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Networked Knowledge and Complex Networks: An Engineering View 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 8, 页码: 1366-1383
作者:  Jinhu Lü;  Guanghui Wen;  Ruqian Lu;  Yong Wang;  Songmao Zhang
Adobe PDF(1876Kb)  |  收藏  |  浏览/下载：177/29  |  提交时间：2022/08/01
Complex network  knowledge graph  networked knowledge  neural network  
An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1115-1138
作者:  Bingjie Li;  Guohua Wu;  Yongming He;  Mingfeng Fan;  Witold Pedrycz
Adobe PDF(2802Kb)  |  收藏  |  浏览/下载：468/270  |  提交时间：2022/06/27
End-to-end approaches  learning-based optimization (LBO) algorithms  reinforcement learning  step-by-step approaches  vehicle routing problem (VRP)  
Model Controlled Prediction: A Reciprocal Alternative of Model Predictive Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 6, 页码: 1107-1110
作者:  Shen Li;  Yang Liu;  Xiaobo Qu
Adobe PDF(542Kb)  |  收藏  |  浏览/下载：189/50  |  提交时间：2022/05/30
Knowledge Learning With Crowdsourcing: A Brief Review and Systematic Perspective 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 5, 页码: 749-762
作者:  Jing Zhang
Adobe PDF(1291Kb)  |  收藏  |  浏览/下载：178/39  |  提交时间：2022/04/24
Crowdsourcing  data fusion  learning from crowds  learning paradigms  learning with uncertainty  
Scribble-Supervised Video Object Segmentation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 339-353
作者:  Peiliang Huang;  Junwei Han;  Nian Liu;  Jun Ren;  Dingwen Zhang
Adobe PDF(15349Kb)  |  收藏  |  浏览/下载：195/28  |  提交时间：2021/11/03
Convolutional neural networks (CNNs)  scribble  self-attention  video object segmentation  weakly supervised  
Domain-Invariant Similarity Activation Map Contrastive Learning for Retrieval-Based Long-Term Visual Localization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 313-328
作者:  Hanjiang Hu;  Hesheng Wang;  Zhe Liu;  Weidong Chen
Adobe PDF(20920Kb)  |  收藏  |  浏览/下载：265/47  |  提交时间：2021/11/03
Deep representation learning  place recognition  visual localization  
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 205-234
作者:  Xin Liu;  Mingyu Yan;  Lei Deng;  Guoqi Li;  Xiaochun Ye;  Dongrui Fan
Adobe PDF(2300Kb)  |  收藏  |  浏览/下载：247/51  |  提交时间：2021/11/03
Efficient training  graph convolutional networks (GCNs)  graph neural networks (GNNs)  sampling method  
Generative Adversarial Network Based Heuristics for Sampling-Based Path Planning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 1, 页码: 64-74
作者:  Tianyi Zhang;  Jiankun Wang;  Max Q.-H. Meng
Adobe PDF(19604Kb)  |  收藏  |  浏览/下载：249/47  |  提交时间：2021/11/03
Generative adversarial network (GAN)  optimal path planning  robot path planning  sampling-based path planning