Short-term load forecasting based on temporal importance analysis and feature extraction

• Published in: Electric power systems research Vol. 244; p. 111551
• Main Authors: Yuqi, Ji, An, An, Lu, Zhang, Ping, He, Xiaomei, Liu
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.07.2025
• Subjects: Convolution neural network; EIIR importance algorithm; load feature extraction; Short-term load forecasting; Short-term load forecasting; Convolution neural network; load feature extraction; EIIR importance algorithm

•An algorithm for extracting the importance of extreme points based on time series is proposed. Through the marking and calculation of the importance of extreme points, the morphological features of load curves are captured, particularly those of the intervals between extreme points.•This paper focu...