2].
A. Block Structure
Each block consists of two main components that are the
block header and the block body as shown in Fig. 1. The
major fields of the block header are shown in Table II below.
TABLE II. THE MAIN | [
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] | A Survey on Security and Privacy Issues of Blockchain Technology | 1,538 |
The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work
The Energy Footprint of Blockchain
Consensus Mechanisms Beyond Proof-of-Work
Moritz Platt1, Johannes Sedlmeir2, Daniel Platt3,
Jiahua Xu4, Paolo Tasca4, Nikhil Vadgama4, and Juan Ignacio IbaΓ±ez4
1Department of Informatics, King's College London, London, UK
2FIM Research Center, University of Bayreuth, Bayreuth, Germany
3Department of Mathematics, Imperial College London, London, UK
4Centre for Blockchain Technologies, Univer | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,539 |
The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work
The Energy Footprint of Blockchain
Consensus Mechanisms Beyond Proof-of-Work
Moritz Platt1, Johannes Sedlmeir2, Daniel Platt3,
Jiahua Xu4, Paolo Tasca4, Nikhil Vadgama4, and Juan Ignacio IbaΓ±ez4
1Department of Informatics, King's College London, London, UK
2FIM Research Center, University of Bayreuth, Bayreuth, Germany
3Department of Mathematics, Imperial College London, London, UK
4Centre for Blockchain Technologies, Univer | [
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"##S",
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"anal",
"##ys",
"##ed",
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",",
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",",
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,540 |
sity College London, London, UK
[email protected], [email protected], [email protected],
{jiahua.xu, p.tasca, nikhil.vadgama, j.ibanez}@ucl.ac.uk
AbstractβPopular permissionless distributed ledger technology
(DLT) systems using proof-of-work (PoW) for Sybil attack resist-
ance have extreme energy requirements, drawing stern criticism
from academia, business and the media. DLT systems building
on alternative consensus mechanisms, particularly proof-of-stake
(PoS), aim to address th | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,541 |
sity College London, London, UK
[email protected], [email protected], [email protected],
{jiahua.xu, p.tasca, nikhil.vadgama, j.ibanez}@ucl.ac.uk
AbstractβPopular permissionless distributed ledger technology
(DLT) systems using proof-of-work (PoW) for Sybil attack resist-
ance have extreme energy requirements, drawing stern criticism
from academia, business and the media. DLT systems building
on alternative consensus mechanisms, particularly proof-of-stake
(PoS), aim to address th | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,542 |
is downside. In this paper, we take an initial
step towards comparing the energy requirements of such systems
to understand whether they achieve this goal equally well. While
multiple studies have analysed the energy demands of individual
blockchains, little comparative work has been done. We approach
this research gap by formalising a basic consumption model for
PoS blockchains. Applying this model to six archetypal blockchains
generates three main findings. First, we confirm the concerns
around the ener | [
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is downside. In this paper, we take an initial
step towards comparing the energy requirements of such systems
to understand whether they achieve this goal equally well. While
multiple studies have analysed the energy demands of individual
blockchains, little comparative work has been done. We approach
this research gap by formalising a basic consumption model for
PoS blockchains. Applying this model to six archetypal blockchains
generates three main findings. First, we confirm the concerns
around the ener | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,544 |
gy footprint of PoW by showing that Bitcoin's
energy consumption exceeds the energy consumption of all PoS-
based systems analysed by at least three orders of magnitude.
Second, we illustrate that there are significant differences in energy
consumption among the PoS-based systems analysed, with permis-
sionless systems having a larger energy footprint overall owing to
their higher replication factor. Third, we point out that the type
of hardware that validators use has a considerable impact on
whether the | [
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"describe",
"how",
"the",
"underlying",
"data",
"were",
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".",
"Subsequently",
",",
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"apply",
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"to",
"the",
"systems",
"selected",
",",
"present",
"the",
"comparative",
"results",
",",
"and",
"discuss",
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".",
"Finally",
",",
"we",
"conclude",
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"with",
"potential",
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"##s",
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".",
"II",
".",
"Re",
"##lated",
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"We",
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"informal",
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"review",
"##2",
"using",
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"'",
"B",
"##iel",
"##ef",
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"Academic",
"Search",
"Engine",
"'",
",",
"a",
"popular",
"academic",
"search",
"system",
"meeting",
"all",
"the",
"necessary",
"quality",
"requirements",
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"a",
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"[",
"13",
"]",
".",
"We",
"thereby",
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"41",
"##3",
"results",
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"anal",
"##ys",
"##ing",
"the",
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"demand",
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"##T",
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",",
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"##W",
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"##ins",
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",",
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"##co",
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"Common",
"##ly",
",",
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".",
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":",
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"revolves",
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"conducting",
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",",
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"I",
"##gum",
"##eno",
"##v",
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".",
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"[",
"14",
"]",
".",
"This",
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".",
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"'",
"BC",
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"'",
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"[",
"15",
"]",
",",
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",",
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",",
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"Using",
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"consumption",
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"can",
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"##bed",
".",
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"##ed",
",",
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"-",
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"##W",
"X",
"##RP",
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"demonstrates",
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"custom",
"##ising",
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"##ator",
"hardware",
"can",
"yield",
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"##s",
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"[",
"16",
"]",
".",
"Met",
"##ric",
"##s",
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"cry",
"##pt",
"##oc",
"##ur",
"##ren",
"##cies",
"have",
"been",
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"##bed",
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"algorithms",
"[",
"17",
"]",
".",
"Mathematical",
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":",
"An",
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"is",
"to",
"q",
"##uant",
"##ify",
"assumptions",
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"the",
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"##T",
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".",
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",",
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"'",
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"-",
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"'",
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"##bs",
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"β",
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"##h",
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"case",
"of",
"Bit",
"##co",
"##in",
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"[",
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"]",
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"##d",
"##ΓΆ",
"##rf",
"##er",
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"al",
".",
"[",
"18"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,545 |
gy footprint of PoW by showing that Bitcoin's
energy consumption exceeds the energy consumption of all PoS-
based systems analysed by at least three orders of magnitude.
Second, we illustrate that there are significant differences in energy
consumption among the PoS-based systems analysed, with permis-
sionless systems having a larger energy footprint overall owing to
their higher replication factor. Third, we point out that the type
of hardware that validators use has a considerable impact on
whether the | [
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"18"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,546 |
energy consumption of PoS blockchains is comparable
with or considerably larger than that of centralised systems.
Index TermsβBlockchain, Carbon Footprint, Distributed
Ledger Technology, Proof-of-Stake, Sustainability, Climate Action
I. Introduction
In decentralised distributed ledger technology (DLT) systems,
consensus mechanisms fulfil multiple purposes surrounding the
proposal, validation, propagation and finalisation of data [1].
Voting is used extensively in common consensus mechanisms
to resolve | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,547 |
energy consumption of PoS blockchains is comparable
with or considerably larger than that of centralised systems.
Index TermsβBlockchain, Carbon Footprint, Distributed
Ledger Technology, Proof-of-Stake, Sustainability, Climate Action
I. Introduction
In decentralised distributed ledger technology (DLT) systems,
consensus mechanisms fulfil multiple purposes surrounding the
proposal, validation, propagation and finalisation of data [1].
Voting is used extensively in common consensus mechanisms
to resolve | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,548 |
ambiguity arising from actors that spread incorrect
or conflicting information [2]. Sybil attacks, which pose a
critical problem for DLT systems, occur when an attacker
creates an artificially large number of bogus identities [3] to
skew the results of majority decisions on the admission and
order of transactions. In permissioned networks, gatekeeping
strategies can be applied that limit access to a network to
previously vetted actors [4], thereby preventing such attacks.
However, for permissionless netw | [
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ambiguity arising from actors that spread incorrect
or conflicting information [2]. Sybil attacks, which pose a
critical problem for DLT systems, occur when an attacker
creates an artificially large number of bogus identities [3] to
skew the results of majority decisions on the admission and
order of transactions. In permissioned networks, gatekeeping
strategies can be applied that limit access to a network to
previously vetted actors [4], thereby preventing such attacks.
However, for permissionless netw | [
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",",
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",",
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",",
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"To",
"act",
"as",
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",",
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,550 |
orks, in which participants
can partake in consensus without any control [5], more complex
mechanisms need to be applied to combat Sybil attacks.
These commonly entail aligning entitlement to participate in
consensus proportionally with the possession or expenditure
of resources that can be digitally verified [1]. Proof-of-work
(PoW) is an example of a Sybil attack resistance scheme that
has been used in most early cryptocurrencies such as Bitcoin [6].
To counteract Sybil attacks, PoW uses cryptographic | [
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"A"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,551 |
orks, in which participants
can partake in consensus without any control [5], more complex
mechanisms need to be applied to combat Sybil attacks.
These commonly entail aligning entitlement to participate in
consensus proportionally with the possession or expenditure
of resources that can be digitally verified [1]. Proof-of-work
(PoW) is an example of a Sybil attack resistance scheme that
has been used in most early cryptocurrencies such as Bitcoin [6].
To counteract Sybil attacks, PoW uses cryptographic | [
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"A"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,552 |
puzzles
of configurable difficulty with efficient verification so that it
becomes computationally expensive for attackers to interfere
with consensus [7]. However, the energy consumption of PoW-
based cryptocurrencies is connected to their respective market
capitalisations, leading to extreme energy demand for popular
implementations [8]. For instance, the electricity demand of
Bitcoin is now in the same range as that of entire industrialised
nations [9] and has been positioned as a dangerous contributor | [
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puzzles
of configurable difficulty with efficient verification so that it
becomes computationally expensive for attackers to interfere
with consensus [7]. However, the energy consumption of PoW-
based cryptocurrencies is connected to their respective market
capitalisations, leading to extreme energy demand for popular
implementations [8]. For instance, the electricity demand of
Bitcoin is now in the same range as that of entire industrialised
nations [9] and has been positioned as a dangerous contributor | [
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to global warming, producing up to 22.90Mt CO2 [10]. Against
this backdrop, many alternatives to PoW have been proposed
that do not rely on extensive computational effort [11]. Among
these is proof-of-stake (PoS), in which participants with larger
holdings of a cryptocurrency have a greater influence in trans-
action validation. While PoS is generally understood as being
more energy-efficient than PoW, the exact energy consumption
characteristics of PoS-based systems, and the influence that
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,555 |
to global warming, producing up to 22.90Mt CO2 [10]. Against
this backdrop, many alternatives to PoW have been proposed
that do not rely on extensive computational effort [11]. Among
these is proof-of-stake (PoS), in which participants with larger
holdings of a cryptocurrency have a greater influence in trans-
action validation. While PoS is generally understood as being
more energy-efficient than PoW, the exact energy consumption
characteristics of PoS-based systems, and the influence that
network throu | [
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",",
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",",
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",",
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",",
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"A",
")",
".",
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",",
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"He",
"##der",
"##a",
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"N",
"##val",
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"L",
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"##1",
".",
"On",
"the",
"Polk",
"##ado",
"##t",
"block",
"##cha",
"##in",
",",
"N",
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".",
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"##zo",
"##s",
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"##cha",
"##in",
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"##1",
".",
"This",
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",",
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"##ffin",
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"L",
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"N",
"##val",
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"negative",
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"L",
".",
"We",
"will",
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"a",
"##ffin",
"##e",
"best",
"approximation",
"of"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,556 |
ghput has on them, are not widely understood.
Two main approaches to quantifying the energy consumption
of a DLT system have been used in the past. One is to measure
the consumption of a representative participant node and then
extrapolate from this measurement. An alternative approach
is to develop a mathematical model that includes the core
metrics of a DLT system to calculate its energy consumption.
Extensive research efforts have cumulated in best practices
for determining the energy consumption of D | [
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ghput has on them, are not widely understood.
Two main approaches to quantifying the energy consumption
of a DLT system have been used in the past. One is to measure
the consumption of a representative participant node and then
extrapolate from this measurement. An alternative approach
is to develop a mathematical model that includes the core
metrics of a DLT system to calculate its energy consumption.
Extensive research efforts have cumulated in best practices
for determining the energy consumption of D | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,558 |
LT systems [12].
So far, most work has focused on PoW blockchains1, and
some research has investigated individual non-PoW systems.
In this paper we propose a simple energy consumption model,
applicable to a broad range of DLT systems that use PoS for
Sybil attack resistance. Specifically, this model considers the
number of validator nodes, their energy consumption, and the
network throughput, based on which the energy consumption
per transaction is estimated. We present the results of applying
1For the p | [
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LT systems [12].
So far, most work has focused on PoW blockchains1, and
some research has investigated individual non-PoW systems.
In this paper we propose a simple energy consumption model,
applicable to a broad range of DLT systems that use PoS for
Sybil attack resistance. Specifically, this model considers the
number of validator nodes, their energy consumption, and the
network throughput, based on which the energy consumption
per transaction is estimated. We present the results of applying
1For the p | [
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"Rest",
"##ric",
"##tions",
"apply",
".",
"typical",
"work",
"##load",
"##s",
"is",
"assumed",
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"##ndi",
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"##cha",
"##ins",
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"5",
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"##W",
"to",
"168",
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"1",
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")",
".",
"For",
"high"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,560 |
urpose of this manuscript, the term 'Blockchain' refers to any
type of DLT, even if it does not make use of the 'block' concept, first
described by Nakamoto [6].
1135
2021 IEEE 21st International Conference on Software Quality, Reliability and Security Companion (QRS-C)
2693-9371/21/$31.00 Β©2021 IEEE
DOI 10.1109/QRS-C55045.2021.00168
20
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,561 |
urpose of this manuscript, the term 'Blockchain' refers to any
type of DLT, even if it does not make use of the 'block' concept, first
described by Nakamoto [6].
1135
2021 IEEE 21st International Conference on Software Quality, Reliability and Security Companion (QRS-C)
2693-9371/21/$31.00 Β©2021 IEEE
DOI 10.1109/QRS-C55045.2021.00168
20
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,562 |
-C
) |
9
78
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-6
65
4-
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/2
1/
$3
1.
00
Β©
20
21
IE
EE
|
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10
9/
Q
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-C
55
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20
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Authorized licensed use limited to: University College London. Downloaded on July 04,2023 at 16:25:58 UTC from IEEE Xplore. Restrictions apply.
this model to six PoS-based systems. Our results suggest that,
while negligible compared to PoW, the energy consumption
of PoS systems can still vary significantly.
The next section reviews related work in both experime | [
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".",
",",
"the",
"network",
"-",
"wide",
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"the",
"DL",
"##T",
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"and",
"of",
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"##Net",
")",
"and",
"ranges",
"of",
"the",
"energy",
"consumed",
"per",
"transaction",
"for",
"contemporary",
"through",
"##put",
".",
"Pro",
"##nounce",
"##d",
"differences",
"between",
"Po",
"##S",
"-",
"based",
"systems",
"are",
"equally",
"evident",
"from",
"the",
"results",
".",
"We",
"observe",
"a",
"low",
"energy",
"demand",
"per",
"transaction",
"in",
"active",
"permission",
"##ed",
"DL",
"##T",
"systems",
"that",
"are",
"characterised",
"by",
"high",
"through",
"##put",
"and",
"comparatively",
"small",
"numbers",
"of",
"valid",
"##ators",
"with",
"a",
"corresponding",
"low",
"degree",
"of",
"decent",
"##ral",
"##isation",
".",
"Less",
"active",
"permission",
"##less",
"systems",
"show",
"a",
"higher",
"energy",
"demand",
"per",
"transaction",
"due",
"to",
"comparatively",
"low",
"through",
"##put",
"and",
"a",
"high",
"number",
"of",
"valid",
"##ators",
".",
"This",
"illustrate",
"##s",
"that",
"not",
"only",
"for",
"Po",
"##W",
"[",
"35",
"]",
",",
"but",
"also",
"for",
"Po",
"##S",
"block",
"##cha",
"##ins",
",",
"'",
"energy",
"consumption",
"per",
"transaction",
"'",
"should",
"not",
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"only",
"metric",
"considered",
"for",
"assessing",
"sustainability",
".",
"In",
"particular",
",",
"when",
"utility",
"is",
"not",
"approximately",
"proportional",
"to",
"through",
"##put",
",",
"total",
"energy",
"consumption",
"may",
"be",
"a",
"more",
"appropriate",
"key",
"figure",
".",
"VI",
".",
"Disc",
"##uss",
"##ion",
"A",
".",
"Inter",
"##p",
"##reta",
"##tions",
"These",
"results",
"can",
"primarily",
"be",
"understood",
"as",
"a",
"clear",
"confirmation",
"of",
"the",
"common",
"opinion",
"that",
"the",
"energy",
"consumption",
"of",
"Po",
"##W",
"systems",
",",
"especially",
"Bit",
"##co",
"##in",
",",
"is",
"excessive",
".",
"Therefore",
",",
"they",
"can",
"be",
"interpreted",
"as",
"a",
"strong",
"argument",
"for",
"the",
"modern",
"##isation",
"of",
"Po",
"##W",
"-",
"based",
"systems",
"towards",
"Po",
"##S",
".",
"E",
"##ther",
"##eum",
"is",
"taking",
"a",
"com",
"##men",
"##da",
"##ble",
"lead",
"in",
"this",
"respect",
"with",
"the",
"development",
"of",
"E",
"##ther",
"##eum",
"2",
".",
"0",
".",
"Furthermore",
",",
"the",
"results",
"indicate",
"that",
"the",
"energy",
"consumption",
"of",
"different",
"non",
"-",
"Po",
"##W",
"block",
"##cha",
"##ins",
"is",
"surprisingly",
"diver",
"##gent",
".",
"In",
"absolute",
"terms",
",",
"however",
",",
"the",
"consumption",
"rates",
"of",
"Po",
"##S",
"-",
"based",
"systems",
"are",
"moderate",
"and",
"thus",
"also",
"much",
"closer",
"to",
"the",
"figures",
"for",
"traditional",
",",
"central",
"##ised",
"payment",
"systems",
"such",
"as",
"Visa",
"##Net",
".",
"The",
"main",
"reason",
"why",
"our",
"model",
"yields",
"considerable",
"diver",
"##gence",
"between",
"Po",
"##S",
"systems",
"is",
"the",
"difference",
"in",
"the",
"number",
"of",
"valid",
"##ators",
"and",
"through"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,563 |
-C
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$3
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21
.0
01
68
Authorized licensed use limited to: University College London. Downloaded on July 04,2023 at 16:25:58 UTC from IEEE Xplore. Restrictions apply.
this model to six PoS-based systems. Our results suggest that,
while negligible compared to PoW, the energy consumption
of PoS systems can still vary significantly.
The next section reviews related work in both experime | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,564 |
ntal
and mathematical models. We then briefly describe the relevant
architectural features of selected PoS systems. In the following
section, we introduce our model in detail and describe how
the underlying data were obtained. Subsequently, we apply the
model to the systems selected, present the comparative results,
and discuss the limitations. Finally, we conclude our study
with potential avenues for future research.
II. Related work
We conducted an informal literature review2 using the
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,565 |
ntal
and mathematical models. We then briefly describe the relevant
architectural features of selected PoS systems. In the following
section, we introduce our model in detail and describe how
the underlying data were obtained. Subsequently, we apply the
model to the systems selected, present the comparative results,
and discuss the limitations. Finally, we conclude our study
with potential avenues for future research.
II. Related work
We conducted an informal literature review2 using the
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,566 |
demic Search Engine', a popular academic
search system meeting all the necessary quality requirements
for a systematic literature review [13]. We thereby obtained
413 results of prior studies analysing the energy demand
of different DLT systems, with a significant focus on PoW
blockchains in general, and specifically on Bitcoin Commonly,
models take one of the following two forms.
Experimental models: The first form revolves around
conducting experiments using mining hardware and measuring
its actual ene | [
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"##put",
".",
"For",
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",",
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"mark",
"indicates",
"the",
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"##ess",
"##im",
"##istic",
"model",
".",
"The",
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"Bit",
"##co",
"##in",
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"E",
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"as",
"E",
"##ther",
"##eum",
"has",
"not",
"yet",
"merged",
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"Chain",
".",
"For",
"Al",
"##gor",
"##and",
",",
"He",
"##der",
"##a",
"Has",
"##h",
"##graph",
",",
"Polk",
"##ado",
"##t",
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"##zo",
"##s",
",",
"contemporary",
"through",
"##put",
"and",
"valid",
"##ator",
"count",
"data",
"points",
"lie",
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",",
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"data",
"points",
",",
"so",
"the",
"contemporary",
"data",
"points",
"do",
"not",
"lie",
"exactly",
"on",
"the",
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".",
"determine",
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"##print",
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".",
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"can",
",",
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",",
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".",
"B",
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"Lim",
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"##s",
"So",
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",",
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"broad",
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"ranges",
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"model",
"the",
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"consumption",
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"individual",
"valid",
"##ator",
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".",
"While",
"we",
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",",
"the",
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"##S",
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",",
"such",
"as",
"the",
"accounting",
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",",
"have",
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"ignored",
".",
"Second",
",",
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"assuming",
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"##ator",
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"anal",
"##ys",
"##ed",
"[",
"32",
"]",
",",
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"##ed",
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"support",
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"may",
"not",
"warrant",
"such",
"an",
"assumption",
".",
"We",
"have",
"accounted",
"for",
"this",
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"assuming",
"more",
"powerful",
"hardware",
"for",
"permission",
"##less",
"high",
"-",
"t",
"##ps",
"systems",
",",
"but",
"more",
"work",
"is",
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"permission",
"##ed",
"block",
"##cha",
"##ins",
"'",
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".",
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",",
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"work",
"##load",
"##s",
"on",
"energy",
"consumption",
"should",
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"considered",
";",
"for",
"example",
",",
"simple",
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"transactions",
"may",
"have",
"lower",
"computational",
"requirements",
"when",
"compared",
"to",
"more",
"complex",
"smart",
"contract",
"in",
"##vocation",
"##s",
",",
"but",
"we",
"have",
"not",
"so",
"far",
"distinguished",
"between",
"transaction",
"types",
".",
"While",
"our",
"model",
"suggests",
"that",
"Po",
"##S",
"systems",
"can",
"remain",
"energy",
"-",
"efficient",
"while",
"s",
"##cal",
"##ing",
"up",
"to",
"Visa",
"##Net",
"through",
"##put",
"levels",
",",
"there",
"is",
"no",
"hard",
"evidence",
"in",
"support",
"of",
"this",
"argument",
",",
"as",
",",
"to",
"our",
"knowledge",
",",
"no",
"DL",
"##T",
"-",
"based",
"system",
"has",
"experienced",
"a",
"sustained",
"volume",
"of",
"this",
"magnitude",
"to",
"date",
"on",
"the",
"base",
"level",
".",
"On",
"the",
"other",
"hand",
",",
"we",
"ignored",
"the",
"possibility",
"of",
"achieving",
"effectively",
"higher",
"through",
"##put",
"than",
"the",
"specified",
"maximum",
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"2",
"(",
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",",
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"##ups",
"and",
"zero",
"-",
"knowledge",
"(",
"z",
"##k",
")",
"-",
"roll",
"##ups",
"that"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,567 |
demic Search Engine', a popular academic
search system meeting all the necessary quality requirements
for a systematic literature review [13]. We thereby obtained
413 results of prior studies analysing the energy demand
of different DLT systems, with a significant focus on PoW
blockchains in general, and specifically on Bitcoin Commonly,
models take one of the following two forms.
Experimental models: The first form revolves around
conducting experiments using mining hardware and measuring
its actual ene | [
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"valid",
"##ator",
"nodes",
".",
"While",
"we",
"are",
"confident",
"that",
"the",
"actual",
"energy",
"consumption",
"is",
"in",
"fact",
"within",
"these",
"ranges",
",",
"the",
"underlying",
"characteristics",
"of",
"different",
"Po",
"##S",
"protocols",
"that",
"might",
"impact",
"energy",
"consumption",
",",
"such",
"as",
"the",
"accounting",
"model",
",",
"have",
"been",
"ignored",
".",
"Second",
",",
"while",
"assuming",
"that",
"the",
"electricity",
"consumption",
"of",
"a",
"valid",
"##ator",
"node",
"is",
"independent",
"of",
"system",
"through",
"##put",
"is",
"well",
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"##less",
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"anal",
"##ys",
"##ed",
"[",
"32",
"]",
",",
"permission",
"##ed",
"systems",
"that",
"are",
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"to",
"support",
"high",
"through",
"##put",
"may",
"not",
"warrant",
"such",
"an",
"assumption",
".",
"We",
"have",
"accounted",
"for",
"this",
"by",
"assuming",
"more",
"powerful",
"hardware",
"for",
"permission",
"##less",
"high",
"-",
"t",
"##ps",
"systems",
",",
"but",
"more",
"work",
"is",
"needed",
"to",
"better",
"understand",
"permission",
"##ed",
"block",
"##cha",
"##ins",
"'",
"energy",
"consumption",
"characteristics",
".",
"Moreover",
",",
"the",
"impact",
"of",
"different",
"work",
"##load",
"##s",
"on",
"energy",
"consumption",
"should",
"be",
"considered",
";",
"for",
"example",
",",
"simple",
"payment",
"transactions",
"may",
"have",
"lower",
"computational",
"requirements",
"when",
"compared",
"to",
"more",
"complex",
"smart",
"contract",
"in",
"##vocation",
"##s",
",",
"but",
"we",
"have",
"not",
"so",
"far",
"distinguished",
"between",
"transaction",
"types",
".",
"While",
"our",
"model",
"suggests",
"that",
"Po",
"##S",
"systems",
"can",
"remain",
"energy",
"-",
"efficient",
"while",
"s",
"##cal",
"##ing",
"up",
"to",
"Visa",
"##Net",
"through",
"##put",
"levels",
",",
"there",
"is",
"no",
"hard",
"evidence",
"in",
"support",
"of",
"this",
"argument",
",",
"as",
",",
"to",
"our",
"knowledge",
",",
"no",
"DL",
"##T",
"-",
"based",
"system",
"has",
"experienced",
"a",
"sustained",
"volume",
"of",
"this",
"magnitude",
"to",
"date",
"on",
"the",
"base",
"level",
".",
"On",
"the",
"other",
"hand",
",",
"we",
"ignored",
"the",
"possibility",
"of",
"achieving",
"effectively",
"higher",
"through",
"##put",
"than",
"the",
"specified",
"maximum",
"through",
"layer",
"2",
"(",
"L",
"##2",
")",
"solutions",
",",
"such",
"as",
"the",
"Lightning",
"network",
"or",
"via",
"optimistic",
"roll",
"##ups",
"and",
"zero",
"-",
"knowledge",
"(",
"z",
"##k",
")",
"-",
"roll",
"##ups",
"that"
] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,568 |
rgy consumption, as performed by Igumenov et al.
with different configurations of computational resources [14].
This approach has been used to derive consumption
characteristics for different usage scenarios. The 'BCTMark'
framework [15], for instance, allows for the deployment of an
entire experiment stack, including the DLT system under test.
Using load generators, a realistic network workload can be
created. The effects on the energy consumption of this setup
under varying loads can subsequently be mea | [
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"-",
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",",
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,569 |
rgy consumption, as performed by Igumenov et al.
with different configurations of computational resources [14].
This approach has been used to derive consumption
characteristics for different usage scenarios. The 'BCTMark'
framework [15], for instance, allows for the deployment of an
entire experiment stack, including the DLT system under test.
Using load generators, a realistic network workload can be
created. The effects on the energy consumption of this setup
under varying loads can subsequently be mea | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,570 |
sured via energy
sensors connected to the testbed. An experimental study
on the energy consumption of the permissioned, non-PoW
XRP ledger demonstrates that customising validator hardware
can yield reductions in energy demand [16]. Metrics reported
for common cryptocurrencies have been combined with testbed
experiments to model the energy consumption behaviours of
various consensus algorithms [17].
Mathematical models: An alternative method is to
quantify assumptions about the environment in which a DLT
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sured via energy
sensors connected to the testbed. An experimental study
on the energy consumption of the permissioned, non-PoW
XRP ledger demonstrates that customising validator hardware
can yield reductions in energy demand [16]. Metrics reported
for common cryptocurrencies have been combined with testbed
experiments to model the energy consumption behaviours of
various consensus algorithms [17].
Mathematical models: An alternative method is to
quantify assumptions about the environment in which a DLT
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system operates. Often, such models use a 'top-down' approach
that relies on publicly observable factors β such as the hash
rate in the case of Bitcoin β and associates them with common
mining hardware or even seeks to determine the hardware used
via surveys [12]. The papers of GallersdΓΆrfer et al. [18], KΓΌfeo-
glu and Γzkuran [19], and Zade et al. [20] are examples of this
hash rate-based approach. Sedlmeir et al. [8] undertake a basic
comparison of different DLT architectures with the conclusion
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system operates. Often, such models use a 'top-down' approach
that relies on publicly observable factors β such as the hash
rate in the case of Bitcoin β and associates them with common
mining hardware or even seeks to determine the hardware used
via surveys [12]. The papers of GallersdΓΆrfer et al. [18], KΓΌfeo-
glu and Γzkuran [19], and Zade et al. [20] are examples of this
hash rate-based approach. Sedlmeir et al. [8] undertake a basic
comparison of different DLT architectures with the conclusion
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e energy consumption differs significantly depending on
the design chosen. A further study by the same authors [21]
refines previous models for measuring the power consumption
2This was done using the query ("Blockchain" OR "DLT" OR
"Distributed Ledger") AND ("Energy Consumption" OR "Energy
Demand" OR "Electricity Demand" OR "Carbon Footprint")
year:[2008 TO *].
of Bitcoin, such as the one by Vranken [22], and emphasises that
the driving forces behind power consumption are the Bitcoin
price and the avai | [
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lability of cheap electricity. Eshani et al. [23]
use a linear regression model to predict Ethereum's energy con-
sumption based on the observed hash rate and difficulty level;
however, the use of simplistic interpolation techniques alone
is likely not an appropriate method for PoW blockchains [12].
Powell et al. [24] derive a mathematical model for the energy
consumption of the PoS-based Polkadot blockchain by extra-
polating from the power demand of a single validator machine.
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,576 |
is paper compares six DLT systems, both permissioned
and permissionless, with high market capitalisation that use PoS
as part of the consensus mechanism. To reiterate: PoS systems
are conceptualised in such a way that the eligibility to actively
participate in their consensus mechanism is proportional to the
amount of cryptocurrency a participant holds. This means that
the resource 'computing power', as used in PoW, is replaced by
the resource 'capital' [8]. While the systems compared use dif-
ferent PoS- | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,577 |
based consensus mechanisms that have different par-
ticipation requirements, such as a minimum balance or a com-
mitment to staking capital for a pre-defined period, they share
important commonalities. A commonality particularly relevant
to energy consumption is the need for dedicated servers, valid-
ator nodes, to validate sets of transactions and attach generation
proofs. This activity is essential, irrespective of whether transac-
tions are organised as chains of blocks [1], or as directed acyclic
grap | [
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hs [25]. It is this validation and proof generation aspect that
attracts stern criticism in the context of PoW since it is respons-
ible for its problematic energy consumption characteristics [1].
Platform Permissioned Permissionless
Ethereum 2.0 β’
Algorand β’
Cardano β’
Polkadot β’
Tezos β’
Hedera β’
Table I
Comparison of the analysed DLT systems in node permission setting.
The selection process for validation and proof generation in
PoS constitutes a pseudo-random procedure in which a higher
stake yields | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,579 |
a higher probability of being selected [26]. PoS can
be applied in both permissioned [27] and permissionless [28]
settings (see Table I). Participants in permissionless networks
can contribute validator nodes by following the respective
admission procedures, such as broadcasting a key registration
transaction in the case of Algorand [29]. The procedures often
involve staking cryptocurrency and emitting messages on the
ledger to indicate the willingness to act as validator [30].
In permissioned systems, su | [
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a higher probability of being selected [26]. PoS can
be applied in both permissioned [27] and permissionless [28]
settings (see Table I). Participants in permissionless networks
can contribute validator nodes by following the respective
admission procedures, such as broadcasting a key registration
transaction in the case of Algorand [29]. The procedures often
involve staking cryptocurrency and emitting messages on the
ledger to indicate the willingness to act as validator [30].
In permissioned systems, su | [
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] | The Energy Footprint of Blockchain Consensus Mechanisms Beyond Proof-of-Work | 1,581 |
ch as Hedera, participation in
the pseudo-random selection procedure is, however, limited
to participants previously determined via an off-ledger
process [31]. Once a node is recognised as a validator, it
1136
Authorized licensed use limited to: University College London. Downloaded on July 04,2023 at 16:25:58 UTC from IEEE Xplore. Restrictions apply.
may participate in validation and proof generation. Depending
on the particulars of the consensus mechanism, selection
may require additional protoco | [
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ch as Hedera, participation in
the pseudo-random selection procedure is, however, limited
to participants previously determined via an off-ledger
process [31]. Once a node is recognised as a validator, it
1136
Authorized licensed use limited to: University College London. Downloaded on July 04,2023 at 16:25:58 UTC from IEEE Xplore. Restrictions apply.
may participate in validation and proof generation. Depending
on the particulars of the consensus mechanism, selection
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<concept><concept_id>10002950.10003714.10003739</concept_id><concept_desc>Mathematics of computing~Nonlinear equations</concept_desc><concept_significance>500</concept_significance></concept>
Development of a Distributed Blockchain eVoting System
Ishaku Liti Awalu
Computer Science Department
Sangmyung University Seoul
South Korea
+82 102 8624557
[email protected]
Park Hung Kook
Computer Science Department
Sangmyung University Seoul
South Korea
+82 109 1541509
[email protected]
Joa Sa | [
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<concept><concept_id>10002950.10003714.10003739</concept_id><concept_desc>Mathematics of computing~Nonlinear equations</concept_desc><concept_significance>500</concept_significance></concept>
Development of a Distributed Blockchain eVoting System
Ishaku Liti Awalu
Computer Science Department
Sangmyung University Seoul
South Korea
+82 102 8624557
[email protected]
Park Hung Kook
Computer Science Department
Sangmyung University Seoul
South Korea
+82 109 1541509
[email protected]
Joa Sa | [
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"was"
] | Development of a Distributed Blockchain eVoting System | 1,587 |
n Lim
Computer Science Department
Sangmyung University Seoul
South Korea
+82 103 2342035
[email protected]
ABSTRACT
Over the years, elections at different levels are the subject of
many disputes, consolidation and reaffirmation of confidence in
different leaders. These elections range from either boardroom
elections, local elections to national elections. Correspondingly,
electioneering as an institutional process has transformed with
both technological advancements as well politica | [
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] | Development of a Distributed Blockchain eVoting System | 1,588 |
n Lim
Computer Science Department
Sangmyung University Seoul
South Korea
+82 103 2342035
[email protected]
ABSTRACT
Over the years, elections at different levels are the subject of
many disputes, consolidation and reaffirmation of confidence in
different leaders. These elections range from either boardroom
elections, local elections to national elections. Correspondingly,
electioneering as an institutional process has transformed with
both technological advancements as well politica | [
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l sophistication.
Blockchain as a nascent technology has ushered in a range of
opportunities in different sectors such as finance, real estate,
supply chain management, medical records, elections etc. In this
paper, we leveraged on some of the key characteristics of
Blockchain technology in form of immutability, auditability,
confidentiality, transparency, decentralization etc to develop a
Blockchain eVoting network system that can be utilized for
geographically dispersed elections. Key us | [
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"copies",
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"all",
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"owned",
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"AC",
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",",
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",",
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] | Development of a Distributed Blockchain eVoting System | 1,590 |
ers of the system or
actors were isolated and their interactions with the system
identified using Use Case Methodology. The system actors are the
voters, miners that consists of Universities and public libraries,
central authority, candidates and the voters. The different stages
of an election process such as pre-election, registration of both
candidates and voters, voting/balloting, tallying and auditing were
equally enumerated. The interactions of the actors with the system
were equally | [
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"all"
] | Development of a Distributed Blockchain eVoting System | 1,591 |
ers of the system or
actors were isolated and their interactions with the system
identified using Use Case Methodology. The system actors are the
voters, miners that consists of Universities and public libraries,
central authority, candidates and the voters. The different stages
of an election process such as pre-election, registration of both
candidates and voters, voting/balloting, tallying and auditing were
equally enumerated. The interactions of the actors with the system
were equally | [
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captured, analyzed and used to develop the
conceptual system. The proposed system is made up of a
multichain Blockchain network, an arbitration server, distributed
database, an interactive, multi-device graphic user interface GUI,
and an application server. To engender anonymity, a combination
of Digital Signature and Secure Hash Algorithm SHA was
proposed, also Proof of Work PoW was the proposed consensus
algorithm. The identified stages of the election were evaluated
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] | Development of a Distributed Blockchain eVoting System | 1,593 |
ents of an eVoting system. The proposed
system was found to satisfy the requirements of an eVoting
system such as transparency, privacy, scalability, receipt freeness,
security, integrity, accuracy, auditable etc.
CCS Concepts
β’ General and referenceβCross-computing tools and
techniquesβDesign
Keywords
Blockchain, eVoting, Multichain, Elections.
1. INTRODUCTION
Modes and methods of monitoring citizens' opinions and
decisions are often conveyed in form of elections or referendums
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] | Development of a Distributed Blockchain eVoting System | 1,594 |
ents of an eVoting system. The proposed
system was found to satisfy the requirements of an eVoting
system such as transparency, privacy, scalability, receipt freeness,
security, integrity, accuracy, auditable etc.
CCS Concepts
β’ General and referenceβCross-computing tools and
techniquesβDesign
Keywords
Blockchain, eVoting, Multichain, Elections.
1. INTRODUCTION
Modes and methods of monitoring citizens' opinions and
decisions are often conveyed in form of elections or referendums
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] | Development of a Distributed Blockchain eVoting System | 1,595 |
cted through democratically accepted voting processes.
Groups of individuals (which range from a small group up to
national sizes) employ voting as a method to indicate the group's
formal decision-making process either to select an individual into
a leadership position or to accept or reject a political position or
proposition. In other circumstances, it is used as a process of
reinforcing or affirming a leadership or proposition. The history of
contemporary formal elections can be traced as | [
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] | Development of a Distributed Blockchain eVoting System | 1,596 |
cted through democratically accepted voting processes.
Groups of individuals (which range from a small group up to
national sizes) employ voting as a method to indicate the group's
formal decision-making process either to select an individual into
a leadership position or to accept or reject a political position or
proposition. In other circumstances, it is used as a process of
reinforcing or affirming a leadership or proposition. The history of
contemporary formal elections can be traced as | [
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far back as the
17th century [1]. Its emergence is mainly attributed to the
adoption of representative government systems in the western
countries and its corresponding evolution has witness significant
transformations in terms` 244 of the processes and methods,
legislations, technology etc. These transformations are often
geared towards engendering inclusiveness and acceptability by
stimulating trust in the public. This is often translated in form of
reform acts to increase certain socia | [
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far back as the
17th century [1]. Its emergence is mainly attributed to the
adoption of representative government systems in the western
countries and its corresponding evolution has witness significant
transformations in terms` 244 of the processes and methods,
legislations, technology etc. These transformations are often
geared towards engendering inclusiveness and acceptability by
stimulating trust in the public. This is often translated in form of
reform acts to increase certain socia | [
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] | Development of a Distributed Blockchain eVoting System | 1,599 |
Subsets and Splits