03203nam 2200505 450 991067244740332120230515153443.0981-19-8857-910.1007/978-981-19-8857-8(MiAaPQ)EBC7202803(Au-PeEL)EBL7202803(CKB)26162091600041(DE-He213)978-981-19-8857-8(PPN)268207879(EXLCZ)992616209160004120230515d2023 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierPredictive Learning Control for Unknown Nonaffine Nonlinear Systems Theory and Applications /Qiongxia Yu [and four others]1st ed. 2023.Singapore :Springer, Springer Nature Singapore Pte Ltd.,[2023]©20231 online resource (219 pages)Intelligent Control and Learning Systems Series ;Volume 8Print version: Yu, Qiongxia Predictive Learning Control for Unknown Nonaffine Nonlinear Systems Singapore : Springer,c2023 9789811988561 Includes bibliographical references.Chapter 1: Introduction -- Chapter 2 Predictive Learning Control for Unknown Systems -- Chapter 3 Constrained Predictive Learning Control -- Chapter 4 Predictive Learning Control for Systems with Varying Trial Lengths -- Chapter 5 Predictive Learning Control for Systems with Unknown Time Delay -- Chapter 6 Predictive Learning Control for Systems with Full Available States -- Chapter 7 Predictive Learning Control for Systems with Unavailable States -- Chapter 8 High-Speed Train Automatic Operation Systems -- Chapter 9 Fundamental Two-Region Urban Road Networks -- Chapter 10 Complex Large-Scale Multi-Region Urban Traffic Systems -- Chapter 11 Conclusions.This book investigates both theory and various applications of predictive learning control (PLC) which is an advanced technology for complex nonlinear systems. To avoid the difficult modeling problem for complex nonlinear systems, this book begins with the design and theoretical analysis of PLC method without using mechanism model information of the system, and then a series of PLC methods is designed that can cope with system constraints, varying trial lengths, unknown time delay, and available and unavailable system states sequentially. Applications of the PLC on both railway and urban road transportation systems are also studied. The book is intended for researchers, engineers, and graduate students who are interested in predictive control, learning control, intelligent transportation systems and related fields.Intelligent data centric systems ;Volume 8.Nonlinear systemsPredictive controlNonlinear systems.Predictive control.003.75Yu Qiongxia1335397MiAaPQMiAaPQMiAaPQBOOK9910672447403321Predictive Learning Control for Unknown Nonaffine Nonlinear Systems3374628UNINA