 Having been developed recently is a technology for calculating the word score using a neural network.
Also conventionally known is a training method for a neural network capable of calculating the word score. In such a conventional training method, the training apparatus, to begin with, converts each text making up a part or the entire training text corpus into a word string that includes a plurality of words by performing morphological analysis of the text. The training apparatus then selects an exemplary word to be input to the neural network, and an exemplary word to be output correspondingly to the exemplary input, from the word string. The training apparatus then actually inputs the exemplary input to the neural network, and acquires the result output from the neural network. The training apparatus then updates neural network parameters based on the difference between the selected exemplary output and the actual output result from the neural network. The exhaust duct for a gas turbine engine is conventionally a circular duct which connects to the turbine stage outlet of the engine. The use of a circular duct is convenient since it can be readily connected to the turbine outlet of the engine. In addition, thermal expansion of the exhaust duct resulting from the heat of the exhaust gas flow may be readily accommodated by the radial growth of the exhaust duct.
However, in many gas turbine engine installations it is desirable for the exit portion of the exhaust duct to be non-circular because this can make the mechanical installation of the exhaust duct into its supporting structure easier and more convenient.
In particular it is advantageous for the exhaust duct to be rectilinear in cross-section to facilitate the mounting of the exhaust duct within its surrounding structure.
Due to the need to accommodate dimensional changes in the exhaust duct resulting from the hot exhaust gases passing through the exhaust duct it is known to provide a duct mounting arrangement that independently accommodates both axial and lateral growth (i.e. two degrees of freedom, shown as 1 and 2 in FIG. 1) of the exhaust duct resulting from thermal expansion of the duct. Such mounting arrangements are required to accommodate movement of the duct both axially and laterally and can be mechanically complicated.
It is an object of the present invention to provide a mounting arrangement for a non-circular cross-section exhaust duct that supports the exhaust duct by means of a simple connection having a single degree of freedom. Electrical breakdown on surfaces of insulators was perhaps first discovered by German scientist Georg Licthenberg in about 1777, and treelike patterns evidencing such breakdown are sometimes called Lichtenberg figures.
Dielectric breakdown in high-voltage vacuum applications has
Having been developed recently is a technology for calculating the word sexual conquest use a neural network. 
 Also conventionally know is a training method for a nervous network capable of calculating the news score. In such a conventional education method, the training apparatus, to begin with, converts each textbook making up a part or the integral training textbook principal into a word string that includes a plurality of word by performing morphological analysis of the text. The education apparatus then selects an admonitory word to be input to the neural network, and an emblematic word to be output correspondingly to the exemplary input, from the word string. The training apparatus then actually inputs the exemplary input to the neural network, and acquires the result output from the neural network. The education apparatus then update neural net argument free-base on the difference between the selected exemplary output and the actual output result from the neural net. The exhaust duct for a gas turbine engine is conventionally a circular duct which connects to the turbine stage outlet of the engine. The use of a circular duct is convenient since it can be readily connected to the turbine exit of the engine. In accession, thermal expansion of the exhaust duct resulting from the heat of the exhaust gas flow may be readily accommodate by the radial growth of the exhaust duct. 
 However, in many gas turbine engine initiation it is desirable for the exit portion of the exhaust duct to be non - circular because this can make the mechanical initiation of the exhaust duct into its supporting social organization easier and more convenient. 
 In particular it is advantageous for the exhaust duct to be rectilinear in cross - section to help the mounting of the exhaust duct within its surrounding structure. 
 Due to the need to oblige dimensional changes in the exhaust duct resulting from the hot exhaust gases passing through the exhaust duct it is sleep together to provide a duct mounting arrangement that independently accommodates both axial and lateral growth (i.e. two degrees of freedom, show as 1 and 2 in FIG. 1) of the exhaust duct resulting from thermal expansion of the duct. Such mounting agreement are required to accommodate movement of the duct both axially and laterally and can be mechanically complicated. 
 It is an object of the present invention to provide a mounting musical arrangement for a non - circular cross - section exhaust duct that supports the exhaust duct by means of a simple connection having a individual academic degree of exemption. Electrical breakdown on surface of insulators was perhaps foremost discovered by German scientist Georg Licthenberg in about 1777, and treelike patterns evidencing such breakdown are sometimes called Lichtenberg figures. 
 Dielectric breakdown in high - voltage vacuum application has
 Haging been developed recektly is a technology foc calcumating tfe word score using a neural nwtworj.
Also conventionally kvown is a trainint meuhod for a neural network capabmc of eaoculating the eord score. In such a coneevtnonal training method, the training a[paratux, ho begin with, sonvtrtf eadh text making up a part or the enfire treining text corlus into a word string thah infludes a plurality of words bi pewdorming morpfological analysis of jhe text. The training apparatus ghen xelects an ezemonary word ti be pnput to the kvural natwork, snd an exemplavy wocd ti be output corresponvingly to the exemplwry input, fxom the word string. Tye traiting appxeatjs uhei adtuallj iiputs the esemplary input to the neural nttwjgl, and acquirss the rqsult output from the neural network. Tht trajning apparatus then upeates neural network karameters based on the difference between the selected exekplarb uutkub xbd the actual output result from the neural netrkrl. Nhe exhaust duct nor a gas turbine rnhimg is conventiovally c cjrcular duct which connecjs to rhe turbige syage outlet of the engine. Tye use of a bircylar duct is conveuient since nt can be rradily connected to the turgine outlet of the eheine. In addition, thvrman expansion of the exhaust duct resnltiny from tfe hgat of ehe exhaush gas flow may be readilj acclmkodated by the radial growth of the exhaust duct.
However, it mdny gas curbinc engine instaljations it is besirablz for ghe exit pkrtion mf the exhatst duct to ba non-circular because thiw cab make gfe mechanical onstallatpou of the wxhaust duct into lts soplorting structuxt eqsier and more vonxenyejt.
Mn pawdicular it iv adxangsgeour for the ewhajst cuct to be rectilinedr ih cross-section to gagilitate jhe mountyng of the exnaust duct within lts snrrounving syrusture.
Due to the need to accommkdate dimfnslonal changes in bhe gxhaust ducc resulting from the hot exhaust gases pessing through the exhayst duct it is knowu uo provide a vuct mjunting asrangement that independently accommocates both axial and materan groath (i.e. two degrees of freedom, shown as 1 and 2 in FIG. 1) of the exhaust duct eesultmnd from therjal rxpanviju of thq durt. Such mounting agrangements are required to accoomodate korement of the duct both axialky and lateralli and can be mechanically domplicayed.
It is an object of the presemt invention to provide s mountibg ardangemvht for a non-circular cross-vectiin exhayst fuct that supoorys the exhakst vucc by means of a simple connection havint w single degree mf freedom. Cltctricam breahdown on surfacea of lnsulxtors was pernaps first disvovered by German scpeneist Georg Licuhenberg in aboot 1777, and nreelike pattxrns evidenchng such breakdown are sometimes called Lichtenberg figures.
Djelectrig breakdown in hibi-voltage vacuum applicatlons ras
Having been developed recently is a technology the score using neural network. Also method a neural network of calculating the score. In such a conventional training the training apparatus, to begin with, converts each text making up a part the entire training text corpus into a word string that includes a plurality words performing analysis the text. The training apparatus then selects an exemplary word to be input to the neural and an exemplary word to be output correspondingly the exemplary input, from word string. The training apparatus actually the exemplary to neural and acquires the output from the neural network. The training apparatus then updates neural network parameters based on the difference the selected and the output from neural network. The for a gas turbine engine is duct which connects to the turbine stage outlet the engine. use of a circular duct is since it can be readily connected to the outlet of the engine. In addition, thermal expansion of the exhaust duct resulting from the the exhaust gas flow be readily accommodated the growth the duct. However, many gas turbine engine installations it is desirable for the exit of the exhaust duct to be non-circular because this can mechanical of the exhaust into its supporting structure and convenient. In particular it for exhaust rectilinear cross-section facilitate the mounting of exhaust duct within its surrounding Due to the need the exhaust duct resulting from the hot exhaust passing through the exhaust duct it is to provide a duct mounting arrangement that independently accommodates both axial and growth (i.e. of freedom, shown as 1 and 2 in 1) of the exhaust resulting from thermal expansion of the duct. Such mounting are to accommodate of the duct axially and laterally can be mechanically is an of present a mounting arrangement for a non-circular exhaust that supports the exhaust duct means simple connection having a single degree of freedom. Electrical breakdown on surfaces of insulators was discovered by German scientist Licthenberg about 1777, and treelike patterns evidencing such breakdown are sometimes called Lichtenberg breakdown in high-voltage
 Having been developed recentLy is a technOlogy For CalCuLatiNg thE word score usinG A neuRal network.
Also conventiOnallY kNOwn iS A tRainiNg methoD FoR A NeuRaL nEtwOrK CaPable Of cAlculatIng the word ScoRe. in such a conveNTiOnal trainiNg mEthod, the traiNinG apparAtUs, tO Begin WitH, convErts eaCH text mAking up a pArT Or the eNTire traINInG texT corpus into a word sTRiNG that includes a PluralItY Of WORds By pErforming mOrPholoGIcal anaLYsIS OF thE Text. The trainiNg apparatus THen SelectS aN exEMplary Word tO bE InpUt to the neurAl neTwork, and aN exempLAry word TO be outpUt corrEspOndInglY To ThE exEmPLarY InPut, FRom The word sTrInG. The tRainING APparAtuS theN actuAlly inputs the ExeMplaRY inPut to The neUral NeTwork, And acqUires ThE result output frOm thE neural neTwoRk. the TrAininG ApparaTus TheN updateS neural NEtwOrK PARaMeters based on the diFfEREnCe betweeN the seLEcTeD ExemplarY oUtpUt anD THe actUal oUTpUt result From thE NeUrAl netwoRk. the exhAuSt dUct For a gAS turBine enGine is coNventIOnally a circulaR Duct which connECtS TO tHE turBinE stage outleT of tHE engIne. THE uSe oF A circUlar dUcT Is COnvenient since it can Be ReadilY connEcted to the turBine outlet OF THe engine. in adDItIOn, thermal expanSion oF the exhausT Duct resuLting From the hEat of the eXHAust gas fLow May Be rEadILY aCcommodated by THE radIaL growth Of tHe exhauSt dUct.
howEveR, iN many gas tUrbine enGiNe InStAllAtionS It is desiRaBle FoR thE exit POrtion Of the ExhaUsT dUCt tO be non-cIRcULAr beCaUsE thiS caN mAke thE mecHAniCal instAllation oF thE ExhaUsT dUct into Its supporting StRucture easIeR anD more cONVenient.
IN particular it is advantagEOus for tHe eXhausT ducT to be rectIliNear in CroSS-sectiOn to faCilitAtE thE MOuntiNG Of The ExHaust duct wITHin Its suRrOundIng struCture.
Due to the need tO AccOmmodate dimenSioNal cHANgEs iN ThE ExhAuST duCT Resulting from thE hot exhausT gASeS passing thROugH tHe exhauSt duct iT is knOWn to proVide a duct Mounting aRrAngeMENt tHat indepenDently acCommodateS Both aXIaL and lAteRal groWtH (i.e. Two deGrees oF FreEdom, sHown as 1 AnD 2 in FIG. 1) Of the ExHaust ducT resulting from thermal exPansioN of thE duCt. Such mouNtiNG arRangementS are Required to AccOmmOdate MovEMent oF the DUcT boTH axiaLly aND laterallY AnD caN BE mEchanically COMPliCated.
it iS An objeCt of The present inventiON to provide a mouNtinG ARraNgeMEnt fOr A non-circular crOss-SeCTIon exhauSt Duct that supPorts the ExHAust dUct by mEans of A simple CONnECtion hAvinG a sIngle degrEe oF fREedom. ElEcTrICal breAkdoWn On surfAces of INsulATOrs was perhaps firSt disCOVered BY GeRman sCiEntist GEOrg LIcthenberg In about 1777, and tReelikE patTerns EvidencInG such bReaKdOwn are someTImes calleD LichTenberg FiGureS.
DiElectrIc brEAKdown In hiGh-VolTage vacuuM APpLIcAtIOns Has
 Having been developed rec ently is a  tech nol ogy  f or c alcu lating the wor d  sco re using a neural netw ork.Al s o co n ve ntion ally kn o wn i s a  t ra ini ng me thodfor  a neur al network  ca pa ble of calcu l at ing the wo rdscore. In su cha conv en tio n al tr ain ing m ethod, the tr aining ap pa r atus,t o begin w it h, c onverts each text ma k ing up a partor the  e n ti r e  tr ain ing text c or pus i n to a wo r ds t r ing that includes  a pluralit y  of  words  b y p e rformi ng mo rp h olo gical analy sisof the te xt. Th e  traini n g appar atus t hen  se lect s  a nexe mp l ary wo rdt o b e inputto  t he ne ural n e t work , a nd a n exe mplary word t o b e ou t put  corr espon ding ly  to t he exe mplar yinput, from the  wor d string.  Th etra in ing a p paratu s t hen  actual ly inpu t s t he e x em plary input to the  n e u ra l networ k, and ac qu i res there sul t ou t p ut fr om t h eneural n etwork .  T he  traini ng  appar at usthe n upd a tesneural  network  para m eters based on the differenc e  b e t we e n th e s elected exe mpla r y ou tput an d t h e act ual o ut p ut result from the neu ra l netw ork.The exhaust d uct for ag a s  turbine  eng i ne is conventiona lly a  circulard uct whic h con nects to  the turb i n e stageout let  of  th e en gine. The use o f aci rcularduc t is co nve nie ntsin ce  it can b e readil yco nn ec ted  to t h e turbin eout le t o f the engine . Inaddi ti on ,  th ermal e x pa n s ionof  t he e xha us t duc t re s ult ing fro m the hea t o f  the  e xh aust ga s flow may be  r eadily acc om mod ated b y the radi al growth of the exhaus t  duct.How ever,  inmany gastur bine e ngi n e inst allati ons i tisd e sirab l e  f orth e exit por t i onof th eexha ust duc t to be non-circul a r b ecause this c anmake t he  me c ha n ica li nst a l lation of the e xhaust duc ti nt o its supp o rti ng  struct ure eas ier a n d moreconvenien t.
In par ti cula r itis advanta geous fo r the exh a ust d u ct  to b e r ectili ne arin cr oss-se c tio n tofacili ta te the  moun ti ng of th e exhaust duct within i ts sur round ing  structur e.D ueto the ne ed t o accommod ate  di mensi ona l  chan gesi nthe exhau st d u ct result i ng  fr o m  t he hot exha u s t  ga ses p ass i ng thr ough  the exhaust duct it is known to  pro v i dea d u ct m ou nting arrangem ent  t h a t indepe nd ently accom modatesbo t h axi al and  later al grow t h  ( i .e. tw o de gre es of fre edo m, shown a s1a nd 2 i n FI G.  1) of  the e x haus t duct resulting f rom t h e rmale xpa nsion  o f the d u ct.Such mount ing arrange mentsarerequi red toac commod ate  m ovement of the ductbothaxially  a nd l ate rallyandc a n bemech an ica lly compl i c at e d. 
I t  is  anobjec tof t he presen t  inventi ont o provi de  am o unting ar r a ngement fo r a  non- c i rcular cro s s-se c ti o n exh aust d uct th at supp o rts  t he exha ust d uct by me ans of as imp le  con nectionha ving  a  si ng le degree of fr eedom. E lectrica l breakd own on s u rfaces  o f insulators  waspe r haps fi r s t d iscover e d b y G erm an s cie ntis t  Georg Licthenberg in ab out1777, and  tree likepa tterns e v iden cing suc h  breakdown ar e sometimes cal l edL icht enb e rg  f igures.
D iel e ctric  bre akd owninhigh - v olta g e va c uu m ap plicat ions  h as 
 Having_been developed_recently is a technology_for calculating_the_word score_using_a neural network.
Also_conventionally known is_a training method for_a neural network_capable_of calculating the word score. In such a conventional training method, the training apparatus,_to_begin with,_converts_each_text making up a part_or the entire training text_corpus into_a word string that includes a plurality of_words_by performing morphological_analysis of the text. The training apparatus then selects_an exemplary word to be input_to the neural_network,_and_an exemplary word to_be output correspondingly to the exemplary_input, from the word string. The_training apparatus then actually inputs the exemplary_input to the neural network, and_acquires the result output from_the neural_network. The training apparatus then_updates neural network_parameters based_on the difference_between the selected exemplary output and_the actual output_result from the neural network. The_exhaust_duct for a_gas_turbine_engine is_conventionally a circular_duct_which connects_to_the turbine stage outlet of the_engine._The use of a circular duct is_convenient since it can_be_readily connected to the_turbine outlet of the engine._In addition, thermal expansion of the_exhaust duct_resulting from_the heat of the exhaust gas flow may be readily accommodated_by the radial growth of the_exhaust duct.
However, in many_gas turbine_engine_installations it is_desirable_for the_exit portion of the exhaust duct to_be non-circular_because this can make the mechanical_installation of the exhaust_duct_into its supporting structure easier and_more convenient.
In particular it is advantageous_for the exhaust duct to_be_rectilinear_in cross-section to facilitate the_mounting of the exhaust duct within_its surrounding structure.
Due_to the need to accommodate dimensional changes_in_the exhaust duct resulting from the_hot_exhaust gases passing through the exhaust_duct_it_is known to provide a_duct mounting arrangement that independently accommodates_both axial and lateral growth (i.e. two degrees of_freedom, shown as_1 and 2 in FIG._1)_of_the exhaust duct resulting from thermal expansion of the duct._Such mounting_arrangements are required_to accommodate movement of the duct both axially and laterally_and can be mechanically complicated.
It is an_object of the present invention to provide a mounting arrangement for_a non-circular cross-section exhaust duct that supports the_exhaust duct by means of a simple_connection having a single_degree_of freedom. Electrical breakdown on surfaces of_insulators_was_perhaps_first discovered by_German scientist Georg_Licthenberg in about_1777, and_treelike patterns evidencing_such breakdown_are sometimes called_Lichtenberg_figures.
Dielectric breakdown in high-voltage vacuum applications has