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Deep Reinforcement Learning or Lyapunov Analysis? A Preliminary Comparative Study on Event-Triggered Optimal Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1702-1704
作者:  Jingwei Lu;  Lefei Li;  Qinglai Wei;  Fei-Yue Wang
Adobe PDF(501Kb)  |  收藏  |  浏览/下载：6/4  |  提交时间：2024/06/07
Discovering Latent Variables for the Tasks With Confounders in Multi-Agent Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1591-1604
作者:  Kun Jiang;  Wenzhang Liu;  Yuanda Wang;  Lu Dong;  Changyin Sun
Adobe PDF(2128Kb)  |  收藏  |  浏览/下载：1/0  |  提交时间：2024/06/07
Latent variable model  maximum entropy  multi-agent reinforcement learning (MARL)  multi-agent system  
Ultimately Bounded Output Feedback Control for Networked Nonlinear Systems With Unreliable Communication Channel: A Buffer-Aided Strategy 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1566-1578
作者:  Yuhan Zhang;  Zidong Wang;  Lei Zou;  Yun Chen;  Guoping Lu
Adobe PDF(2016Kb)  |  收藏  |  浏览/下载：3/2  |  提交时间：2024/06/07
Buffer-aided strategy  neural networks  nonlinear control  output-feedback control  unreliable communication channel  
Nonlinear Filtering With Sample-Based Approximation Under Constrained Communication: Progress, Insights and Trends 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1539-1556
作者:  Weihao Song;  Zidong Wang;  Zhongkui Li;  Jianan Wang;  Qing-Long Han
Adobe PDF(1858Kb)  |  收藏  |  浏览/下载：2/2  |  提交时间：2024/06/07
Communication constraints  maximum correntropy filter  networked nonlinear filtering  particle filter  sample-based approximation  unscented Kalman filter  
Guaranteed Cost Attitude Tracking Control for Uncertain Quadrotor Unmanned Aerial Vehicle Under Safety Constraints 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1447-1457
作者:  Qian Ma;  Peng Jin;  Frank L. Lewis
Adobe PDF(3186Kb)  |  收藏  |  浏览/下载：10/4  |  提交时间：2024/05/22
Attitude tracking control  quadrotor unmanned aerial vehicle (QUAV)  reinforcement learning  safety constraints  uncertain disturbances  
A Two-layer Encoding Learning Swarm Optimizer based on Frequent Itemsets for Sparse Large-scale Multi-objective Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1342-1357
作者:  Sheng Qi;  Rui Wang;  Tao Zhang;  Xu Yang;  Ruiqing Sun;  Ling Wang
Adobe PDF(3038Kb)  |  收藏  |  浏览/下载：18/6  |  提交时间：2024/05/22
Evolutionary algorithms  learning swarm optimization  sparse large-scale optimization  sparse large-scale multi-objective problems  two-layer encoding  
Nested Saturated Control of Uncertain Complex Cascade Systems Using Mixed Saturation Levels 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 5, 页码: 1163-1174
作者:  Meng Li;  Zhigang Zeng
Adobe PDF(1184Kb)  |  收藏  |  浏览/下载：36/12  |  提交时间：2024/04/10
Differentiable saturation functions  global stabilization analysis  mixed saturation levels  nested saturated control  uncertain complex cascade systems  
Evolutionary Optimization Methods for High-Dimensional Expensive Problems: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 5, 页码: 1092-1105
作者:  MengChu Zhou;  Meiji Cui;  Dian Xu;  Shuwei Zhu;  Ziyan Zhao;  Abdullah Abusorrah
Adobe PDF(2100Kb)  |  收藏  |  浏览/下载：26/3  |  提交时间：2024/04/10
Evolutionary algorithm (EA)  high-dimensional expensive problems (HEPs)  industrial applications  surrogate-assisted optimization  
Policy Gradient Adaptive Dynamic Programming for Model-Free Multi-Objective Optimal Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 1060-1062
作者:  Hao Zhang;  Yan Li;  Zhuping Wang;  Yi Ding;  Huaicheng Yan
Adobe PDF(504Kb)  |  收藏  |  浏览/下载：98/40  |  提交时间：2024/03/18
A Fractional-Order Ultra-Local Model-Based Adaptive Neural Network Sliding Mode Control of n-DOF Upper-Limb Exoskeleton With Input Deadzone 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 3, 页码: 760-781
作者:  Dingxin He;  HaoPing Wang;  Yang Tian;  Yida Guo
Adobe PDF(9812Kb)  |  收藏  |  浏览/下载：67/13  |  提交时间：2024/02/19
Adaptive control  input deadzone  model-free control  n-DOF upper-limb exoskeleton  neural network