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Download e-book for iPad: Advances in Reinforcement Learning by Abdelhamid Mellouk

By Abdelhamid Mellouk

ISBN-10: 9533073691

ISBN-13: 9789533073699

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Extra info for Advances in Reinforcement Learning

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If CA could complete the task independently, we call it the independent computing agent (ICA). If CA couldn’t complete the task independently, and it must cooperate with others, we call it the cooperative computing agent (CCA). Cooperation Computing Team (CCT) is defined as CCT (id, Am, CAS, BDI, CKS, CCE), where id denotes the identifier of CCT; Am denotes the main control agent of CCT; CAS denotes the set of all cooperative computing agents which CCT includes; BDI is the description of its BDI; CKS is its knowledge set.

Especially, the CSCW contains a lot of computation-intensive tasks and they need to be processed in some high performance computes. On the other hand, Intranet is more and more extended and a great number of cheap personal computers are distributed everywhere, but the utilization rate of their resources is very low. The researches of papers (Markatos & Dramitions, 1996) (Acharya&Setia, 1998) point out that many resources are idle in most network environments at a certain time. Even it is the busiest time of a day, still one third of their workstations aren’t used completely.

T. m (9b) Xi [ k + 1] = Fi ( Xi [ k ],Ui [ k ], Zi [ k ]) Xi [0] = Xi 0 and also one second level problem expressed as: (10) A Reinforcement Learning Approach to Intelligent Goal Coordination of Two-Level Large-Scale Control Systems 41 Updating the coordination parameters β i [ k ] such that the interaction errors; Zi[k] – Hi (Xi[k] , … , Xm[k]) , become zero (Interaction Balance Principle). Remark. ) can be considered as a function of X[k] and U[k]. 1 Modeling the corresponding sub-systems with neural networks It should be noted that the dynamics of each sub-system and its interactions which are denoted by Fi and Hij , respectively, could also be replaced by neural network models.

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Advances in Reinforcement Learning by Abdelhamid Mellouk


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