Short-term load forecasting by wavelet transform and evolutionary extreme learning machine

• Main Authors: Li, Song, Wang, Peng, Goel, Lalit
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2015
• Subjects: DRNTU::Engineering::Electrical and electronic engineering::Antennas, wave guides, microwaves, radar, radio
• Online Access: https://hdl.handle.net/10356/107399; http://hdl.handle.net/10220/25475; http://dx.doi.org/10.1016/j.epsr.2015.01.002
• Institution: Nanyang Technological University

This paper proposes a novel short-term load forecasting (STLF) method based on wavelet transform, extreme learning machine (ELM) and modified artificial bee colony (MABC) algorithm. The wavelet transform is used to decompose the load series for capturing the complicated features at different frequen...