Recent advancements in radiative cooling textiles for personal thermal management

Journal of Materials Chemistry A, Journal Year: 2024, Volume and Issue: 12(25), P. 14866 - 14884

Published: Jan. 1, 2024

This review provides a comprehensive overview of radiative cooling textiles from fundamentals, advanced structures and construction strategies to emerging applications.

Language: Английский

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Machine Learning Models for Predicting Thermal Properties of Radiative Cooling Aerogels

Gels, Journal Year: 2025, Volume and Issue: 11(1), P. 70 - 70

Published: Jan. 16, 2025

The escalating global climate crisis and energy challenges have made the development of efficient radiative cooling materials increasingly urgent. This study presents a machine-learning-based model for predicting performance aerogels (RCAs). integrated multiple parameters, including material composition (matrix type proportions), modification design (modifier content), optical properties (solar reflectance infrared emissivity), environmental factors irradiance ambient temperature) to achieve accurate predictions. A comparative analysis various machine learning algorithms revealed that an optimized XGBoost demonstrated superior predictive performance, achieving R2 value 0.943 RMSE 1.423 test dataset. An interpretability using Shapley additive explanations (SHAPs) identified ZnO modifier (SHAP value, 1.523) parameters (ambient temperature, 1.299; solar irradiance, 0.979) as most significant determinants performance. feature interaction further elucidated complex interplay between conditions, providing theoretical guidance optimization.

Language: Английский

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Dual-asymmetrically selective interfaces-enhanced poly(lactic acid)-based nanofabric with sweat management and switchable radiative cooling and thermal insulation

Journal of Colloid and Interface Science, Journal Year: 2023, Volume and Issue: 648, P. 117 - 128

Published: June 2, 2023

Language: Английский

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Advanced Cooling Textiles: Mechanisms, Applications, and Perspectives

Advanced Science, Journal Year: 2023, Volume and Issue: 11(10)

Published: Dec. 22, 2023

Abstract High‐temperature environments pose significant risks to human health and safety. The body's natural ability regulate temperature becomes overwhelmed under extreme heat, leading heat stroke, dehydration, even death. Therefore, the development of effective personal thermal‐moisture management systems is crucial for maintaining well‐being. In recent years, advancements have been witnessed in field textile‐based cooling systems, which utilize innovative materials strategies achieve different environments. This review aims provide an overview current progress mainly focusing on classification, mechanisms, fabrication techniques. Furthermore, challenges potential application scenarios are highlighted, providing valuable insights further eventual industrialization textiles.

Language: Английский

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Silver nanoparticles coated cellulose-based flexible membrane with excellent UV resistance, high infrared reflection and water resistance for personal thermal management

Carbohydrate Polymers, Journal Year: 2024, Volume and Issue: 329, P. 121778 - 121778

Published: Jan. 5, 2024

Language: Английский

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