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Learning Top-K Subtask Planning Tree Based on Discriminative Representation Pretraining for Decision-making 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 4, 页码: 782-800
作者:  Jingqing Ruan;   Kaishen Wang;   Qingyang Zhang;   Dengpeng Xing;   Bo Xu
Adobe PDF(4577Kb)  |  收藏  |  浏览/下载：9/4  |  提交时间：2024/07/18
Reinforcement learning  representation learning  subtask planning  task decomposition  pretraining.  
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：39/13  |  提交时间：2024/06/07
Communication constraints  maximum correntropy filter  networked nonlinear filtering  particle filter  sample-based approximation  unscented Kalman filter  
Collective Movement Simulation: Methods and Applications 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 452-480
作者:  Hua Wang;  Xing-Yu Guo;  Hao Tao;  Ming-Liang Xu
Adobe PDF(1439Kb)  |  收藏  |  浏览/下载：58/16  |  提交时间：2024/05/23
Collective movement simulation, multiple objects, multiple discipline, simulation effect, collective intelligence  
Fixed-Time Antidisturbance Consensus Tracking for Nonlinear Multiagent Systems with Matching and Mismatching Disturbances 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1410-1423
作者:  Xiangmin Tan;  Chunyan Hu;  Guanzhen Cao;  Qinglai Wei;  Wei Li;  Bo Han
Adobe PDF(3106Kb)  |  收藏  |  浏览/下载：57/18  |  提交时间：2024/05/22
Antidisturbance  backstepping  consensus tracking  fixed-time stability  multiagent system (MASs)  strict feedback affine nonlinear systems  
Asynchronous learning-based output feedback sliding mode control for semi-Markov jumpsystems: A descriptor approach 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1358-1369
作者:  Zheng Wu;  Yiyun Zhao;  Fanbiao Li;  Tao Yang;  Yang Shi;  Weihua Gui
Adobe PDF(2638Kb)  |  收藏  |  浏览/下载：44/11  |  提交时间：2024/05/22
Asynchronous switching  learning-based control  output feedback  semi-Markovian jump systems  sliding mode control (SMC)  
基于最优工况迁移的高炉铁水硅含量预测方法 期刊论文
自动化学报, 2022, 卷号: 48, 期号: 1, 页码: 194-206
作者:  蒋朝辉;  许川;  桂卫华;  蒋珂
Adobe PDF(13570Kb)  |  收藏  |  浏览/下载：50/15  |  提交时间：2024/05/20
高炉炼铁  铁水硅含量  预测  工况迁移  密度峰值聚类  
数据驱动的燃煤发电装备运行工况监控——现状与展望 期刊论文
自动化学报, 2022, 卷号: 48, 期号: 11, 页码: 2611-2633
作者:  赵春晖;  胡赟昀;  郑嘉乐;  陈军豪
Adobe PDF(5912Kb)  |  收藏  |  浏览/下载：23/11  |  提交时间：2024/05/20
燃煤发电装备  变负荷  非平稳  工况监控  机器学习  
Dynamic Movement Primitives Based Robot Skills Learning 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 3, 页码: 396-407
作者:  Ling-Huan Kong;  Wei He;  Wen-Shi Chen;  Hui Zhang;  Yao-Nan Wang
Adobe PDF(3181Kb)  |  收藏  |  浏览/下载：65/17  |  提交时间：2024/04/23
Dynamic movement primitives (DMPs), trajectory tracking control, robot learning from demonstrations, neural networks (NNs), adaptive control  
Offline Pre-trained Multi-agent Decision Transformer 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 233-248
作者:  Linghui Meng;  Muning Wen;  Chenyang Le;  Xiyun Li;  Dengpeng Xing;  Weinan Zhang;  Ying Wen;  Haifeng Zhang;  Jun Wang;  Yaodong Yang;  Bo Xu
Adobe PDF(2121Kb)  |  收藏  |  浏览/下载：59/14  |  提交时间：2024/04/23
Pre-training model  multi-agent reinforcement learning (MARL)  decision making  transformer  offline reinforcement learning  
More than Lightening: A Self-supervised Low-light Image Enhancement Method Capable for Multiple Degradations 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 3, 页码: 622-637
作者:  Han Xu;  Jiayi Ma;  Yixuan Yuan;  Hao Zhang;  Xin Tian;  Xiaojie Guo
Adobe PDF(25490Kb)  |  收藏  |  浏览/下载：73/11  |  提交时间：2024/02/19
Color correction  low-light image enhancement  self-supervised learning