An Online Multistep-Forward Voltage-Prediction Approach Based on an LSTM-TD Model and KF Algorithm

We propose a multistep-forward voltage-prediction approach combining a long short-term memory time-distributed model and the Kalman filter algorithm to improve prediction efficiency and reduce the demand for computing capability.

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Bibliographic Details
Published in:Computer (Long Beach, Calif.) Calif.), 2021-08, Vol.54 (8), p.56-65
Main Authors: Ni, Ye, Xia, Zhilong, Zhao, Fangtong, Fang, Chunrong, Chen, Zhenyu
Format: Article
Language:English
Subjects:
Algorithms
Computational modeling
Distributed memory
Electric potential
Kalman filters
Memory management
Prediction algorithms
Predictive models
Voltage
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Description
Summary:We propose a multistep-forward voltage-prediction approach combining a long short-term memory time-distributed model and the Kalman filter algorithm to improve prediction efficiency and reduce the demand for computing capability.
ISSN:0018-9162
1558-0814
DOI:10.1109/MC.2021.3070314