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基于深度学习的城市生活垃圾检测系统研究 学位论文
工程硕士学位, 中科院大学自动化研究所自动化大厦十三层第一会议室: 中国科学院大学自动化研究所, 2021
Authors:  李名扬
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垃圾分类,深度学习,目标检测,自注意力机制,目标跟踪  
基于功能磁共振脑影像的抑郁症影像学标志物研究 学位论文
, 中国科学院自动化研究所智能化大厦 3 层第四会议室: 中国科学院自动化研究所, 2021
Authors:  支冬梅
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抑郁症,动态功能网络连接,多模态融合,深度学习,亚型识别,分类  
基于图方法的网络空间对象建模研究与应用 学位论文
工学博士, 中国科学院自动化研究所: 中国科学院大学, 2021
Authors:  崔泽宇
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对象建模  图方法  深度图模型  动态图  时序建模  
Total Variation Constrained Non-Negative Matrix Factorization for Medical Image Registration 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 5, 页码: 1025-1037
Authors:  Chengcai Leng;  Hai Zhang;  Guorong Cai;  Zhen Chen;  Anup Basu
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Data clustering  dimension reduction  image registration  non-negative matrix factorization (NMF)  total variation (TV)  
Efficient and High-quality Recommendations via Momentum-incorporated Parallel Stochastic Gradient Descent-Based Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 402-411
Authors:  Xin Luo;  Wen Qin;  Ani Dong;  Khaled Sedraoui;  MengChu Zhou
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Big data  industrial application  industrial data  latent factor analysis  machine learning  parallel algorithm  recommender system (RS)  stochastic gradient descent (SGD)  
Residual-driven Fuzzy C-Means Clustering for Image Segmentation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 876-889
Authors:  Cong Wang;  Witold Pedrycz;  ZhiWu Li;  MengChu Zhou
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Fuzzy C-Means  image segmentation  mixed or unknown noise  residual-driven  weighted regularization  
Deep Learning for EMG-based Human-Machine Interaction: A Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 3, 页码: 512-533
Authors:  Dezhen Xiong;  Daohui Zhang;  Xingang Zhao;  Yiwen Zhao
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Accuracy  deep learning  electromyography (EMG)  human-machine interaction (HMI)  robustness  
Deep Learning in Sheet Metal Bending With a Novel Theory-Guided Deep Neural Network 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 3, 页码: 565-581
Authors:  Shiming Liu;  Yifan Xia;  Zhusheng Shi;  Hui Yu;  Zhiqiang Li;  Jianguo Lin
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Data-driven deep learning  deep learning  deep neural network (DNN)  intelligent manufacturing  machine learning  sheet metal forming  springback  theory-guided deep learning  theory-guided regularization  
Robust Latent Factor Analysis for Precise Representation of High-Dimensional and Sparse Data 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 796-805
Authors:  Di Wu;  Xin Luo
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High-dimensional and sparse matrix  L1-norm  L2-norm  latent factor model  recommender system  smooth L1-norm  
An Ellipsoidal Set-Membership Approach to Distributed Joint State and Sensor Fault Estimation of Autonomous Ground Vehicles 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 6, 页码: 1107-1118
Authors:  Eman Mousavinejad;  Xiaohua Ge;  Qing-Long Han;  Teng Joon Lim;  Ljubo Vlacic
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Autonomous ground vehicle (AGV)  distributed set-membership estimation  fault estimation  sensor networks  vehicle lateral dynamics