An integrated forecasting system based on knee-based multi-objective optimization for solar radiation interval forecasting

作者:

Highlights:

• A dual-channel input structure is introduced in this study.

• A weighted mix-kernel function is used for solar interval forecasting.

• A novel optimization algorithm is developed in the selection of the final solution.

• The availability of multi-objective optimization is proved theoretically.

• A novel hybrid interval forecasting system LKM is established.

摘要

•A dual-channel input structure is introduced in this study.•A weighted mix-kernel function is used for solar interval forecasting.•A novel optimization algorithm is developed in the selection of the final solution.•The availability of multi-objective optimization is proved theoretically.•A novel hybrid interval forecasting system LKM is established.

论文关键词:Interval forecasting,Multi-objective optimization,Knee point,Hybrid kernel Rvm,Feature extraction

论文评审过程:Received 7 December 2021, Revised 25 February 2022, Accepted 17 March 2022, Available online 19 March 2022, Version of Record 24 March 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.116934