An ensemble approach for short-term load forecasting by extreme learning machine

• Main Authors: Li, Song, Goel, Lalit, Wang, Peng
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2017
• Subjects: Ensemble method; Extreme learning machine
• Online Access: https://hdl.handle.net/10356/84957; http://hdl.handle.net/10220/42087
• Institution: Nanyang Technological University

This paper proposes a novel ensemble method for short-term load forecasting based on wavelet transform, extreme learning machine (ELM) and partial least squares regression. In order to improve forecasting performance, a wavelet-based ensemble strategy is introduced into the forecasting model. The in...