Optimal Parameter Estimation for Solar PV Panel Based on ANN and Adaptive Particle Swarm Optimization

Parameter estimation for solar photovoltaic panels is a popular research topic in green energy. Model parameters can be used for fault diagnosis in solar panels. Artificial neural network (ANN) approaches have been developed to estimate the model parameters of solar panels. In this study, an ANN and...

Full description

Bibliographic Details
Published in:	Algorithms
Main Authors:	Wai Lun Lo, Henry Shu Hung Chung, Richard Tai Chiu Hsung, Hong Fu, Tony Yulin Zhu, Tak Wai Shen, Harris Sik Ho Tsang
Format:	Article
Language:	English
Published:	MDPI AG 2025-09-01
Subjects:	PV panel parameter estimation artificial neural network Adaptive Particle Swarm Optimization
Online Access:	https://www.mdpi.com/1999-4893/18/10/598

Similar Items

PV Panel Model Parameter Estimation by Using Particle Swarm Optimization and Artificial Neural Network
by: Wai-Lun Lo, et al.
Published: (2024-05-01)

PV Panel Model Parameter Estimation by Using Neural Network
by: Wai Lun Lo, et al.
Published: (2023-03-01)

Modified Salp Swarm Optimization for Parameter Estimation of Solar PV Models
by: Mokhtar Yaghoubi, et al.
Published: (2022-01-01)

Assessment of the Impact of Direct Water Cooling and Cleaning System Operating Scenarios on PV Panel Performance
by: Krzysztof Sornek
Published: (2024-09-01)

Smart optimization of PV panel output using Fuzzy Logic Controller based solar tracker
by: Marhani Rosyadah, et al.
Published: (2022-02-01)

The Effects of Soiling and Frequency of Optimal Cleaning of PV Panels in Palestine
by: Ramez Abdallah, et al.
Published: (2022-06-01)

New Technique for Treatment of the dust accumulation from PV solar panels surface
by: Naseer K. Kasim
Published: (2010-11-01)

Determination of Optimal Elevation of Silicon Bifacial Solar Panel
by: Alaa H. Salum, et al.
Published: (2022-06-01)

Assessment of Long-Term Photovoltaic (PV) Power Potential in China Based on High-Quality Solar Radiation and Optimal Tilt Angles of PV Panels
by: Wenbo Zhao, et al.
Published: (2025-09-01)

Investigating the influence of nanofluid on photovoltaic-thermal systems concerning photovoltaic panel performance
by: Zainal Arifin, et al.
Published: (2024-09-01)

An Advanced Bio-Inspired Mantis Search Algorithm for Characterization of PV Panel and Global Optimization of Its Model Parameters
by: Ghareeb Moustafa, et al.
Published: (2023-10-01)

EFFECT OF REFLECTOR APPLICATION ON PV PANEL PERFORMANCE UNDER EGYPTIAN CONDITIONS
by: Mamdouh Abbas HELMY, et al.
Published: (2014-10-01)

Comparison of the input filter effect to PV panel by SEPIC MPPT converter
by: Erdal Şehirli
Published: (2023-09-01)

DETERMINATION OF THE OPTIMAL SOLAR PANEL TILT ANGLE FOR BAKU AND NAKHCHIVAN
by: ISLAMOV S., et al.
Published: (2024-12-01)

OPTIMIZATION OF PRISMATIC CORE SANDWICH PANEL BASED ON PARTICLE SWARM ALGORITHM
by: حسین Hemmatian, et al.
Published: (2010-03-01)

Photovoltaic Panel Parameters Estimation Using an Opposition Based Initialization Particle Swarm Optimization
by: Cilina Touabi, et al.
Published: (2023-02-01)

Photovoltaic panels tilt angle optimization
by: Sado Kerry A., et al.
Published: (2021-01-01)

Electroluminescence as a Tool to Study the Polarization Characteristics and Generation Mechanism in Silicon PV Panels
by: Yanfu Zhang, et al.
Published: (2023-01-01)

Productivity Modeling and Analysis of Mono- and Bifacial PV Panels Under Different Weather Conditions and Reflection Surfaces for Application in the Agriculture Sector
by: Ludmil Stoyanov, et al.
Published: (2025-09-01)

New Gen Controlling Variable Using Dragonfly Algorithm in PV Panel
by: Shabana Urooj, et al.
Published: (2021-02-01)

Solar PV energy: From material to use, and the most commonly used techniques to maximize the power output of PV systems: A focus on solar trackers and floating solar panels
by: Aboubakr El Hammoumi, et al.
Published: (2022-11-01)

An IoT-Based System for Fault Detection and Diagnosis in Solar PV Panels
by: D. Balakrishnan, et al.
Published: (2023-01-01)

Experimental assessment of the effects of water quality and PV panel orientation on green hydrogen production
by: Sahbi Ben Abdelwahed, et al.
Published: (2025-03-01)

Experimental Evaluation of PV Panel Efficiency Using Evaporative Cooling Integrated with Water Spraying
by: Deyaa Mohammed Noori Mahmood, et al.
Published: (2023-05-01)

Cooling PV panels by free and forced convections: Experiments and comparative study
by: Tarek Ibrahim, et al.
Published: (2023-09-01)

Power generation potential of PV panels on building facades — facing cardinal directions in tropical climatic conditions
by: S.B. Karuppannan, et al.
Published: (2025-01-01)

Performance enhancement of PV panels by a channel shaped heat exchanger with an electromechanical control
by: Hussein Idan, et al.
Published: (2024-07-01)

Optimization of photovoltaic panel deployment in centralized photovoltaic power plant under multiple factors
by: Rongquan Fan, et al.
Published: (2023-01-01)

Particle Swarm Optimization for Optimal Frequency Response with High Penetration of Photovoltaic and Wind Generation
by: Manuel S. Alvarez-Alvarado, et al.
Published: (2022-11-01)

Comparative analysis of experimental and modelling of bifacial PV panel: a step towards digital twin
by: Said Halwani, et al.
Published: (2025-09-01)

NFLUENCE OF TILT ANGLE ON PV ELECTRICITY GENERATION IN TARGU JIUAREA. PART 2-RESULTS AND DISCUSSION
by: Mihai Cruceru
Published: (2018-11-01)

NFLUENCE OF TILT ANGLE ON PV ELECTRICITY GENERATION IN TARGU JIUAREA. PART 1 -MAIN PARAMETERS
by: Mihai Cruceru
Published: (2018-11-01)

Vortex generators as a passive cleaning method for solar PV panels
by: M. Mekawy Dagher, et al.
Published: (2022-11-01)

Assessing the Features of PV System’s Data and the Soiling Effects on PV System’s Performance Based on the Field Data
by: Ali Al Humairi, et al.
Published: (2024-09-01)

Modelling and optimization of phase change materials (PCM)-based passive cooling of solar PV panels in multi climate conditions
by: Asif Durez, et al.
Published: (2023-06-01)

Indoor PV Modeling Based on the One-Diode Model
by: Christopher Jun Qian Teh, et al.
Published: (2024-01-01)

Low-cost virtual instrumentation of PV panel characteristics using Excel and Arduino in comparison with traditional instrumentation
by: Aboubakr El Hammoumi, et al.
Published: (2018-03-01)

Performance improvement of PV panel using water cooling technology under Egyptian conditions
by: A. Khalil, et al.
Published: (2019-06-01)

Optimal PI controller based PSO optimization for PV inverter using SPWM techniques
by: Maher G.M. Abdolrasol, et al.
Published: (2022-04-01)

Optimal Control and Optimization of Grid-Connected PV and Wind Turbine Hybrid Systems Using Electric Eel Foraging Optimization Algorithms
by: Saad A. Mohamed Abdelwahab, et al.
Published: (2024-04-01)