arrow
返回

A deep reinforcement learning-based control method for electric linear loading systems

delete2025-12-01
delete0
PRE
AI
X
Xu Wan *
王俊琦 (Junqi Wang)
D
D. Liu
T
Ting-Wei Chen
DOI:10.1007/s12206-025-1139-8delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
为解决变负载下电直线加载系统的复杂参数整定问题,提出了一种深度强化学习与PI算法的复合控制方法。改进的前馈策略在应对力和非线性的同时降低了复杂度。自适应PI算法(FC-TD3)结合了TD3算法与在线整定策略。以该系统为实验对象,将离线学习得到的最佳参数应用于系统中。实验证明该方法优化了参数并提升了系统性能。
Keyword:
Electric linear loading system
Deep reinforcement learning
Feedforward compensation strategy
TD3 algorithm
Parameter tuning

期刊

Journal of Mechanical Science and Technology 封面图
Journal of Mechanical Science and Technology
IF:
1.7
论文数:
601
被引数:
1.2W

机构

H
hubei university of technology
学者数:
2.9K
论文数: 872
被引数: 0
引用论文

引用论文

Improved Squirrel Search Algorithm Driven Cascaded 2DOF-PID-FOI Controller for Load Frequency Control of Renewable Energy Based Hybrid Power System
err2022-01-01
err18
errOAAI
errDei, Geetanjali; Gupta, Deepak Kumar; Sahu, Binod Kumar; Jha, Amitkumar, V; Appasani, Bhargav; Zawbaa, Hossam M.; Kamel, Salah
err分享
err收藏
Reinforcement Learning Control of Hydraulic Servo System Based on TD3 Algorithm
err2022-12-19
err0
errOAAI
errXiaoming Yuan; Yu Wang; Ruicong Zhang; Qiang Gao; Zhuangding Zhou; Rulin Zhou; Fengyuan Yin
err分享
err收藏
Determination of Parameters for Sliding Mode Control using TD3
err2024-05-01
err0
PREAI
errMatsuki,Toshitaka; Akamine,Makoto; Hara,Masayoshi; Takahashi,Masanori
err分享
err收藏
err分享
err收藏
PAC: A novel self-adaptive neuro-fuzzy controller for micro aerial vehicles
err2020-02-01
err0
errOAAI
errMd Meftahul Ferdaus; Mahardhika Pratama; Sreenatha G. Anavatti; Matthew A. Garratt; Edwin Lughofer
err分享
err收藏
学者 查看更多内容