Predictive model based on graph convolutional neural network

• Published in: 2022 IEEE 6th Information Technology and Mechatronics Engineering Conference (ITOEC) Vol. 6; pp. 479 - 483
• Main Authors: Cao, Wanwan, Lu, Yu, Wang, Quanxiao, Guan, Jianchao, Guo, Jun
• Format: Conference Proceeding
• Language: English
• Published: IEEE 04.03.2022
• Subjects: Artificial Intelligence; Charge Forecast Model; Convolutional neural networks; Electric vehicle charging; Graph Convolutional Neural Network; Lion Algorithm; Load forecasting; Prediction algorithms; Predictive models; Sociology; Stability analysis

Aiming at the problems of low accuracy and poor stability of the existing electricity load forecasting models, an improvement based on Graph Convolutional Network (GCN) and Niche Immune Lion Algorithm (NILA) is proposed. Prediction model. First, niche immunity is used to limit the excessive repetiti...