Study on the accuracy and stability of distributed photovoltaic customer load forecasting based on hybrid modeling DOI Open Access

Hongtao Shen,

Bo Feng,

Guinan Han

и другие.

Applied Mathematics and Nonlinear Sciences, Год журнала: 2025, Номер 10(1)

Опубликована: Янв. 1, 2025

Abstract In this paper, a simplified mathematical model of distributed PV grid-connection is constructed under two control strategies based on the basic principles generation system. After that, mapping relationship between input data and output predicted value obtained by time series prediction method, basis which with hybrid (CNN-LSTM) established. Finally, stability customer load voltage analyzed using continuous tidal current method. The results show that in paper has high accuracy for predicting customers. Without affecting user satisfaction, strategy regulates each controllable side separately transfers to side. quantitative analysis static distribution network before after DC access confirms can effectively improve network, larger capacity within allowed range system, better is.

Язык: Английский

Comprehensive Engineering Analysis of PEMFC Gas Diffusion Layers: Simulation-Based Evaluation of Four Groundbreaking Structural Modifications DOI Creative Commons
Ala’a M. Al-Falahat, Saad S. Alrwashdeh

Results in Engineering, Год журнала: 2025, Номер unknown, С. 104298 - 104298

Опубликована: Фев. 1, 2025

Язык: Английский

Процитировано

1
Study on the accuracy and stability of distributed photovoltaic customer load forecasting based on hybrid modeling DOI Open Access

Hongtao Shen,

Bo Feng,

Guinan Han

и другие.

Applied Mathematics and Nonlinear Sciences, Год журнала: 2025, Номер 10(1)

Опубликована: Янв. 1, 2025

Abstract In this paper, a simplified mathematical model of distributed PV grid-connection is constructed under two control strategies based on the basic principles generation system. After that, mapping relationship between input data and output predicted value obtained by time series prediction method, basis which with hybrid (CNN-LSTM) established. Finally, stability customer load voltage analyzed using continuous tidal current method. The results show that in paper has high accuracy for predicting customers. Without affecting user satisfaction, strategy regulates each controllable side separately transfers to side. quantitative analysis static distribution network before after DC access confirms can effectively improve network, larger capacity within allowed range system, better is.

Язык: Английский

Процитировано

0