Integrating Solar Photovoltaic Systems into the Grid: An Overview of AI Application DOI Open Access
Vinod Kumar Mishra

International Journal of Advanced Research in Science Communication and Technology, Год журнала: 2024, Номер unknown, С. 379 - 387

Опубликована: Дек. 24, 2024

The photovoltaic (PV) system business is seeing an increase in the number of applications for artificial intelligence (AI) as a result expansion powerful computer resources, helpful tools, and explosion data. It has been shown that methods are currently used variety jobs solar industry, such design, forecasting, control, maintenance, provide results not totally accurate. Additionally, enhanced accuracy precision these professions, which allowed them to become topic discussion at present time. Within context this specific paradigm, objective study investigate impact AI techniques have had on PV value chain. In course study, cataloging current systems, compilation list prospective future, analysis benefits drawbacks systems contrast more conventional approaches all included..

Язык: Английский

Performance Variability of Air-Water Heat Pumps in Cold and Warm Years Across European Climate Zones DOI
Stanisław Anweiler, Maciej Masiukiewicz, Mariusz Tańczuk

и другие.

Опубликована: Янв. 1, 2025

This study examines the performance and economic feasibility of air-water heat pumps (ASHPs) across diverse European climate zones under varying energy price scenarios. Focusing on four regions (Poland, Lithuania, Croatia, Spain), analysis evaluates Seasonal Coefficient Performance (SCOP) Net Present Value (NPV) during cold warm years. Results indicate that SCOP is highly sensitive to climatic variability, with efficiency decreasing by 40–50% in colder years, while remaining stable warmer climates such as Spain. Economic reveals high electricity scenario (S1), only Spain achieved positive NPVs both periods, smaller (8 kW) being most cost-effective. Conversely, gas (S2), all demonstrated NPVs, particularly for larger units (13 These findings emphasize importance adapting pump sizing local conditions implementing policies balance prices. Future studies should aim develop more comprehensive approaches capture interplay between variability feasibility.

Язык: Английский

Процитировано

0

Simulation of Co2 Flux and Evaluation of Carbon Neutrality Potential at the Neighborhood Scale in Beijing with Multi-Source Data DOI

Wei-kang Luo,

Huizheng Che, Shiguang Miao

и другие.

Опубликована: Янв. 1, 2025

Язык: Английский

Процитировано

0

Performance Variability of Air-Water Heat Pumps in Cold and Warm Years Across European Climate Zones DOI
Maciej Masiukiewicz, Mariusz Tańczuk, Stanisław Anweiler

и другие.

Energy, Год журнала: 2025, Номер unknown, С. 136001 - 136001

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0

Potential of carbon emissions from heating in hot summer and cold winter urban residential areas in China through 2050 DOI
Yuqiu Liu,

Zhengnan Zhou,

Yichen Han

и другие.

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115790 - 115790

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0

Evaluating Water-Energy Nexus related Water Saving Potentials of Residential Households with Solar PV and Electric Storage DOI Open Access

Jonas Schiller,

Marco Pruckner

Опубликована: Окт. 29, 2024

The energy sector is one of the largest consumers water in Europe. As scarcity has a severe impact on nature and human health, related consumption, similar as for CO2 emissions, should be included an environmental assessment. This study investigates indirect usage households through their consumption based case two European countries, Germany Spain. We calculate several thousand individual residential electricity intensity electric grid hourly resolution. Additionally, we investigate effect photovoltaic battery storage systems contrast potential optimization strategies towards high self-consumption minimization. Our results show that introduction small 0.89 kWp solar system can already reduce by average 20 % while optimized minimal achieves mean reduction over 40 Spain 25 Germany.

Язык: Английский

Процитировано

0

Estimating the seasonal performance and electricity consumption of retrofitted heat pumps DOI Creative Commons
Daniel Bayer, Marco Pruckner

Data-Centric Engineering, Год журнала: 2024, Номер 5

Опубликована: Янв. 1, 2024

Abstract Gas furnaces are the prevalent heating systems in Europe, but efforts to decarbonize energy sector advocate for their replacement with heat pumps. However, this transition poses challenges power grids due increased electricity consumption. Estimating consumption relies on seasonal performance factor (SPF) of pumps, a metric that is complex model and hard measure accurately. We propose using an unpaired dataset smart meter data at building level SPF. compare distributions annual gas pump by applying either Jensen–Shannon Divergence or Kolmogorov–Smirnov test. Through evaluation real-world dataset, we prove ability methodology predict future pumps replacing existing focus single- two-family buildings. Our results indicate anticipated SPFs ranging between 2.8 3.4, based it essential note analysis reveals associated interpreting when there single-sided shifts input data, such as those induced external factors like European crisis 2022. In summary, extended version conference paper shows viability utilizing retrofitted

Язык: Английский

Процитировано

0

Integrating Solar Photovoltaic Systems into the Grid: An Overview of AI Application DOI Open Access
Vinod Kumar Mishra

International Journal of Advanced Research in Science Communication and Technology, Год журнала: 2024, Номер unknown, С. 379 - 387

Опубликована: Дек. 24, 2024

The photovoltaic (PV) system business is seeing an increase in the number of applications for artificial intelligence (AI) as a result expansion powerful computer resources, helpful tools, and explosion data. It has been shown that methods are currently used variety jobs solar industry, such design, forecasting, control, maintenance, provide results not totally accurate. Additionally, enhanced accuracy precision these professions, which allowed them to become topic discussion at present time. Within context this specific paradigm, objective study investigate impact AI techniques have had on PV value chain. In course study, cataloging current systems, compilation list prospective future, analysis benefits drawbacks systems contrast more conventional approaches all included..

Язык: Английский

Процитировано

0