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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.

Publicado en:Computer (00189162) Vol. 54; no. 8; pp. 56 - 66
Autores principales: Ni, Ye, Xia, Zhilong, Zhao, Fangtong, Fang, Chunrong, Chen, Zhenyu
Formato: Artículo
Publicado: IEEE Aug2021
Materias:
Demand forecasting
Kalman filtering
Algorithms
On-demand computing
Prediction models
Acceso en línea:Ver este registro en EBSCOhost
Sumario: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.