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Volumn , Issue , 2015, Pages 243-264

Advances and Challenges on Intelligent Learning in Control Systems

Author keywords

Artificial intelligence; Bio inspired evolutionary learning control (ELC); Case based reasoning (CBR); Evolutionary algorithms (EAs); Fuzzy neural network (FNN); Intelligent learning control; Lyapunov stability theory; Mobile robots; Q Learning algorithm; Reinforcement learning

Indexed keywords

ARTIFICIAL INTELLIGENCE; CASE BASED REASONING; CONTROL THEORY; DECISION MAKING; EVOLUTIONARY ALGORITHMS; FUZZY INFERENCE; FUZZY LOGIC; FUZZY NEURAL NETWORKS; INTELLIGENT ROBOTS; MOBILE ROBOTS; REINFORCEMENT LEARNING; ROBOT APPLICATIONS;

EID: 85016519587     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9781119036821.ch6     Document Type: Chapter
Times cited : (6)

References (52)
  • 1
    • 69549083130 scopus 로고    scopus 로고
    • Efficient behavior learning based on state value estimation of self and others
    • Y. Takahashi, K. Noma, and M. Asada. Efficient behavior learning based on state value estimation of self and others. Advanced Robotics, 22(12): 1379-1395, 2008.
    • (2008) Advanced Robotics , vol.22 , Issue.12 , pp. 1379-1395
    • Takahashi, Y.1    Noma, K.2    Asada, M.3
  • 2
    • 0343486134 scopus 로고    scopus 로고
    • A general method for multi-agent learning and incremental self-improvement in unrestricted environment
    • Singapore: Scientific Publishing
    • J. Schmidhuber. A general method for multi-agent learning and incremental self-improvement in unrestricted environment. In: Evolution Computation: Theory and Application. Singapore: Scientific Publishing, 1996.
    • (1996) Evolution Computation: Theory and Application
    • Schmidhuber, J.1
  • 5
    • 0032187591 scopus 로고    scopus 로고
    • Smoothing trajectory tracking of three-link robot: a self-organizing CMAC approach
    • K. S. Hwang and J. S. Lin. Smoothing trajectory tracking of three-link robot: a self-organizing CMAC approach. IEEE Transactions on System, Man, and Cybernetics, 28(5): 680-692, 1998.
    • (1998) IEEE Transactions on System, Man, and Cybernetics , vol.28 , Issue.5 , pp. 680-692
    • Hwang, K.S.1    Lin, J.S.2
  • 7
    • 85016515680 scopus 로고    scopus 로고
    • accessed 7th January, 2015
    • http://www.fira.com (accessed 7th January, 2015)
  • 11
    • 0035247085 scopus 로고    scopus 로고
    • Design of optimal disturbance rejection PID controllers using genetic algorithms
    • R. A. Krohling and J. P. Rey. Design of optimal disturbance rejection PID controllers using genetic algorithms. IEEE Trans. Evolutionary Computation, 5(1): 78-82, 2001.
    • (2001) IEEE Trans. Evolutionary Computation , vol.5 , Issue.1 , pp. 78-82
    • Krohling, R.A.1    Rey, J.P.2
  • 12
    • 2942539776 scopus 로고    scopus 로고
    • A particle swarm optimization approach for optimum design of PID controller in AVR system
    • Z. L. Gaing. A particle swarm optimization approach for optimum design of PID controller in AVR system. IEEE Transactions on Energy Conversion, 19(2): 384-391, 2004.
    • (2004) IEEE Transactions on Energy Conversion , vol.19 , Issue.2 , pp. 384-391
    • Gaing, Z.L.1
  • 13
    • 69349086555 scopus 로고    scopus 로고
    • Sliding-mode control with soft computing: a survey
    • X. Yu and O. Kaynak. Sliding-mode control with soft computing: a survey. IEEE Transactions on Industrial Electronics, 56(9): 3275-3285, 2009.
    • (2009) IEEE Transactions on Industrial Electronics , vol.56 , Issue.9 , pp. 3275-3285
    • Yu, X.1    Kaynak, O.2
  • 14
    • 27844449570 scopus 로고    scopus 로고
    • Designing structure-specified mixed H2/H∞ optimal controllers using an intelligent genetic algorithm IGA
    • S. J. Ho, S. Y. Ho, M. H. Hung, L. S. Shu, and H. L. Huang. Designing structure-specified mixed H2/H∞ optimal controllers using an intelligent genetic algorithm IGA. IEEE Transactions on Control Systems Technology, 13(6): 1119-1124, 2005.
    • (2005) IEEE Transactions on Control Systems Technology , vol.13 , Issue.6 , pp. 1119-1124
    • Ho, S.J.1    Ho, S.Y.2    Hung, M.H.3    Shu, L.S.4    Huang, H.L.5
  • 15
    • 34548233293 scopus 로고    scopus 로고
    • Quick design of fuzzy controllers with good interpretability in mobile robotics
    • M. Mucientes and J. Casillas. Quick design of fuzzy controllers with good interpretability in mobile robotics. IEEE Transactions on Fuzzy Systems, 15(4): 636-651, 2007.
    • (2007) IEEE Transactions on Fuzzy Systems , vol.15 , Issue.4 , pp. 636-651
    • Mucientes, M.1    Casillas, J.2
  • 17
    • 76849086927 scopus 로고    scopus 로고
    • Designing fuzzy rule-based systems using continuous ant colony optimization
    • February
    • C. F. Juang and P. H. Chang. Designing fuzzy rule-based systems using continuous ant colony optimization. IEEE Transactions on Fuzzy Systems, 18(1): 138-149, February, 2010.
    • (2010) IEEE Transactions on Fuzzy Systems , vol.18 , Issue.1 , pp. 138-149
    • Juang, C.F.1    Chang, P.H.2
  • 18
    • 70349611066 scopus 로고    scopus 로고
    • Reinforcement ant optimized fuzzy controller for mobile-robot wall-following control
    • October
    • C. F. Juang and C. H. Hsu. Reinforcement ant optimized fuzzy controller for mobile-robot wall-following control. IEEE Transactions on Industrial Electronics, 56(10): 3931-3940, October, 2009.
    • (2009) IEEE Transactions on Industrial Electronics , vol.56 , Issue.10 , pp. 3931-3940
    • Juang, C.F.1    Hsu, C.H.2
  • 19
    • 79953667359 scopus 로고    scopus 로고
    • Evolutionary group-based particle swarm-optimized fuzzy controller with application to mobile robot navigation in unknown environments
    • April
    • C. F. Juang and Y. C. Chang. Evolutionary group-based particle swarm-optimized fuzzy controller with application to mobile robot navigation in unknown environments. IEEE Transactions on Fuzzy Systems, 19(2): 379-392, April, 2011.
    • (2011) IEEE Transactions on Fuzzy Systems , vol.19 , Issue.2 , pp. 379-392
    • Juang, C.F.1    Chang, Y.C.2
  • 20
    • 3442892674 scopus 로고    scopus 로고
    • Generating high-speed dynamic running gaits in a quadruped robot using an evolutionary search
    • D. P. Krasny and D. E. Orin. Generating high-speed dynamic running gaits in a quadruped robot using an evolutionary search. IEEE Transactions on System, Man, and Cybernetics B: Cybernetics, 34(4): 1685-1696, 2004.
    • (2004) IEEE Transactions on System, Man, and Cybernetics B: Cybernetics , vol.34 , Issue.4 , pp. 1685-1696
    • Krasny, D.P.1    Orin, D.E.2
  • 21
    • 0037206586 scopus 로고    scopus 로고
    • Optimal path and gait generations simultaneously of a six-legged robot using GA-fuzzy approach
    • D. K. Pratihar, K. Deb, and A. Ghosh. Optimal path and gait generations simultaneously of a six-legged robot using GA-fuzzy approach. Robotics and Autonomous Systems, 41: 1-20, 2002.
    • (2002) Robotics and Autonomous Systems , vol.41 , pp. 1-20
    • Pratihar, D.K.1    Deb, K.2    Ghosh, A.3
  • 22
    • 79959310502 scopus 로고    scopus 로고
    • Evolving gaits of a hexapod robot by recurrent neural networks with symbiotic species-based particle swarm optimization
    • C. F. Juang, Y. C. Chang, and C. M. Hsiao. Evolving gaits of a hexapod robot by recurrent neural networks with symbiotic species-based particle swarm optimization. IEEE Transactions on Industrial Electronics, 58(7): 3110-3119, 2011.
    • (2011) IEEE Transactions on Industrial Electronics , vol.58 , Issue.7 , pp. 3110-3119
    • Juang, C.F.1    Chang, Y.C.2    Hsiao, C.M.3
  • 23
    • 0036858905 scopus 로고    scopus 로고
    • Adaptive output feedback control of uncertain nonlinear systems using single-hidden-layer neural networks
    • N. Hovakimyan, F. Nardi, A. Calise, and N. Kim. Adaptive output feedback control of uncertain nonlinear systems using single-hidden-layer neural networks. IEEE Transactions on Neural Networks, 13(6): 1420-1431, 2002.
    • (2002) IEEE Transactions on Neural Networks , vol.13 , Issue.6 , pp. 1420-1431
    • Hovakimyan, N.1    Nardi, F.2    Calise, A.3    Kim, N.4
  • 24
    • 2142763030 scopus 로고    scopus 로고
    • Adaptive backstepping control for a class of nonlinear systems using neural network approximations
    • K. K. Tan, S. N. Huang, and T. H. Lee. Adaptive backstepping control for a class of nonlinear systems using neural network approximations. International Journal of Robust and Nonlinear Control, 14, 643-664, 2004.
    • (2004) International Journal of Robust and Nonlinear Control , vol.14 , pp. 643-664
    • Tan, K.K.1    Huang, S.N.2    Lee, T.H.3
  • 25
    • 0033098832 scopus 로고    scopus 로고
    • Recurrent neuro-fuzzy networks for nonlinear process modeling
    • J. Zhang and A. J. Morris. Recurrent neuro-fuzzy networks for nonlinear process modeling. IEEE Transactions on Neural Networks, 10(2): 313-326, 1999.
    • (1999) IEEE Transactions on Neural Networks , vol.10 , Issue.2 , pp. 313-326
    • Zhang, J.1    Morris, A.J.2
  • 26
    • 0033873428 scopus 로고    scopus 로고
    • A fuzzy basis function vector-based multivariable adaptive controller for nonlinear systems
    • Z. Huaguang, L. Cai, and Z. Bien. A fuzzy basis function vector-based multivariable adaptive controller for nonlinear systems. IEEE Transactions on Systems, Man, and Cybernetics, Part B, 30(1): 210-217, 2000.
    • (2000) IEEE Transactions on Systems, Man, and Cybernetics, Part B , vol.30 , Issue.1 , pp. 210-217
    • Huaguang, Z.1    Cai, L.2    Bien, Z.3
  • 27
    • 0034244894 scopus 로고    scopus 로고
    • Identification and control of dynamic systems using recurrent fuzzy neural networks
    • C. H. Lee and C. C. Teng. Identification and control of dynamic systems using recurrent fuzzy neural networks. IEEE Transactions on Fuzzy Systems, 8(4): 349-366, 2000.
    • (2000) IEEE Transactions on Fuzzy Systems , vol.8 , Issue.4 , pp. 349-366
    • Lee, C.H.1    Teng, C.C.2
  • 28
    • 0035245365 scopus 로고    scopus 로고
    • Hybrid control using recurrent fuzzy neural network for linear induction motor servo drive
    • F. J. Lin and R. J. Wai. Hybrid control using recurrent fuzzy neural network for linear induction motor servo drive. IEEE Transactions on Fuzzy Systems, 9(1): 102-115, 2001.
    • (2001) IEEE Transactions on Fuzzy Systems , vol.9 , Issue.1 , pp. 102-115
    • Lin, F.J.1    Wai, R.J.2
  • 29
    • 0036531230 scopus 로고    scopus 로고
    • A TSK-type recurrent fuzzy network for dynamic systems processing by neural network and genetic algorithms
    • C. F. Juang. A TSK-type recurrent fuzzy network for dynamic systems processing by neural network and genetic algorithms. IEEE Transactions on Fuzzy Systems, 10(2): 155-170, 2002.
    • (2002) IEEE Transactions on Fuzzy Systems , vol.10 , Issue.2 , pp. 155-170
    • Juang, C.F.1
  • 30
    • 17444370917 scopus 로고    scopus 로고
    • Adaptive critic autopilot design of bank-to-turn missiles using fuzzy basis function networks
    • C. K. Lin. Adaptive critic autopilot design of bank-to-turn missiles using fuzzy basis function networks. IEEE Transactions on Systems, Man, and Cybernetics, Part B, 35(2): 197-207, 2005.
    • (2005) IEEE Transactions on Systems, Man, and Cybernetics, Part B , vol.35 , Issue.2 , pp. 197-207
    • Lin, C.K.1
  • 31
    • 33947217754 scopus 로고    scopus 로고
    • Nonsingular terminal sliding mode control of robot manipulators using fuzzy wavelet networks
    • C. K. Lin. Nonsingular terminal sliding mode control of robot manipulators using fuzzy wavelet networks. IEEE Transactions on Fuzzy Systems, 14(6): 849-859, 2006.
    • (2006) IEEE Transactions on Fuzzy Systems , vol.14 , Issue.6 , pp. 849-859
    • Lin, C.K.1
  • 33
    • 79959316684 scopus 로고    scopus 로고
    • Wavelet fuzzy neural networks for identification and predictive control of dynamic systems
    • C. H. Lu. Wavelet fuzzy neural networks for identification and predictive control of dynamic systems. IEEE Transactions on Industrial Electronics, 58(7): 3046-3058, 2011.
    • (2011) IEEE Transactions on Industrial Electronics , vol.58 , Issue.7 , pp. 3046-3058
    • Lu, C.H.1
  • 34
    • 80455145321 scopus 로고    scopus 로고
    • A novel adaptive wavelet fuzzy cerebellar model articulation control system design for voice coil motors
    • C. M. Lin, and Hsin-Yi Li. A novel adaptive wavelet fuzzy cerebellar model articulation control system design for voice coil motors. IEEE Transactions on Industrial Electronics. 59, 2024-2033, 2011.
    • (2011) IEEE Transactions on Industrial Electronics , vol.59 , pp. 2024-2033
    • Lin, C.M.1    Li, H.-Y.2
  • 35
    • 69349104383 scopus 로고    scopus 로고
    • Design and application of stable predictive controller using recurrent wavelet neural networks
    • C. H. Lu. Design and application of stable predictive controller using recurrent wavelet neural networks. IEEE Transactions on Industrial Electronics, 56(9): 3733-3742, 2009.
    • (2009) IEEE Transactions on Industrial Electronics , vol.56 , Issue.9 , pp. 3733-3742
    • Lu, C.H.1
  • 36
    • 70449413498 scopus 로고    scopus 로고
    • Recurrent fuzzy cerebellar model articulation controller and its application on robotic tracking control
    • Xiamen, China, May 19-21
    • J. Peng, Y. Wang, H. Zhang. Recurrent fuzzy cerebellar model articulation controller and its application on robotic tracking control. In: Proceedings of 2009, WRI World Congress on Intelligent Systems, Xiamen, China, May 19-21, 2009, vol. 2, pp. 293-297.
    • (2009) Proceedings of 2009, WRI World Congress on Intelligent Systems , vol.2 , pp. 293-297
    • Peng, J.1    Wang, Y.2    Zhang, H.3
  • 37
    • 70350066635 scopus 로고    scopus 로고
    • A recurrent self-evolving interval type-2 fuzzy neural network for dynamic system processing
    • C.F. Juang, R. B. Huang, and Y. Y. Lin. A recurrent self-evolving interval type-2 fuzzy neural network for dynamic system processing. IEEE Transactions on Fuzzy Systems, 17(5): 1092-1105, 2009.
    • (2009) IEEE Transactions on Fuzzy Systems , vol.17 , Issue.5 , pp. 1092-1105
    • Juang, C.F.1    Huang, R.B.2    Lin, Y.Y.3
  • 39
    • 0028401306 scopus 로고
    • Case-based reasoning: foundational issues, methodological variations, and system approaches
    • A. Aamodt and E. Plaza. Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Communication, 7(1): 39-59, 1994.
    • (1994) AI Communication , vol.7 , Issue.1 , pp. 39-59
    • Aamodt, A.1    Plaza, E.2
  • 41
    • 0035439151 scopus 로고    scopus 로고
    • Hierarchical case-based reasoning integrating case-based and decompositional problem-solving techniques for plant-control software design
    • B. Smyth, M. T. Keane, and P. Cunningham. Hierarchical case-based reasoning integrating case-based and decompositional problem-solving techniques for plant-control software design. IEEE Transactions on Knowledge and Data Engineering, 13(5): 793-812, 2001.
    • (2001) IEEE Transactions on Knowledge and Data Engineering , vol.13 , Issue.5 , pp. 793-812
    • Smyth, B.1    Keane, M.T.2    Cunningham, P.3
  • 42
    • 70350653805 scopus 로고    scopus 로고
    • A taxonomy of similarity mechanisms for case-based reasoning
    • P. Cunningham. A taxonomy of similarity mechanisms for case-based reasoning. IEEE Transactions on Knowledge and Data Engineering, 21(11): 1532-1543, 2009.
    • (2009) IEEE Transactions on Knowledge and Data Engineering , vol.21 , Issue.11 , pp. 1532-1543
    • Cunningham, P.1
  • 46
    • 64549151983 scopus 로고    scopus 로고
    • A case-based approach for coordinated action selection in robot soccer
    • R. Ros, J. L. Arcos, R. L. de Mantaras, and M. Veloso. A case-based approach for coordinated action selection in robot soccer. Artificial Intelligence, 173(9-10): 1014-1039, 2009.
    • (2009) Artificial Intelligence , vol.173 , Issue.9-10 , pp. 1014-1039
    • Ros, R.1    Arcos, J.L.2    de Mantaras, R.L.3    Veloso, M.4
  • 47
    • 77953818978 scopus 로고    scopus 로고
    • State-of-the-art intelligent mechatronics in human-machine interaction [guest introduction]
    • F. Harashima and S. Suzuki. State-of-the-art intelligent mechatronics in human-machine interaction [guest introduction]. IEEE Industrial Electronics Magazine, 4(2): 9-13, 2010.
    • (2010) IEEE Industrial Electronics Magazine , vol.4 , Issue.2 , pp. 9-13
    • Harashima, F.1    Suzuki, S.2
  • 48
  • 49
    • 70350349521 scopus 로고    scopus 로고
    • S-learning: a model-free, case-based algorithm for robot learning and control
    • Berlin/Heidelberg: Springer
    • B. Rohrer. S-learning: a model-free, case-based algorithm for robot learning and control. In: Case-Based Reasoning Research and Development, Vol. 5650, Berlin/Heidelberg: Springer, 2009, pp. 285-297.
    • (2009) Case-Based Reasoning Research and Development , vol.5650 , pp. 285-297
    • Rohrer, B.1
  • 52


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