Modelling and optimisation of photovoltaic power generation systems based on artificial intelligence algorithms

Applied Mathematics and Nonlinear Sciences, Journal Year: 2025, Volume and Issue: 10(1)

Published: Jan. 1, 2025

Abstract The study applies artificial intelligence algorithms to the field of photovoltaic power generation. After exploring construction a generation system, simulation system array is constructed in Matlab/Simulink platform, MPPT algorithm utilized ensure maximum output state step-up Boost circuit added, and point tracked by selecting perturbation observation method. Through experiments, characteristics PV cells tracking performance this paper were detected. Then, optimized particle swarm (PSO) construct optimal control strategy for using algorithm. PSO compared with PSO-MPPT maximize extraction track performance, order check optimization effect. When intensity sunlight increases, short-circuit current cell increases increases. external temperature decreases very little, decreases. efficiency four modes 99.78%, 99.60%, 99.59%, 99.54%, which significantly better than that algorithm, has ability.

Language: Английский

Hierarchical Game Optimization of Independent Shared Energy Storage System Considering Multiple Profits and Penalty

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 135448 - 135448

Published: March 1, 2025

Language: Английский