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100 1 _aYu, Qiongxia.
_eauthor.
_0(orcid)0000-0003-3196-8826
_1https://orcid.org/0000-0003-3196-8826
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
245 1 0 _aPredictive Learning Control for Unknown Nonaffine Nonlinear Systems
_h[electronic resource] :
_bTheory and Applications /
_cby Qiongxia Yu, Ting Lei, Fengchen Tian, Zhongsheng Hou, Xuhui Bu.
250 _a1st ed. 2023.
264 1 _aSingapore :
_bSpringer Nature Singapore :
_bImprint: Springer,
_c2023.
300 _aIX, 206 p. 77 illus., 75 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
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490 1 _aIntelligent Control and Learning Systems,
_x2662-5466 ;
_v8
500 _aAcceso multiusuario
505 0 _aChapter 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.
520 _aThis 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.
541 _fUABC ;
_cPerpetuidad
650 0 _aControl engineering.
650 0 _aMachine learning.
650 0 _aComputational intelligence.
650 0 _aMathematics
_xData processing.
650 0 _aEngineering mathematics.
650 0 _aEngineering
_xData processing.
650 1 4 _aControl and Systems Theory.
650 2 4 _aMachine Learning.
650 2 4 _aComputational Intelligence.
650 2 4 _aComputational Science and Engineering.
650 2 4 _aMathematical and Computational Engineering Applications.
700 1 _aLei, Ting.
_eauthor.
_0(orcid)0000-0002-6027-3532
_1https://orcid.org/0000-0002-6027-3532
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aTian, Fengchen.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aHou, Zhongsheng.
_eauthor.
_0(orcid)0000-0001-5278-3420
_1https://orcid.org/0000-0001-5278-3420
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aBu, Xuhui.
_eauthor.
_0(orcid)0000-0001-5752-1091
_1https://orcid.org/0000-0001-5752-1091
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
_z9789811988585
776 0 8 _iPrinted edition:
_z9789811988592
830 0 _aIntelligent Control and Learning Systems,
_x2662-5466 ;
_v8
856 4 0 _zLibro electrónico
_uhttp://libcon.rec.uabc.mx:2048/login?url=https://doi.org/10.1007/978-981-19-8857-8
912 _aZDB-2-INR
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