A novel prediction of the PV system output current based on integration of optimized hyperparameters of multi-layer neural networks and polynomial regression models

QR Code

A novel prediction of the PV system output current based on integration of optimized hyperparameters of multi-layer neural networks and polynomial regression models

The renewable energy system has yielded substantial enhancements to worldwide power generation. Therefore, precise prediction of long-term renewable energy conductivity is vital for grid system. This study introduces a new predictive output current for the photovoltaic (PV) system using actual exper...

Full description

Bibliographic Details
Main Authors:	Ridha, Hussein Mohammed, Hizam, Hashim, Mirjalili, Seyedali, Othman, Mohammad Lutfi, Ya’acob, Mohammad Effendy, Abdul Wahab, Noor Izzri, Ahmadipour, Masoud
Format:	Article
Language:	English
Published:	Elsevier B.V. 2025
Online Access:	http://psasir.upm.edu.my/id/eprint/120530/ http://psasir.upm.edu.my/id/eprint/120530/1/120530.pdf

Similar Items

Parameter extraction of single, double, and three diodes photovoltaic model based on guaranteed convergence arithmetic optimization algorithm and modified third order Newton Raphson methods
by: Mohammed Ridha, Hussein, et al.
Published: (2022)

Novel parameter extraction for single, double, and three diodes photovoltaic models based on robust adaptive arithmetic optimization algorithm and adaptive damping method of Berndt-Hall-Hall-Hausman
by: Mohammed Ridha, Hussein, et al.
Published: (2022)

Multi-objective and multi-criteria decision making for Technoeconomic optimum design of hybrid standalone renewable energy system
by: Ridha, Hussein Mohammed, et al.
Published: (2024)

Multi-objective optimization and multi-criteria decision making aided by numerical method: framework and a case study of Malaysia and South Africa
by: Ridha, Hussein Mohammed, et al.
Published: (2022)

On the problem formulation for parameter extraction of the photovoltaic model: novel integration of hybrid evolutionary algorithm and Levenberg Marquardt based on adaptive damping parameter formula
by: Mohammed Ridha, Hussein, et al.
Published: (2022)

Zero root-mean-square error for single- and double-diode photovoltaic models parameter determination
by: Mohammed Ridha, Hussein, et al.
Published: (2022)

A novel theoretical and practical methodology for extracting the parameters of the single and double diode Photovoltaic models
by: Mohammed Ridha, Hussein, et al.
Published: (2022)

Decreasing of grid-tied PV power output due to thick haze phenomena in Malaysia
by: Ya'acob, Mohammad Effendy, et al.
Published: (2014)

Real time monitoring and analysis of tropical impact on PV performance based on LabVIEW architecture
by: Ya'acob, Mohd Effendy, et al.
Published: (2014)

Development of coconut-based floating structure for stand-alone solar PV system in the tropics
by: Fauzan, N., et al.
Published: (2017)

Field evaluation of five-level heat dissipation models under PV array structure installed in the tropics
by: Ya'acob, Mohammad Effendy, et al.
Published: (2015)

Impacts of PV module distribution in large scale solar infrastructures
by: Ya'acob, Mohammad Effendy, et al.
Published: (2022)

Tropical field observation of weed permanent shading on solar PV surface
by: Ya’acob, Mohammad Effendy, et al.
Published: (2023)

Mathematical model for effects of tropical temperature on performance of photovoltaic generators
by: Ya'acob, Mohammad Effendy
Published: (2014)

Multiple scenarios multi-objective salp swarm optimization for sizing of standalone photovoltaic system
by: Ridha, Hussein Mohammed, et al.
Published: (2020)

Optimal design of standalone photovoltaic system based on multi-objective particle swarm optimization: a case study of Malaysia
by: Ridha, Hussein Mohammed, et al.
Published: (2020)

Conceptual design of hybrid photovoltaic-thermoelectric generator (PV/TEG) for automated greenhouse system
by: Mohd Ariffin, Mohd Ruzaimi, et al.
Published: (2017)

Advancement in agriculture approaches with agrivoltaics natural cooling in large scale solar PV farms
by: Othman, Noor Fadzlinda, et al.
Published: (2023)

Microcontroller based DC energy logger for off-grid PV system application
by: Mohd Ariffin, Mohd Ruzaimi, et al.
Published: (2019)

Development of a retractable tray dryer for drying crops in solar PV farms
by: Yaacob, Mohammad Effendy, et al.
Published: (2018)

A simple approach in estimating the effectiveness of adapting mirror concentrator and tracking mechanism for PV arrays in the tropics
by: Ya'acob, M. Effendy, et al.
Published: (2014)

Bootstrap-based model selection in subset polynomial regression
by: Suparman, S., et al.
Published: (2018)

Development of stand-alone DC energy datalogger for off-grid PV system application based on microcontroller
by: Mohd Ariffin, Mohd Ruzaimi, et al.
Published: (2022)

Hyperparameter tuning of deep neural network in time series forecasting
by: Xiang, Kelly Pang Li, et al.
Published: (2024)

Hyperparameters tuning of random forest with harmony search in credit scoring
by: Goh, Rui Ying, et al.
Published: (2019)

Hyperparameter tuning of deep neural network in time series forecasting
by: Abdul Halim, Syafrina, et al.
Published: (2024)

Rooftop PV with battery storage for constant output power production
by: Jabal Ameli, Nasim
Published: (2013)

Rooftop PV with battery storage for constant output power production considering load characteristics
by: Jabalameli, Nasim, et al.
Published: (2013)

Estimation of photovoltaic models using an enhanced Henry gas solubility optimization algorithm with first-order adaptive damping Berndt-Hall-Hall-Hausman method
by: Ramachandran, Murugan, et al.
Published: (2024)

Tuning hyperparameters for gene interaction models in genome-wide association studies
by: Uppu, S., et al.
Published: (2017)

A device for evaluating photovoltaic (PV) module output performance and degradation
by: Mohd Shawal, Jadin, et al.
Published: (2022)

Considering a non-polynomial basis for local kernel regression problem
by: Silalahi, Divo Dharma, et al.
Published: (2016)

Islanding detection method using ridgelet probabilistic neural network in distributed generation
by: Ahmadipour, Masoud, et al.
Published: (2019)

Laguerre polynomials and functions
by: Karim B. Yaacob,
Published: (1997)

The classification of skateboarding tricks: A support vector machine hyperparameter evaluation optimisation
by: Muhammad Ar Rahim, Ibrahim, et al.
Published: (2021)

Short-Term Prediction of the Output Power of a Group of Neighbouring PV Plants
by: Al-Hilfi, Hasanain A. H.
Published: (2020)

Efficient operation of lithium-ion batteries based on GPV-forecasted PV output
by: Ahmad Syahiman, Mohd Shah, et al.
Published: (2017)

Sediment load prediction for rivers in Malaysia using evolutionary polynomial regression technique
by: Nadiatul Adilah, Ahmad Abdul Ghani, et al.
Published: (2018)

Optimum design of a standalone solar photovoltaic system based on novel integration of iterative-PESA-II and AHP-VIKOR methods
by: Ridha, Hussein Mohammed, et al.
Published: (2020)

Optimum design of a standalone photovoltaic system based on integration of iterative-PESA-II and AHP-VICKOR methods
by: Ridha, Hussein Mohammed, et al.
Published: (2020)