03879nam 22007455 450 991029970120332120220915162907.03-319-16000-110.1007/978-3-319-16000-9(CKB)3710000000360336(EBL)1998048(OCoLC)904131861(SSID)ssj0001452113(PQKBManifestationID)11889959(PQKBTitleCode)TC0001452113(PQKBWorkID)11498454(PQKB)10813875(DE-He213)978-3-319-16000-9(MiAaPQ)EBC1998048(PPN)184499143(EXLCZ)99371000000036033620150225d2015 u| 0engur|n|---|||||txtccrProbability Collectives[electronic resource] A Distributed Multi-agent System Approach for Optimization /by Anand Jayant Kulkarni, Kang Tai, Ajith Abraham1st ed. 2015.Cham :Springer International Publishing :Imprint: Springer,2015.1 online resource (162 p.)Intelligent Systems Reference Library,1868-4394 ;86Description based upon print version of record.3-319-15999-2 Includes bibliographical references at the end of each chapters.Introduction to Optimization -- Probability Collectives: A Distributed Optimization Approach -- Constrained Probability Collectives: A Heuristic Approach -- Constrained Probability Collectives with a Penalty Function Approach -- Constrained Probability Collectives With Feasibility-Based Rule I -- Probability Collectives for Discrete and Mixed Variable Problems -- Probability Collectives with Feasibility-Based Rule II.This book provides an emerging computational intelligence tool in the framework of collective intelligence for modeling and controlling distributed multi-agent systems referred to as Probability Collectives. In the modified Probability Collectives methodology a number of constraint handling techniques are incorporated, which also reduces the computational complexity and improved the convergence and efficiency. Numerous examples and real world problems are used for illustration, which may also allow the reader to gain further insight into the associated concepts.Intelligent Systems Reference Library,1868-4394 ;86Computational intelligenceArtificial intelligenceStatistical physicsDynamical systemsComputational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Complex Systemshttps://scigraph.springernature.com/ontologies/product-market-codes/P33000Statistical Physics and Dynamical Systemshttps://scigraph.springernature.com/ontologies/product-market-codes/P19090Computational intelligence.Artificial intelligence.Statistical physics.Dynamical systems.Computational Intelligence.Artificial Intelligence.Complex Systems.Statistical Physics and Dynamical Systems.006.3Kulkarni Anand Jayantauthttp://id.loc.gov/vocabulary/relators/aut720592Tai Kangauthttp://id.loc.gov/vocabulary/relators/autAbraham Ajith1968-authttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910299701203321Probability Collectives2507771UNINA