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基于值分解优化的多智能体深度强化学习方法研究 学位论文
工程硕士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2021
Authors:  王凌霄
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深度强化学习  多智能体系统  价值函数分解算法  图神经网络  
Improving One-Shot NAS with Shrinking-and-Expanding Supernet 期刊论文
Pattern Recognition, 2021, 卷号: 118, 期号: 0, 页码: 0
Authors:  Hu YM(胡一鸣)
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Neural architecture search  supernet  Search space shrinking  
定量降水机器学习模型与方法研究 学位论文
中国科学院大学, 中国科学院自动化研究所: 中国科学院大学, 2021
Authors:  吴雅婧
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机器学习  定量降水估计  定量降水预报  深度图神经网络  时空图卷 积网络  
Multiagent Reinforcement Learning:Rollout and Policy Iteration 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 249-272
Authors:  Dimitri Bertsekas
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Dynamic programming  multiagent problems  neuro-dynamic programming  policy iteration  reinforcement learning, rollout  
Data-Based Optimal Tracking of Autonomous Nonlinear Switching Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 227-238
Authors:  Xiaofeng Li;  Lu Dong;  Changyin Sun
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Adaptive dynamic programming  approximation error  data-based control  Q-learning  switching system  
Computation of an Emptiable Minimal Siphon in a Subclass of Petri Nets Using Mixed-Integer Programming 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 219-226
Authors:  Shouguang Wang;  Wenli Duo;  Xin Guo;  Xiaoning Jiang;  Dan You;  Kamel Barkaoui;  MengChu Zhou
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Automated manufacturing systems  deadlocks  discrete event system  mixed-integer programming (MIP)  Petri nets (PN)  siphons  
A Novel Automatic Classification System Based on Hybrid Unsupervised and Supervised Machine Learning for Electrospun Nanofibers 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 64-76
Authors:  Cosimo Ieracitano;  Annunziata Paviglianiti;  Maurizio Campolo;  Amir Hussain;  Eros Pasero;  Francesco Carlo Morabito
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Anomaly detection  autoencoder (AE)  electrospinning  machine learning  material informatics  nanomaterials  
Active Pushing for Better Grasping in Dense Clutter with Deep Reinforcement Learning 会议论文
, Shanghai, China, 6-8 Nov. 2020
Authors:  Lu, Ning;  Lu, Tao;  Cai, Yinghao;  Wang, shuo
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智能机器人共享控制与操作技能学习方法研究 学位论文
, 中国科学院自动化研究所: 中国科学院大学, 2020
Authors:  席宝
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位姿检测  共享控制  强化学习  策略梯度  示教引导  
Optimal Elevator Group Control via Deep Asynchronous Actor-Critic Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 12, 页码: 5245-5256
Authors:  Wei, Qinglai;  Wang, Lingxiao;  Liu, Yu;  Polycarpou, Marios M.
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Elevators  Optimal control  Backpropagation  Machine learning  Neural networks  Learning (artificial intelligence)  Actor  –critic  adaptive dynamic programming  deep learning (DL)  elevator group control (EGC)  optimal control  reinforcement learning (RL)