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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：104/45  |  提交时间：2023/07/20
Echo state network (ESN)  noise  probabilistic regularization  robustness  
Survey on AI and Machine Learning Techniques for Microgrid Energy Management Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 7, 页码: 1513-1529
作者:  Aditya Joshi;  Skieler Capezza;  Ahmad Alhaji;  Mo-Yuen Chow
Adobe PDF(4919Kb)  |  收藏  |  浏览/下载：199/86  |  提交时间：2023/06/14
Consensus  energy management system (EMS)  reinforcement learning  supervised learning  
Augmented Industrial Data-Driven Modeling Under the Curse of Dimensionality 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1445-1461
作者:  Xiaoyu Jiang;  Xiangyin Kong;  Zhiqiang Ge
Adobe PDF(25936Kb)  |  收藏  |  浏览/下载：135/43  |  提交时间：2023/05/29
Curse of dimensionality  data augmentation  data-driven modeling  industrial processes  machine learning  
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者:  Sibo Cheng;  César Quilodrán-Casas;  Said Ouala;  Alban Farchi;  Che Liu;  Pierre Tandeo;  Ronan Fablet;  Didier Lucor;  Bertrand Iooss;  Julien Brajard;  Dunhui Xiao;  Tijana Janjic;  Weiping Ding;  Yike Guo;  Alberto Carrassi;  Marc Bocquet;  Rossella Arcucci
Adobe PDF(17725Kb)  |  收藏  |  浏览/下载：123/33  |  提交时间：2023/05/29
Data assimilation (DA)  deep learning  machine learning (ML)  reduced-order-modelling  uncertainty quantification (UQ)  
A Line Complex-Based Evolutionary Algorithm for Many-Objective Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1150-1167
作者:  Liang Zhang;  Qi Kang;  Qi Deng;  Luyuan Xu;  Qidi Wu
Adobe PDF(4200Kb)  |  收藏  |  浏览/下载：158/70  |  提交时间：2023/04/26
Environmental selection  line complex  many-objective optimization problems (MaOPs)  Plücker coordinate  
CoRE: Constrained Robustness Evaluation of Machine Learning-Based Stability Assessment for Power Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 2, 页码: 557-559
作者:  Zhenyong Zhang;  David K. Y. Yau
Adobe PDF(618Kb)  |  收藏  |  浏览/下载：138/38  |  提交时间：2023/01/16
On Dual-Mode Driving Control Method for a Novel Unmanned Tractor With High Safety and Reliability 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 254-271
作者:  Wei Lu;  Jiacheng Li;  Huanhuan Qin;  Lei Shu;  Aiguo Song
Adobe PDF(23989Kb)  |  收藏  |  浏览/下载：252/69  |  提交时间：2023/01/03
Dual-mode control  safety and reliability  self-driving (SD)  tele-driving (TD)  unmanned tractor