Journal of Energy Storage, Journal Year: 2025, Volume and Issue: 114, P. 115814 - 115814
Published: Feb. 13, 2025
Language: Английский
Journal of Energy Storage, Journal Year: 2025, Volume and Issue: 114, P. 115814 - 115814
Published: Feb. 13, 2025
Language: Английский
Heliyon, Journal Year: 2024, Volume and Issue: 10(3), P. e25800 - e25800
Published: Feb. 1, 2024
This article explores the use of phase change materials (PCMs) derived from waste, in energy storage systems. It emphasizes potential these PCMs addressing concerns related to fossil fuel usage and environmental impact. also highlights aspects including reduced reliance on renewable resources minimized greenhouse gas emissions waste reduction. The study discusses approaches such as integrating nanotechnology enhance thermal conductivity utilizing machine learning deep techniques for predicting dynamic behavior. provides an overall view research biodegradable waste-based how they can play a promising role achieving energy-efficient sustainable However, specific conclusions drawn presented results are not explicitly outlined, leaving room, investigation exploration this evolving field. Artificial neural network (ANN) predictive models devices perform differently. With 4% adjusted mean absolute error, Gaussian radial basis function kernel Support Vector Regression (SVR) model captured heat-related charging discharging issues. ANN predicted finned tube heat flux better than numerical model. SVM outperformed ANFIS some datasets. Material property predictions favored gradient boosting, but Linear SVR performed better, emphasizing application- dataset-specific selection. These provide insights into complex performance building structures, aiding design operation Biodegradable PCMs' sustainability includes carbon footprint, reduction, biodegradability, circular economy alignment. Nanotechnology, learning, improve prediction. Circular principles include reduction footprint Specific results-based stated. Presenting comprehensive overview current
Language: Английский
Citations
18Solar Energy Materials and Solar Cells, Journal Year: 2024, Volume and Issue: 277, P. 113134 - 113134
Published: Aug. 30, 2024
Language: Английский
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17Renewable and Sustainable Energy Reviews, Journal Year: 2025, Volume and Issue: 211, P. 115334 - 115334
Published: Jan. 9, 2025
Language: Английский
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4International Journal of Environmental Science and Technology, Journal Year: 2025, Volume and Issue: unknown
Published: Feb. 6, 2025
Language: Английский
Citations
3Journal of Energy Storage, Journal Year: 2025, Volume and Issue: 114, P. 115814 - 115814
Published: Feb. 13, 2025
Language: Английский
Citations
2