Missing data imputation for solar yield prediction using temporal multi-modal variational auto-encoder

• Main Authors: SHEN, Meng, ZHANG, Huaizheng, CAO, Yixin, YANG, Fan, WEN, Yonggang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: data imputation; multimodal learning; solar forecasting; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/7320; https://ink.library.smu.edu.sg/context/sis_research/article/8323/viewcontent/3474085.3475430.pdf
• Institution: Singapore Management University

The accurate and robust prediction of short-term solar power generation is significant for the management of modern smart grids, where solar power has become a major energy source due to its green and economical nature. However, the solar yield prediction can be difficult to conduct in the real worl...