04429nam 2200721 450 991082999410332120240219141508.010.1109/9780470544785(CKB)3280000000033540(SSID)ssj0000403147(PQKBManifestationID)12190227(PQKBTitleCode)TC0000403147(PQKBWorkID)10431497(PQKB)10540472(CaBNVSL)mat05273582(IDAMS)0b000064810d1139(IEEE)5273582(OCoLC)798698949(EXLCZ)99328000000003354020151221d2004 uy engur|n|||||||||txtccrHandbook of learning and approximate dynamic programming /[edited by] Jennie Si ... [et al.]Hoboken, New Jersey :IEEE Press,c2004.[Piscataqay, New Jersey] :IEEE Xplore,[2004]1 PDF (xxi, 644 pages) illustrationsIEEE press series on computational intelligence ;2Bibliographic Level Mode of Issuance: MonographPrint version: 9780471660545 Includes bibliographical references and index.Foreword. -- 1. ADP: goals, opportunities and principles. -- Part I: Overview. -- 2. Reinforcement learning and its relationship to supervised learning. -- 3. Model-based adaptive critic designs. -- 4. Guidance in the use of adaptive critics for control. -- 5. Direct neural dynamic programming. -- 6. The linear programming approach to approximate dynamic programming. -- 7. Reinforcement learning in large, high-dimensional state spaces. -- 8. Hierarchical decision making. -- Part II: Technical advances. -- 9. Improved temporal difference methods with linear function approximation. -- 10. Approximate dynamic programming for high-dimensional resource allocation problems. -- 11. Hierarchical approaches to concurrency, multiagency, and partial observability. -- 12. Learning and optimization - from a system theoretic perspective. -- 13. Robust reinforcement learning using integral-quadratic constraints. -- 14. Supervised actor-critic reinforcement learning. -- 15. BPTT and DAC - a common framework for comparison. -- Part III: Applications. -- 16. Near-optimal control via reinforcement learning. -- 17. Multiobjective control problems by reinforcement learning. -- 18. Adaptive critic based neural network for control-constrained agile missile. -- 19. Applications of approximate dynamic programming in power systems control. -- 20. Robust reinforcement learning for heating, ventilation, and air conditioning control of buildings. -- 21. Helicopter flight control using direct neural dynamic programming. -- 22. Toward dynamic stochastic optimal power flow. -- 23. Control, optimization, security, and self-healing of benchmark power systems. . A complete resource to Approximate Dynamic Programming (ADP), including on-line simulation code. Provides a tutorial that readers can use to start implementing the learning algorithms provided in the book. Includes ideas, directions, and recent results on current research issues and addresses applications where ADP has been successfully implemented. The contributors are leading researchers in the field.IEEE press series on computational intelligence ;2Dynamic programmingAutomatic programming (Computer science)Machine learningControl theorySystems engineeringEngineering & Applied SciencesHILCCCivil & Environmental EngineeringHILCCComputer ScienceHILCCOperations ResearchHILCCDynamic programmingAutomatic programming (Computer science)Machine learningControl theorySystems engineeringEngineering & Applied SciencesCivil & Environmental EngineeringComputer ScienceOperations Research519.7/03Si Jennie845885CaBNVSLCaBNVSLCaBNVSLBOOK9910829994103321Handbook of learning and approximate dynamic programming1888761UNINA04212nam 22008775 450 991043788330332120251230064248.0978129933586812993358619783642354403364235440810.1007/978-3-642-35440-3(CKB)2670000000337193(EBL)1106292(OCoLC)828794265(SSID)ssj0000879549(PQKBManifestationID)11554359(PQKBTitleCode)TC0000879549(PQKBWorkID)10853386(PQKB)10565203(DE-He213)978-3-642-35440-3(MiAaPQ)EBC1106292(PPN)168328666(MiAaPQ)EBC4072099(EXLCZ)99267000000033719320130217d2013 u| 0engur|n|---|||||txtccrProceedings of the 2nd International Conference on Green Communications and Networks 2012 (GCN 2012): Volume 4 /edited by Yuhang Yang, Maode Ma1st ed. 2013.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2013.1 online resource (742 p.)Lecture Notes in Electrical Engineering,1876-1119 ;226Description based upon print version of record.9783642443787 3642443788 9783642354397 3642354394 Includes bibliographical references and index.Intelligent Control -- Efficient Management -- Optimal Design of Access Network Infrastructures -- Home Networks -- Terminal Equipment.The objective of the 2nd International Conference on Green Communications and Networks 2012 (GCN 2012) is to facilitate an exchange of information on best practices for the latest research advances in the area of communications, networks and intelligence applications. These mainly involve computer science and engineering, informatics, communications and control, electrical engineering, information computing, and business intelligence and management. Proceedings of the 2nd International Conference on Green Communications and Networks 2012 (GCN 2012) will focus on green information technology and applications, which will provide in-depth insights for engineers and scientists in academia, industry, and government. The book addresses the most innovative research developments including technical challenges, social and economic issues, and presents and discusses the authors’ ideas, experiences, findings, and current projects on all aspects of advanced green information technology and applications. Yuhang Yang is a professor at the Department of Electronic Engineering, Shanghai Jiao Tong University. Maode Ma is an associate professor at the School of Electrical & Electronic Engineering, Nanyang Technological University.Lecture Notes in Electrical Engineering,1876-1119 ;226TelecommunicationRenewable energy sourcesEnvironmental engineeringBiotechnologyBioremediationComputer networksCommunications Engineering, NetworksRenewable EnergyEnvironmental Engineering/BiotechnologyComputer Communication NetworksTelecommunication.Renewable energy sources.Environmental engineering.Biotechnology.Bioremediation.Computer networks.Communications Engineering, Networks.Renewable Energy.Environmental Engineering/Biotechnology.Computer Communication Networks.621.382621.3845Yang Yuhang1659848Ma Maode1641458MiAaPQMiAaPQMiAaPQBOOK9910437883303321Proceedings of the 2nd International Conference on Green Communications and Networks 2012 (GCN 2012)4186468UNINA