Data fusion combined with echo state network for multivariate time series prediction in complex electromechanical system

Computational and Applied Mathematics ◽

10.1007/s40314-018-0669-4 ◽

2018 ◽

Vol 37 (5) ◽

pp. 5920-5934 ◽

Author(s):

Yanjie Liang ◽

Zhiyong Gao ◽

Jianmin Gao ◽

Rongxi Wang ◽

Hao Zhao

Keyword(s):

Time Series ◽

Data Fusion ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Electromechanical System ◽

Echo State Network

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Subspace Echo State Network for Multivariate Time Series Prediction

Neural Information Processing - Lecture Notes in Computer Science ◽

10.1007/978-3-642-34500-5_80 ◽

2012 ◽

pp. 681-688 ◽

Author(s):

Min Han ◽

Meiling Xu

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

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Broad echo state network for multivariate time series prediction

Journal of the Franklin Institute ◽

10.1016/j.jfranklin.2019.01.027 ◽

2019 ◽

Vol 356 (9) ◽

pp. 4888-4906 ◽

Author(s):

Xianshuang Yao ◽

Zhanshan Wang

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

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Adaptive Elastic Echo State Network for Multivariate Time Series Prediction

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2015.2467167 ◽

2016 ◽

Vol 46 (10) ◽

pp. 2173-2183 ◽

Author(s):

Meiling Xu ◽

Min Han

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

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Laplacian Echo State Network for Multivariate Time Series Prediction

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2016.2574963 ◽

2018 ◽

Vol 29 (1) ◽

pp. 238-244 ◽

Author(s):

Min Han ◽

Meiling Xu

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series ◽

Echo State Network

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Deep Echo State Network with Multiple Adaptive Reservoirs for Time Series Prediction

IEEE Transactions on Cognitive and Developmental Systems ◽

10.1109/tcds.2021.3062177 ◽

2021 ◽

pp. 1-1

Author(s):

Zhanshan Wang ◽

Xianshuang Yao ◽

Zhanjun Huang ◽

Lei Liu

Keyword(s):

Time Series ◽

Time Series Prediction ◽

Echo State Network

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Time series prediction based on echo state network tuned by divided adaptive multi-objective differential evolution algorithm

Soft Computing ◽

10.1007/s00500-020-05457-8 ◽

2021 ◽

Author(s):

Weijie Ren ◽

Yiwen Wang ◽

Min Han

Keyword(s):

Time Series ◽

Differential Evolution ◽

Time Series Prediction ◽

Differential Evolution Algorithm ◽

Echo State Network ◽

Multi Objective ◽

Evolution Algorithm

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Multivariate Time Series Prediction by Neural Network Combining SVD

2006 IEEE International Conference on Systems, Man and Cybernetics ◽

10.1109/icsmc.2006.384737 ◽

2006 ◽

Author(s):

Min Han ◽

Mingning Fan ◽

Zhiwei Shi

Keyword(s):

Neural Network ◽

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series

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Extended Kalman Filter Based Echo State Network for Time Series Prediction using MapReduce Framework

2013 IEEE 9th International Conference on Mobile Ad-hoc and Sensor Networks ◽

10.1109/msn.2013.61 ◽

2013 ◽

Author(s):

Chunyang Sheng ◽

Jun Zhao ◽

Henry Leung ◽

Wei Wang

Keyword(s):

Time Series ◽

Kalman Filter ◽

Extended Kalman Filter ◽

Time Series Prediction ◽

Echo State Network ◽

Mapreduce Framework

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Genetic algorithm optimized double-reservoir echo state network for multi-regime time series prediction

Neurocomputing ◽

10.1016/j.neucom.2017.01.053 ◽

2017 ◽

Vol 238 ◽

pp. 191-204 ◽

Author(s):

Shisheng Zhong ◽

Xiaolong Xie ◽

Lin Lin ◽

Fang Wang

Keyword(s):

Genetic Algorithm ◽

Time Series ◽

Time Series Prediction ◽

Echo State Network

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Predicting Multivariate Time Series Using Subspace Echo State Network

Neural Processing Letters ◽

10.1007/s11063-013-9324-7 ◽

2013 ◽

Vol 41 (2) ◽

pp. 201-209 ◽

Author(s):

Min Han ◽

Meiling Xu

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Echo State Network

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