Title Handbook of learning and approximate dynamic programming / [edited by] Jennie Si [and others]

Published Hoboken, NJ : IEEE Press : Wiley-Interscience, ©2004

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Description 1 online resource (xxi, 644 pages) : illustrations Series IEEE press series on computational intelligence ; 2 IEEE series on computational intelligence ; 2. Contents Front Matter -- Foreword / Shankar Sastry -- ADP: Goals, Opportunities and Principles / Paul Werbos -- Overview. Reinforcement Learning and Its Relationship to Supervised Learning / Andrew G Barto, Thomas G Dietterich -- Model-Based Adaptive Critic Designs / Silvia Ferrari, Robert F Stengel -- Guidance in the Use of Adaptive Critics for Control / George G Lendaris, James C Neidhoefer -- Direct Neural Dynamic Programming / Jennie Si, Lei Yang, Derong Liu -- The Linear Programming Approach to Approximate Dynamic Programming / Daniela Pucci de Farias -- Reinforcement Learning in Large, High-Dimensional State Spaces / Greg Grudic, Lyle Ungar -- Hierarchical Decision Making / Malcolm Ryan -- Technical Advances. Improved Temporal Difference Methods with Linear Function Approximation / Dimitri P Bertsekas, Vivek S Borkar, Angelia Nedich -- Approximate Dynamic Programming for High-Dimensional Resource Allocation Problems / Warren B Powell, Benjamin Van Roy -- Hierarchical Approaches to Concurrency, Multiagency, and Partial Observability / Sridhar Mahadevan, Mohammad Ghavamzadeh, Khashayar Rohanimanesh, Georgias Theocharous -- Learning and Optimization -- From a System Theoretic Perspective / Xi-Ren Cao -- Robust Reinforcement Learning Using Integral-Quadratic Constraints / Charles W Anderson, Matt Kretchmar, Peter Young, Douglas Hittle -- Supervised Actor-Critic Reinforcement Learning / Michael T Rosenstein, Andrew G Barto -- BPTT and DAC -- A Common Framework for Comparison / Danil V Prokhorov -- Applications. Near-Optimal Control Via Reinforcement Learning and Hybridization / Augustine O Esogbue, Warren E Hearnes -- Multiobjective Control Problems by Reinforcement Learning / Dong-Oh Kang, Zeungnam Bien -- Adaptive Critic Based Neural Network for Control-Constrained Agile Missile / S N Balakrishnan, Dongchen Han -- Applications of Approximate Dynamic Programming in Power Systems Control / Ganesh K Venayagamoorthy, Donald C Wunsch, Ronald G Harley -- Robust Reinforcement Learning for Heating, Ventilation, and Air Conditioning Control of Buildings / Charles W Anderson, Douglas Hittle, Matt Kretchmar, Peter Young -- Helicopter Flight Control Using Direct Neural Dynamic Programming / Russell Enns, Jennie Si -- Toward Dynamic Stochastic Optimal Power Flow / James A Momoh -- Control, Optimization, Security, and Self-healing of Benchmark Power Systems / James A Momoh, Edwin Zivi -- Bibliography -- Index Summary . 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 Bibliography Includes bibliographical references and index Notes Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. http://purl.oclc.org/DLF/benchrepro0212 MiAaHDL English Print version record digitized 2010 HathiTrust Digital Library committed to preserve pda MiAaHDL Subject Dynamic programming. Automatic programming (Computer science) Machine learning. Control theory. Systems engineering. systems engineering. Automatic programming (Computer science) Control theory Dynamic programming Machine learning Systems engineering Lernendes System Optimale Kontrolle Dynamische programmering. Kunstmatige intelligentie. Ordinateurs -- Programmation. Programmation automatique. Programmation dynamique. Genre/Form Electronic books Form Electronic book Author Si, Jennie ISBN 9780470544785 0470544783

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