A review on modeling of solar photovoltaic systems using artificial neural networks, fuzzy logic, genetic algorithm and hybrid models

KS Garud, S Jayaraj, MY Lee - International Journal of Energy …, 2021 - Wiley Online Library
The uncertainty associated with modeling and performance prediction of solar photovoltaic
systems could be easily and efficiently solved by artificial intelligence techniques. During the …

Optimizing the thermal performance of solar energy devices using meta-heuristic algorithms: A critical review

A Afzal, A Buradi, R Jilte, S Shaik, AR Kaladgi… - … and Sustainable Energy …, 2023 - Elsevier
Since solar energy is intermittent, finding the best solutions for solar operated devices is a
challenge. Multiple techniques exist to reach the best solutions for optimal solar operated …

[HTML][HTML] Multi-objective optimizations and multi-criteria assessments for a nanofluid-aided geothermal PV hybrid system

Z Liu, X Yang, HM Ali, R Liu, J Yan - Energy Reports, 2023 - Elsevier
Energy transition has brought widespread attentions to the concept of coupled utilization of
the geothermal and solar energy. This paper provides an integrated assessment on …

Hybrid photovoltaic/thermal and ground source heat pump: Review and perspective

T You, W Wu, H Yang, J Liu, X Li - Renewable and Sustainable Energy …, 2021 - Elsevier
Ground source heat pump (GSHP) is widely studied for building energy efficiency but suffers
from soil thermal imbalance and performance deterioration in heating-dominant regions …

A comparative performance analysis of ANN algorithms for MPPT energy harvesting in solar PV system

RB Roy, M Rokonuzzaman, N Amin, MK Mishu… - IEEE …, 2021 - ieeexplore.ieee.org
In this paper, artificial neural network (ANN) based Levenberg-Marquardt (LM), Bayesian
Regularization (BR) and Scaled Conjugate Gradient (SCG) algorithms are deployed in …

Multi-objective genetic algorithm based sizing optimization of a stand-alone wind/PV power supply system with enhanced battery/supercapacitor hybrid energy …

A Abdelkader, A Rabeh, DM Ali, J Mohamed - Energy, 2018 - Elsevier
The present paper proposes a new approach to optimize the sizing of a multi-source
PV/Wind with Hybrid Energy Storage System (HESS). Hence, a developed modeling of all …

The role of sensitivity analysis in the building performance analysis: A critical review

Z Pang, Z O'Neill, Y Li, F Niu - Energy and Buildings, 2020 - Elsevier
A building system is highly nonlinear and commonly includes a variety of parameters
ranging from the architectural design to the building mechanical and energy system. Serving …

Optimization of an integrated system including a photovoltaic/thermal system and a ground source heat pump system for building energy supply in cold areas

G Qiu, K Li, W Cai, S Yu - Applied Energy, 2023 - Elsevier
The photovoltaic (PV) collectors tend to overheat in summer, which reduces the efficiency of
power generation. The unbalanced heating and cooling loads cause the ground source heat …

[HTML][HTML] A comprehensive review: study of artificial intelligence optimization technique applications in a hybrid microgrid at times of fault outbreaks

MLT Zulu, RP Carpanen, R Tiako - Energies, 2023 - mdpi.com
The use of fossil-fueled power stations to generate electricity has had a damaging effect
over the years, necessitating the need for alternative energy sources. Microgrids consisting …

Recent advances and development in optimal design and control of ground source heat pump systems

Z Ma, L Xia, X Gong, G Kokogiannakis, S Wang… - … and Sustainable Energy …, 2020 - Elsevier
Ground source heat pump (GSHP) systems have attracted wide attention in developing
energy-efficient buildings. Considering the high upfront cost of GSHP systems, appropriate …