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      KCI등재 SCIE SCOPUS

      Decentralized Fault Tolerant Control of Modular Manipulators System Based on Adaptive Dynamic Programming

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      https://www.riss.kr/link?id=A108287789

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      다국어 초록 (Multilingual Abstract)

      This paper presented an original decentralized fault tolerant control approach for modular manipulators which based on adaptive dynamic programming (ADP) algorithm. First, the dynamic model of modular manipulators is established via joint torque feedb...

      This paper presented an original decentralized fault tolerant control approach for modular manipulators which based on adaptive dynamic programming (ADP) algorithm. First, the dynamic model of modular manipulators is established via joint torque feedback technique. Then, the fault tolerant controller is designed which composes of model-based compensation controller, observer-based fault tolerant controller and ADP-based optimal controller. According to ADP algorithm, the Hamiltonian-Jacobi-Bellman (HJB) equation can be tackled by critic neural network (NN). The closed-loop modular manipulators system is guaranteed asymptotic stable based on Lyapunov theory. Experiments are performed to verify the proposed method, and the results have guaranteed its effectiveness.

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      참고문헌 (Reference) 논문관계도

      1 I. Jun, "Robust control of robot manipulators based on joint torque sensor information" 13 (13): 434-442, 1994

      2 D. Oindrilla, "Reducing the risk of cascading failure in active distribution networks using adaptive critic design" 14 (14): 2592-2601, 2020

      3 A. Elghoul, "Reconfigurable control of flexible joint robot with actuator fault and uncertainty" 70 (70): 130-137, 2019

      4 G. Liu, "Precise slow motion control of a direct-drive robot arm with velocity estimation and friction compensation" 14 (14): 821-834, 2004

      5 H. Hamidreza, "Optimal trajectory planning for increased stability of mobile flexible manipulators undergoing large deflection" 231 (231): 85-95, 2017

      6 R. Song, "Optimal fixed-point tracking control for discrete-time nonlinear systems via ADP" 6 (6): 657-666, 2019

      7 G. Yu, "Optimal design of the three-degree-of-freedom parallel manipulators in a spraypainting equipment" 38 (38): 1064-1081, 2020

      8 B. Zhao, "Online fault compensation control based on policy iteration algorithm for a class of affine non-linear systems with actuator failures" 10 (10): 1816-1823, 2016

      9 S. Tong, "Observed-based adaptive fuzzy decentralized tracking control for switched uncertain nonlinear large-scale systems with dead zones" 46 (46): 37-47, 2016

      10 Z. Su, "Neuro-dynamic programming for optimal control of macroscopic fundamental diagram systems" 116 : 2020

      1 I. Jun, "Robust control of robot manipulators based on joint torque sensor information" 13 (13): 434-442, 1994

      2 D. Oindrilla, "Reducing the risk of cascading failure in active distribution networks using adaptive critic design" 14 (14): 2592-2601, 2020

      3 A. Elghoul, "Reconfigurable control of flexible joint robot with actuator fault and uncertainty" 70 (70): 130-137, 2019

      4 G. Liu, "Precise slow motion control of a direct-drive robot arm with velocity estimation and friction compensation" 14 (14): 821-834, 2004

      5 H. Hamidreza, "Optimal trajectory planning for increased stability of mobile flexible manipulators undergoing large deflection" 231 (231): 85-95, 2017

      6 R. Song, "Optimal fixed-point tracking control for discrete-time nonlinear systems via ADP" 6 (6): 657-666, 2019

      7 G. Yu, "Optimal design of the three-degree-of-freedom parallel manipulators in a spraypainting equipment" 38 (38): 1064-1081, 2020

      8 B. Zhao, "Online fault compensation control based on policy iteration algorithm for a class of affine non-linear systems with actuator failures" 10 (10): 1816-1823, 2016

      9 S. Tong, "Observed-based adaptive fuzzy decentralized tracking control for switched uncertain nonlinear large-scale systems with dead zones" 46 (46): 37-47, 2016

      10 Z. Su, "Neuro-dynamic programming for optimal control of macroscopic fundamental diagram systems" 116 : 2020

      11 Y. Huang, "Neural-network-based optimal tracking control scheme for a class of unknown discretetime nonlinear systems using iterative ADP algorithm" 125 : 46-56, 2014

      12 N. Chang, "Neural network based adaptive actuator fault detection algorithm for robot manipulators" 95 (95): 137-147, 2019

      13 Bo Zhao ; Yuanchun Li, "Model-free Adaptive Dynamic Programming Based Near-optimal Decentralized Tracking Control of Reconfigurable Manipulators" 제어·로봇·시스템학회 16 (16): 478-490, 2018

      14 M. Vimalesh, "Methods for dimensional design of parallel manipulators for optimal dynamic performance over a given safe working zone" 147 : 2020

      15 Werbos, "Handbook of Intelligent Control: Neural, Fuzzy, and Adaptive Approaches" Van Nostrand Reinhold 1992

      16 L. Cui, "Eventtriggered single-network ADP method for constrained optimal tracking control of continuous-time non-linear systems" 352 : 220-234, 2019

      17 Y. Yang, "Event-triggered ADP control of a class of non-affine continuous-time nonlinear systems using output information" 378 : 304-314, 2020

      18 Y. Chen, "Efficient approximate dynamic programming based on design and analysis of computer experiments for infinitehorizon optimization" 124 : 2020

      19 Y. Li, "Dynamic output feedback based active decentralized fault-Tolerant control for recon-figurable manipulator with concurrent failures" 2014

      20 G. Liu, "Decomposition-based friction compensation of mechanical systems" 12 (12): 755-769, 2002

      21 H. Wang, "Decentralized state feedback control of uncertain affine fuzzy large-scale systems with unknown interconnections" 24 (24): 1134-1146, 2016

      22 B. Zhao, "Decentralized sliding mode observer based dual closed-loop fault tolerant control for reconfigurable manipulators against actuator failure" 10 (10): 2015

      23 B. Dong, "Decentralized robust zero-sum neuro-optimal control for modular robot manipulators in contact with uncertain environments: Theory and experimental verification" 97 (97): 503-524, 2019

      24 Z. Li, "Decentralized robust control of robot manipulators with harmonic drive transmission and application to modular and reconfigurable serial arms" 27 : 291-302, 2009

      25 B. Dong, "Decentralized control of harmonic drive based modular robot manipulators using only position measurements: theory and experimental verification" 88 (88): 3-18, 2017

      26 T. Bian, "Decentralized adaptive optimal control of large-scale systems with application to power systems" 62 (62): 2439-2447, 2015

      27 Q. Jia, "Consensus of multi-agents with event-based nonlinear coupling over time-varying digraphs" 65 (65): 1969-1973, 2018

      28 C. Karim, "An overview on recent machine learning techniques for Port Hamiltonian systems" 411 : 2020

      29 H. Yang, "Adaptive dynamic programming for security of networked control systems with actuator saturation" 460 : 51-64, 2018

      30 X. Yang, "Adaptive dynamic programming for robust neural control of unknown continuous-time non-linear systems" 11 (11): 2307-2316, 2017

      31 S. F. A. Latip, "Adaptive PID actuator fault tolerant control of single-link flexible manipulators" 41 (41): 1019-1031, 2019

      32 B. Armstrong-Hélouvry, "A survey of models, analysis tools and compensation methods for the control of machines with friction" 30 (30): 1083-1138, 1994

      33 J. Zhao, "A novel nonlinear fault tolerant control for manipulator under actuator fault" 28 (28): 1808-1829, 2018

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