Hybrid Global Maximum Power Point Tracking for Partially Shaded Photovoltaic Arrays Using Improved Cuckoo Search and Synergetic Control

Partial shading creates multiple peaks in the power–voltage characteristic of a photovoltaic (PV) array, making global maximum power point tracking (MPPT) difficult. This study investigates ICS-Synergetic Control, an event-triggered global–local MPPT framework for a series-connected PV array and Boost converter, in which an improved cuckoo search evaluates candidate peak regions, synergetic control regulates the accepted operating point, and a locking mechanism limits unnecessary perturbations. Two sensing configurations are considered: ICS-SC-I uses module-level irradiance, whereas ICS-SC-E uses electrical measurements only. The controllers are compared with P&O, INC, CSA, GWO, PSO, and NSPSO-INC in MATLAB/Simulink switched-model simulations using a four-stage irradiance profile. With module-level irradiance available to all controllers, ICS-SC-I achieved a mean trajectory energy utilization of 96.992% over 30 repeated runs and satisfied a sustained ±2% GMPP criterion in all 120 stage events. Under the information-matched electrical-only condition, ICS-SC-E captured slightly less energy than PSO and NSPSO-INC, indicating that the irradiance information contributes substantially to this result. Module-removal tests identified peak-family prediction and search scheduling as the main determinants of transient loss. StarSim hardware-in-the-loop tests of the proposed controller and NSPSO-INC confirmed real-time execution and post-transition recovery under the evaluated conditions.

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Publication Details

Journal
Energies
Published
2026-10-09
DOI
https://doi.org/10.3390/en19204770
Primary Topic
Photovoltaic System Optimization Techniques
Type
article
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article

Hybrid Global Maximum Power Point Tracking for Partially Shaded Photovoltaic Arrays Using Improved Cuckoo Search and Synergetic Control

Bao Zhang, Wei Yuan, Rui Xiao, Jianguo Lou
Energies
Photovoltaic System Optimization Techniques
article

Hybrid Global Maximum Power Point Tracking for Partially Shaded Photovoltaic Arrays Using Improved Cuckoo Search and Synergetic Control

Bao Zhang, Wei Yuan, Rui Xiao, Jianguo Lou
article en

Abstract

Partial shading creates multiple peaks in the power–voltage characteristic of a photovoltaic (PV) array, making global maximum power point tracking (MPPT) difficult. This study investigates ICS-Synergetic Control, an event-triggered global–local MPPT framework for a series-connected PV array and Boost converter, in which an improved cuckoo search evaluates candidate peak regions, synergetic control regulates the accepted operating point, and a locking mechanism limits unnecessary perturbations. Two sensing configurations are considered: ICS-SC-I uses module-level irradiance, whereas ICS-SC-E uses electrical measurements only. The controllers are compared with P&O, INC, CSA, GWO, PSO, and NSPSO-INC in MATLAB/Simulink switched-model simulations using a four-stage irradiance profile. With module-level irradiance available to all controllers, ICS-SC-I achieved a mean trajectory energy utilization of 96.992% over 30 repeated runs and satisfied a sustained ±2% GMPP criterion in all 120 stage events. Under the information-matched electrical-only condition, ICS-SC-E captured slightly less energy than PSO and NSPSO-INC, indicating that the irradiance information contributes substantially to this result. Module-removal tests identified peak-family prediction and search scheduling as the main determinants of transient loss. StarSim hardware-in-the-loop tests of the proposed controller and NSPSO-INC confirmed real-time execution and post-transition recovery under the evaluated conditions.

EnergiesVol. 19(20)
Huainan Normal University (CN)
Openalex Percentile: Top 33%
Photovoltaic System Optimization Techniques
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Hybrid Global Maximum Power Point Tracking for Partially Shaded Photovoltaic Arrays Using Improved Cuckoo Search and Synergetic Control — Bao Zhang, Wei Yuan, et al. · Energies (2026) | TGRS Research Map | TGRS