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Exploiting nonlinear dendritic adaptive computation in training deep Spiking Neural Networks 期刊论文
NEURAL NETWORKS, 2024, 卷号: 170, 页码: 190-201
作者:  Shen, Guobin;  Zhao, Dongcheng;  Zeng, Yi
收藏  |  浏览/下载：34/0  |  提交时间：2024/02/22
Dendritic Nonlinearity  Dendritic Spatial Gating Module  Dendritic Temporal Adjust Module  Spiking Neural Networks  
Learning and Controlling Multiscale Dynamics in Spiking Neural Networks Using Recursive Least Square Modifications 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2024, 页码: 14
作者:  Wei, Qinglai;  Han, Liyuan;  Zhang, Tielin
收藏  |  浏览/下载：12/0  |  提交时间：2024/03/27
Task analysis  Neurons  Trajectory  Behavioral sciences  Dynamic programming  Control theory  Biology  Direct dynamic programming (DDP)  Lorenz system  multiscale dynamics  point-to-point control  recursive least square (RLS)  spiking neural network (SNN)  
Temporal dendritic heterogeneity incorporated with spiking neural networks for learning multi-timescale dynamics 期刊论文
NATURE COMMUNICATIONS, 2024, 卷号: 15, 期号: 1, 页码: 20
作者:  Zheng, Hanle;  Zheng, Zhong;  Hu, Rui;  Xiao, Bo;  Wu, Yujie;  Yu, Fangwen;  Liu, Xue;  Li, Guoqi;  Deng, Lei
收藏  |  浏览/下载：38/0  |  提交时间：2024/02/21
Synchronization of Drive-Response Networks With Delays on Time Scales 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 1063-1065
作者:  Yanxia Tan;  Zhenkun Huang
Adobe PDF(441Kb)  |  收藏  |  浏览/下载：48/17  |  提交时间：2024/03/18
Detection of Oscillations in Process Control Loops From Visual Image Space Using Deep Convolutional Networks 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 982-995
作者:  Tao Wang;  Qiming Chen;  Xun Lang;  Lei Xie;  Peng Li;  Hongye Su
Adobe PDF(3095Kb)  |  收藏  |  浏览/下载：31/11  |  提交时间：2024/03/18
Convolutional neural networks (CNNs)  deep learning  image processing  oscillation detection  process industries  
基于深层卷积随机配置网络的电熔镁炉工况识别方法研究 期刊论文
自动化学报, 2024, 卷号: 50, 期号: 3, 页码: 527-543
作者:  李帷韬;  童倩倩;  王殿辉;  吴高昌
Adobe PDF(7244Kb)  |  收藏  |  浏览/下载：16/8  |  提交时间：2024/04/10
电熔镁炉  深层卷积随机配置网络  高斯差分卷积核  类激活映射图  可解释性  
A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 824-850
作者:  M. Victoria Luzón;  Nuria Rodríguez-Barroso;  Alberto Argente-Garrido;  Daniel Jiménez-López;  Jose M. Moyano;  Javier Del Ser;  Weiping Ding;  Francisco Herrera
Adobe PDF(4602Kb)  |  收藏  |  浏览/下载：18/5  |  提交时间：2024/03/18
Data privacy  distributed machine learning  federated learning  software frameworks  
Constrained Multi-Objective Optimization With Deep Reinforcement Learning Assisted Operator Selection 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 919-931
作者:  Fei Ming;  Wenyin Gong;  Ling Wang;  Yaochu Jin
Adobe PDF(2091Kb)  |  收藏  |  浏览/下载：23/7  |  提交时间：2024/03/18
Constrained multi-objective optimization  deep Q-learning  deep reinforcement learning (DRL)  evolutionary algorithms  evolutionary operator selection  
Reinforcement Learning-Based MAS Interception in Antagonistic Environments 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 270-272
作者:  Siqing Sun;  Defu Cai;   Hai-Tao Zhang;  Ning Xing
Adobe PDF(989Kb)  |  收藏  |  浏览/下载：118/66  |  提交时间：2024/01/02
Deterministic Learning-Based Neural PID Control for Nonlinear Robotic Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 5, 页码: 1227-1238
作者:  Qinchen Yang;  Fukai Zhang;  Cong Wang
Adobe PDF(4415Kb)  |  收藏  |  浏览/下载：16/6  |  提交时间：2024/04/10
Adaptive neural control (ANC)  deterministic learning (DL)  neural network (NN)  robot manipulators