 At each time , the agent receives an observation formula_10, which typically includes the reward formula_11.It then chooses an action formula_12 from the set of available actions, which is subsequently sent to the environment.The environment moves to a new state formula_13 and the reward formula_14 associated with the "transition" formula_15 is determined.