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Dynamic System Identification of Underwater Vehicles Using Multi-output Gaussian Processes 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 5, 页码: 681-693
作者:  Wilmer Ariza Ramirez;  Juš Kocijan;  Zhi Quan Leong;  Hung Duc Nguyen;  Shantha Gamini Jayasinghe
Adobe PDF(3231Kb)  |  收藏  |  浏览/下载：253/58  |  提交时间：2021/09/13
Dependent Gaussian processes  dynamic system identification  multi-output Gaussian processes  non-parametric identification  autonomous underwater vehicle (AUV)  
A Novel Product Remaining Useful Life Prediction Approach Considering Fault Effects 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 11, 页码: 1762-1773
作者:  Jingdong Lin;  Zheng Lin;  Guobo Liao;  Hongpeng Yin
Adobe PDF(1378Kb)  |  收藏  |  浏览/下载：167/57  |  提交时间：2021/09/03
Degradation process  fault effects  fault occurrence moment (FOM)  performance characteristic (PC)  remaining useful life (RUL)  
Generating Adversarial Samples on Multivariate Time Series using Variational Autoencoders 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 9, 页码: 1523-1538
作者:  Samuel Harford;  Fazle Karim;  Houshang Darabi
Adobe PDF(12886Kb)  |  收藏  |  浏览/下载：153/47  |  提交时间：2021/09/03
Adversarial machine learning  deep learning  multivariate time series  perturbation methods  
Kernel Generalization of Multi-Rate Probabilistic Principal Component Analysis for Fault Detection in Nonlinear Process 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 8, 页码: 1465-1476
作者:  Donglei Zheng;  Le Zhou;  Zhihuan Song
Adobe PDF(1388Kb)  |  收藏  |  浏览/下载：187/73  |  提交时间：2021/06/11
Fault detection  kernel method  multi-rate process  probability principal component analysis (PPCA)  
A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 7, 页码: 1222-1242
作者:  Ce Zhang;  Azim Eskandarian
Adobe PDF(42044Kb)  |  收藏  |  浏览/下载：225/58  |  提交时间：2021/06/11
Advanced driver assistance systems (ADAS)  data analysis  electroencephalography (EEG)  intelligent vehicles  machine learning algorithms  neural network  
fMRI-based Decoding of Visual Information from Human Brain Activity: A Brief Review 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 2, 页码: 170-184
作者:  Shuo Huang;  Wei Shao;  Mei-Ling Wang;  Dao-Qiang Zhang
Adobe PDF(4328Kb)  |  收藏  |  浏览/下载：180/49  |  提交时间：2021/04/22
Functional magnetic resonance imaging (fMRI)  functional alignment  brain activity, brain decoding  visual stimuli reconstruction  
Energy Consumption Prediction of a CNC Machining Process With Incomplete Data 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 5, 页码: 987-1000
作者:  Jian Pan;  Congbo Li;  Ying Tang;  Wei Li;  Xiaoou Li
Adobe PDF(2661Kb)  |  收藏  |  浏览/下载：218/53  |  提交时间：2021/04/09
Energy consumption prediction  incomplete data  generative adversarial imputation nets (GAIN)  gene expression programming (GEP)  
A Risk-Averse Remaining Useful Life Estimation for Predictive Maintenance 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 412-422
作者:  Chuang Chen;  Ningyun Lu;  Bin Jiang;  Cunsong Wang
Adobe PDF(1855Kb)  |  收藏  |  浏览/下载：197/69  |  提交时间：2021/04/09
Long short-term memory (LSTM) network  predictive maintenance  remaining useful life (RUL) estimation  risk-averse adaptation  support vector regression (SVR)  
Hybrid Approach to Document Anomaly Detection: An Application to Facilitate RPA in Title Insurance 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 1, 页码: 55-72
作者:  Abhijit Guha;  Debabrata Samanta
Adobe PDF(1485Kb)  |  收藏  |  浏览/下载：297/67  |  提交时间：2021/02/23
Anomaly detection  title insurance  autoencoder  one-class support vector machine (OSVM)  term frequency – inverse document frequency (TF-IDF)  robotic process automation  dimensionality reduction