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A Novel Approach for State of Health Estimation and Remaining Useful Life Prediction of Supercapacitors Using an Improved Honey Badger Algorithm Assisted Hybrid Neural Network 期刊论文
PROTECTION AND CONTROL OF MODERN POWER SYSTEMS, 2024, 卷号: 9, 期号: 6, 页码: 1-18
作者:  Yi, Zhenxiao;  Wang, Shi;  Li, Zhaoting;  Wang, Licheng;  Wang, Kai
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Accuracy  Recurrent neural networks  Computational modeling  Time series analysis  Predictive models  Supercapacitors  Feature extraction  Prediction algorithms  Convolutional neural networks  Long short term memory  state of health  re-maining useful life  honey badger algorithm  recurrent dropout  
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 10, 页码: 5388-5408
作者:  Jin, Guangyin;  Liang, Yuxuan;  Fang, Yuchen;  Shao, Zezhi;  Huang, Jincai;  Zhang, Junbo;  Zheng, Yu
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Surveys  Task analysis  Time series analysis  Transportation  Topology  Graph neural networks  Deep learning  predictive learning  spatio-temporal data mining  time series  urban computing  
An Unsupervised Long- and Short-Term Sparse Graph Neural Network for Multisensor Anomaly Detection 期刊论文
IEEE SENSORS JOURNAL, 2024, 卷号: 24, 期号: 14, 页码: 23088-23097
作者:  Miao, Qiucheng;  Wang, Dandan;  Xu, Chuanfu;  Zhan, Jun;  Wu, Chengkun
收藏  |  浏览/下载:2/0  |  提交时间:2024/12/06
Sensors  Anomaly detection  Time series analysis  Sensor systems  Graph neural networks  Correlation  Sensor fusion  Graph neural network (GNN)  long-term  short-term  skip-gate recurrent unit (skip-GRU)  
Modality Consistency-Guided Contrastive Learning for Wearable-Based Human Activity Recognition 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 21750-21762
作者:  Guo, Changru;  Zhang, Yingwei;  Chen, Yiqiang;  Xu, Chenyang;  Wang, Zhong
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Human activity recognition  Self-supervised learning  Task analysis  Data models  Time series analysis  Internet of Things  Face recognition  Contrastive learning (CL)  human activity recognition (HAR)  intermodality  intramodality  self-supervised  
DMGSTCN: Dynamic Multigraph Spatio-Temporal Convolution Network for Traffic Forecasting 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 22208-22219
作者:  Qin, Yanjun;  Tao, Xiaoming;  Fang, Yuchen;  Luo, Haiyong;  Zhao, Fang;  Wang, Chenxing
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Time series analysis  Convolution  Forecasting  Correlation  Task analysis  Roads  Predictive models  Graph convolution network (GCN)  spatial-temporal data  traffic forecasting  
STWave+: A Multi-Scale Efficient Spectral Graph Attention Network With Long-Term Trends for Disentangled Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 6, 页码: 2671-2685
作者:  Fang, Yuchen;  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Zheng, Kai
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Market research  Forecasting  Roads  Time series analysis  Sensors  Correlation  Encoding  Contrastive learning  graph attention network  spatio-temporal data  traffic forecasting  
Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 卷号: 15, 期号: 1, 页码: 30
作者:  Ma, Shuo;  Zhang, Yingwei;  Chen, Yiqiang;  Xie, Tao;  Song, Shuchao;  Jia, Ziyu
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
physiological signal  time-series signal  sleep stage classification  domain generalization  subject independent  
Adaptive Memory Networks With Self-Supervised Learning for Unsupervised Anomaly Detection 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 12, 页码: 12068-12080
作者:  Zhang, Yuxin;  Wang, Jindong;  Chen, Yiqiang;  Yu, Han;  Qin, Tao
收藏  |  浏览/下载:12/0  |  提交时间:2024/05/20
Unsupervised anomaly detection  time series  self-supervised learning  memory network  
Accelerating k-Shape Time Series Clustering Algorithm Using GPU 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 10, 页码: 2718-2734
作者:  Wang, Xun;  Song, Ruibao;  Xiao, Junmin;  Li, Tong;  Li, Xueqi
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
Data space  time series analysis  time series clustering  GPU architecture  k-shape algorithm  
A combination predicting methodology based on T-LSTNet_Markov for short-term wind power prediction 期刊论文
NETWORK-COMPUTATION IN NEURAL SYSTEMS, 2023, 页码: 23
作者:  Wang, Yongsheng;  Wu, Yuhao;  Xu, Hao;  Chen, Zhen;  Gao, Jing;  Xu, ZhiWei;  Li, Leixiao
收藏  |  浏览/下载:16/0  |  提交时间:2023/12/04
Wind power forecast  T-LSTNet_markov model  Deep learning  Time series analysis