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| Knowledge Transfer Learning via Dual Density Sampling for Resource-Limited Domain Adaptation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2269-2291
作者: Zefeng Zheng; Luyao Teng; Wei Zhang ; Naiqi Wu; Shaohua Teng
 Adobe PDF(15412Kb) |  收藏 | 浏览/下载：129/25 | 提交时间：2023/10/31
Cross-domain risk dual density sampling intra-domain risk maximum mean discrepancy knowledge transfer learning resource-limited domain adaptation |
| Magnetic Field-Based Reward Shaping for Goal-Conditioned Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2233-2247
作者: Hongyu Ding; Yuanze Tang; Qing Wu; Bo Wang; Chunlin Chen; Zhi Wang
Adobe PDF(5205Kb) | 收藏 | 浏览/下载：110/36 | 提交时间：2023/10/31
Dynamic environments goal-conditioned reinforcement learning magnetic field reward shaping |
| Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2154-2167
作者: Haonan Huang; Guoxu Zhou; Naiyao Liang; Qibin Zhao; Shengli Xie
Adobe PDF(3206Kb) | 收藏 | 浏览/下载：143/41 | 提交时间：2023/09/22
Deep matrix factorization (DMF) diversity hypergraph regularization multi-view data representation (MDR) |
| Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2136-2153
作者: Baoshun Shi; Kexun Liu
Adobe PDF(16304Kb) | 收藏 | 浏览/下载：98/44 | 提交时间：2023/09/22
Bounded denoiser compressed sensing magnetic resonance imaging (CSMRI) dual frames plug-and-play priors regularization |
| Adaptive Graph Embedding With Consistency and Specificity for Domain Adaptation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2094-2107
作者: Shaohua Teng; Zefeng Zheng; Naiqi Wu; Luyao Teng; Wei Zhang
Adobe PDF(1786Kb) | 收藏 | 浏览/下载：134/54 | 提交时间：2023/09/22
Adaptive adjustment consistency and specificity domain adaptation graph embedding geometrical and semantic metrics |
| Disturbance Observer-Based Safe Tracking Control for Unmanned Helicopters With Partial State Constraints and Disturbances 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2056-2069
作者: Haoxiang Ma; Mou Chen; Qingxian Wu
Adobe PDF(3799Kb) | 收藏 | 浏览/下载：75/29 | 提交时间：2023/09/22
Disturbance observer dynamic surface control safe tracking control safety protection algorithm unmanned autonomous helicopter |
| Privacy Preserving Demand Side Management Method via Multi-Agent Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 10, 页码: 1984-1999
作者: Feiye Zhang; Qingyu Yang; Dou An
Adobe PDF(3841Kb) | 收藏 | 浏览/下载：86/44 | 提交时间：2023/09/07
Centralized training and decentralized execution demand side management multi-agent reinforcement learning privacy preserving |
| A Length-Adaptive Non-Dominated Sorting Genetic Algorithm for Bi-Objective High-Dimensional Feature Selection 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1834-1844
作者: Yanlu Gong; Junhai Zhou; Quanwang Wu; MengChu Zhou; Junhao Wen
 Adobe PDF(1308Kb) | 收藏 | 浏览/下载：108/55 | 提交时间：2023/08/10
Bi-objective optimization feature selection (FS) genetic algorithm high-dimensional data length-adaptive |
| Adaptive Multi-Step Evaluation Design With Stability Guarantee for Discrete-Time Optimal Learning Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1797-1809
作者: Ding Wang; Jiangyu Wang; Mingming Zhao; Peng Xin; Junfei Qiao
Adobe PDF(5140Kb) | 收藏 | 浏览/下载：155/60 | 提交时间：2023/08/10
Adaptive critic artificial neural networks Hamilton-Jacobi-Bellman (HJB) equation multi-step heuristic dynamic programming multi-step reinforcement learning optimal control |
| Echo State Network With Probabilistic Regularization for Time Series Prediction 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 8, 页码: 1743-1753
作者: Xiufang Chen; Mei Liu; Shuai Li
Adobe PDF(3459Kb) | 收藏 | 浏览/下载：92/38 | 提交时间：2023/07/20
Echo state network (ESN) noise probabilistic regularization robustness |
