articleScientific ReportsMar 6, 2025GOLD OA

GWO and WOA variable step MPPT algorithms-based PV system output power optimization

University Mohamed Boudiaf of M'sila · University of Sciences and Technology Houari Boumediene · +6 more institutions

PubMed
Indexed incrossrefdoajpubmed

Abstract

The nonlinear characteristics and low efficiency of photovoltaic (PV) systems remain critical challenges that necessitate advanced solutions. This study proposes two innovative Maximum Power Point Tracking (MPPT) algorithms based on the Whale Optimization Algorithm (WOA) and Grey Wolf Optimization (GWO). The primary advantage of these methods lies in their adaptive step-size optimization, leveraging multiple criteria to determine the optimal step size. A novel fitness function was developed to improve tracking accuracy, minimize ripple, and reduce overshoot. Simulation results demonstrated remarkable improvements, including up to 98% reduction in ripple, 67% reduction in overshoot, and significant improvements…

Citation impact

45
total citations
FWCI
12.76
Percentile
100%
References
36
Citations per year

Authors

7

Topics & keywords

Keywords
  • Overshoot (microwave communication)
  • Ripple
  • Reduction (mathematics)
  • Photovoltaic system
  • Maximum power point tracking
  • Computer science
  • Control theory (sociology)
  • Power (physics)
UN Sustainable Development Goals
  • Affordable and clean energy
No related works found for this paper.