Leveraging AI for Sustainable Energy Development in Solar Power Plants Operating Under Shading Conditions DOI Creative Commons
Farhad Khosrojerdi, Stéphane Gagnon, Raul Valverde

и другие.

Energies, Год журнала: 2025, Номер 18(11), С. 2960 - 2960

Опубликована: Июнь 4, 2025

In a photovoltaic (PV) system, shading caused by weather and environmental factors can significantly impact electricity production. For over decade, artificial intelligence (AI) techniques have been applied to enhance energy production efficiency in the solar sector. This paper demonstrates how AI-based control systems improve output power plant under conditions. The findings highlight that AI contributes sustainable development of Specifically, maximum point tracking (MPPT) systems, utilizing metaheuristic computer-based algorithms, enable PV arrays mitigate impacts effectively. effect on module is also simulated using MATLAB R2018b. Using actual data from plant, outputs are compared two scenarios: (I) without system (II) equipped with MPPT boards. System Advisor Model (SAM) employed calculate monthly case study. results confirm technology generate more those MPPTs.

Язык: Английский

Dynamic Integration of Shading and Ventilation: Novel Quantitative Insights into Building Performance Optimization DOI Creative Commons
Silvia Mazzetto

Buildings, Год журнала: 2025, Номер 15(7), С. 1123 - 1123

Опубликована: Март 30, 2025

Buildings consume nearly 40% of global energy, necessitating innovative strategies to balance energy efficiency and occupant comfort. While shading ventilation are critical sustainable design, they often studied independently, leaving gaps in understanding their combined potential. This study provides a novel quantitative analysis dynamic strategies, using dataset 5000 simulations IDA Indoor Climate Energy (IDA ICE) reveal the synergies trade-offs building performance. Four distinct scenarios analyzed: minimal limited (shading factor Sf = 0.0, ACH 0.5), optimized moderate (Sf 0.5, 1.5), enhanced dynamically adjusted, 2.5), high with maximum 1.0, 3.0). The results show progressive reduction thermal discomfort, predicted percentage dissatisfied (PPD) decreasing from >80% first scenario ~25% ~15% scenario. demand increases by up highest scenario, highlighting trade-offs. These findings underscore importance integrating ventilation, providing actionable recommendations such as night cooling that can reduce discomfort improve 30%. By bridging research gaps, this advances design offers robust framework for creating energy-efficient, comfortable buildings.

Язык: Английский

Процитировано

0

Implementation of adaptive hysteresis current controller in grid tied multilevel converter with battery storage system DOI Creative Commons

S. Karthikkumar,

A. Sheela

Scientific Reports, Год журнала: 2025, Номер 15(1)

Опубликована: Май 23, 2025

Язык: Английский

Процитировано

0

Leveraging AI for Sustainable Energy Development in Solar Power Plants Operating Under Shading Conditions DOI Creative Commons
Farhad Khosrojerdi, Stéphane Gagnon, Raul Valverde

и другие.

Energies, Год журнала: 2025, Номер 18(11), С. 2960 - 2960

Опубликована: Июнь 4, 2025

In a photovoltaic (PV) system, shading caused by weather and environmental factors can significantly impact electricity production. For over decade, artificial intelligence (AI) techniques have been applied to enhance energy production efficiency in the solar sector. This paper demonstrates how AI-based control systems improve output power plant under conditions. The findings highlight that AI contributes sustainable development of Specifically, maximum point tracking (MPPT) systems, utilizing metaheuristic computer-based algorithms, enable PV arrays mitigate impacts effectively. effect on module is also simulated using MATLAB R2018b. Using actual data from plant, outputs are compared two scenarios: (I) without system (II) equipped with MPPT boards. System Advisor Model (SAM) employed calculate monthly case study. results confirm technology generate more those MPPTs.

Язык: Английский

Процитировано

0