A comprehensive analysis for multi-objective distributed generations and capacitor banks placement in radial distribution networks using hybrid neural network algorithm

作者:

Highlights:

• A new hybrid algorithm SOS-NNA is proposed for distribution systems optimization.

• A multi-objective framework relating to five technical objectives is presented.

• The best planning and operation solution is given for distribution systems.

• Voltage-dependent load model and hourly generation scheduling cases are examined.

• The superiority of proposed hybrid algorithm over other algorithms is verified.

摘要

•A new hybrid algorithm SOS-NNA is proposed for distribution systems optimization.•A multi-objective framework relating to five technical objectives is presented.•The best planning and operation solution is given for distribution systems.•Voltage-dependent load model and hourly generation scheduling cases are examined.•The superiority of proposed hybrid algorithm over other algorithms is verified.

论文关键词:Multi-objective optimization,Neural network algorithm,Radial distribution network,Simultaneous distributed generation and capacitor placement,Symbiotic organism search,Voltage-dependent load model

论文评审过程:Received 9 December 2020, Revised 14 May 2021, Accepted 9 August 2021, Available online 12 August 2021, Version of Record 1 September 2021.

论文官网地址:https://doi.org/10.1016/j.knosys.2021.107387