Random vector functional link neural network based ensemble deep learning for short-term load forecasting

• Main Authors: Gao, Ruobin, Du, Liang, Suganthan, Ponnuthurai Nagaratnam, Zhou, Qin, Yuen, Kum Fai
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Forecasting; Deep Learning
• Online Access: https://hdl.handle.net/10356/170493
• Institution: Nanyang Technological University

Electric load forecasting is essential for the planning and maintenance of power systems. However, its unstationary and non-linear properties impose significant difficulties in predicting future demand. This paper proposes a novel ensemble deep Random Vector Functional Link (edRVFL) network for elec...