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Original Articles

Vibration control of a nonlinear quarter-car active suspension system by reinforcement learning

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Pages 1177-1190 | Received 27 Jul 2009, Accepted 11 Nov 2010, Published online: 27 Jan 2011

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Zhi-cheng Qiu, Yang Yang & Xian-min Zhang. (2023) Heterogeneous reinforcement learning vibration control of coupling system with four flexible beams connected by springs. Mechatronics 95, pages 103063.
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Zhao Tan, Guilin Wen, Zebang Pan, Shan Yin, Xiaojian Wu & Gulbahar Tohti. (2023) Control of a nonlinear active suspension system based on deep reinforcement learning and expert demonstrations. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering.
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Issam Dridi, Anis Hamza & Noureddine Ben Yahia. (2023) Control of an active suspension system based on long short-term memory (LSTM) learning. Advances in Mechanical Engineering 15:2, pages 168781322311567.
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Xuebin Zhu, Zhaoqun Chen, Sheng Zhang & Cirun Zhang. (2022) Intelligent Control Strategy of Vehicle Active Suspension Based on Deep Reinforcement Learning. Intelligent Control Strategy of Vehicle Active Suspension Based on Deep Reinforcement Learning.
Shuai Yan, Weichao Sun, Xinghu Yu & Huijun Gao. (2022) Adaptive Sensor Fault Accommodation for Vehicle Active Suspensions via Partial Measurement Information. IEEE Transactions on Cybernetics 52:11, pages 12290-12301.
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Xingxing Feng, Hong Chen, Gang Wu, Anfu Zhang & Zhigao Zhao. (2022) A New Vibration Controller Design Method Using Reinforcement Learning and FIR Filters: A Numerical and Experimental Study. Applied Sciences 12:19, pages 9869.
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Shi-Yuan Han & Tong Liang. (2022) Reinforcement-Learning-Based Vibration Control for a Vehicle Semi-Active Suspension System via the PPO Approach. Applied Sciences 12:6, pages 3078.
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Ahmad Fares & Ahmad Bani Younes. (2020) Online Reinforcement Learning-Based Control of an Active Suspension System Using the Actor Critic Approach. Applied Sciences 10:22, pages 8060.
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Johannes N. Strohm, Dominik Pech & Boris Lohmann. (2020) A Proactive Nonlinear Disturbance Compensator for the Quarter Car. International Journal of Control, Automation and Systems 18:8, pages 2012-2026.
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Xi Wang, Weichao Zhuang & Guodong Yin. (2020) Learning-Based Vibration Control of Vehicle Active Suspension. Learning-Based Vibration Control of Vehicle Active Suspension.
Mircea-Bogdan Radac & Timotei Lala. (2020) Robust Control of Unknown Observable Nonlinear Systems Solved as a Zero-Sum Game. IEEE Access 8, pages 214153-214165.
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Mircea-Bogdan Radac & Timotei Lala. (2020) Learning nonlinear robust control as a data-driven zero-sum two-player game for an active suspension system. IFAC-PapersOnLine 53:2, pages 8057-8062.
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Guru Bhargava Khandavalli, Marcus Kalabis, Daniel Wegener & Lutz Eckstein. 2020. 10th International Munich Chassis Symposium 2019. 10th International Munich Chassis Symposium 2019 179 199 .
Hui Pang, Xu Zhang, Junjie Yang & Yuting Shang. (2019) Adaptive backstepping‐based control design for uncertain nonlinear active suspension system with input delay. International Journal of Robust and Nonlinear Control 29:16, pages 5781-5800.
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Ralf Gulde, Marc Tuscher, Akos Csiszar, Oliver Riedel & Alexander Verl. (2019) Reinforcement Learning Approach to Vibration Compensation for Dynamic Feed Drive Systems. Reinforcement Learning Approach to Vibration Compensation for Dynamic Feed Drive Systems.
Devdutt Singh. (2018) Modeling and control of passenger body vibrations in active quarter car system: a hybrid ANFIS PID approach. International Journal of Dynamics and Control 6:4, pages 1649-1662.
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M. P. Nagarkar & G. J. Vikhe Patil. 2017. Innovative Design and Development Practices in Aerospace and Automotive Engineering. Innovative Design and Development Practices in Aerospace and Automotive Engineering 481 491 .
Pouya Badri, Amir Amini & Mahdi Sojoodi. (2016) Robust fixed-order dynamic output feedback controller design for nonlinear uncertain suspension system. Mechanical Systems and Signal Processing 80, pages 137-151.
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