Lightweight, robust and conductive MXene/SiO2 nanofiber aerogels for excellent sensing and thermal management properties

Composites Part B Engineering, Год журнала: 2024, Номер 283, С. 111669 - 111669

Опубликована: Июль 1, 2024

Язык: Английский

---

Machine Learning Models for Predicting Thermal Properties of Radiative Cooling Aerogels

Gels, Год журнала: 2025, Номер 11(1), С. 70 - 70

Опубликована: Янв. 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.

Язык: Английский

---

Well-cushioned and highly-elastic aerogel for multifunctional intelligent transportation packaging

Chemical Engineering Journal, Год журнала: 2024, Номер 493, С. 152660 - 152660

Опубликована: Май 29, 2024

Язык: Английский

---

Partially bio-derived phosphazene-tannic acid microspheres as fire retardant additives for an epoxy tannic acid resin system.

Composites Part B Engineering, Год журнала: 2024, Номер 287, С. 111831 - 111831

Опубликована: Сен. 10, 2024

Язык: Английский

---

Copper oxide decorated one-dimensional mineral nanorods: Construction of strengthened gas-phase and condensed-phase coupled intumescent flame retardant

Composites Part A Applied Science and Manufacturing, Год журнала: 2024, Номер 185, С. 108373 - 108373

Опубликована: Июль 23, 2024

Язык: Английский

---

Chitosan cryogels incorporated with phytic acid-modified UiO-66-NH2 for enhanced flame-retardant performance

Carbohydrate Polymers, Год журнала: 2025, Номер 353, С. 123259 - 123259

Опубликована: Янв. 9, 2025

Язык: Английский

---

Fatty Alcohol‐Based “Smart Windows” Driven by Photo‐Thermal Materials Toward Thermal Management in Hot Regions and High Fire Safety

Small, Год журнала: 2025, Номер unknown

Опубликована: Апрель 3, 2025

In modern architecture, windows are increasingly employed as curtain wall structures, playing a critical approach in regulating indoor environments to reduce building energy consumption. Meanwhile, the demands for transparency and flame retardancy present significant challenges guaranteeing people's privacy safety. response, two-layer "smart window" is designed achieve thermal management, protection, fire safety, through leveraging photo-thermal effect of MXene nanosheets, phase change characteristic fatty alcohol, flame-retardant tetrabromobisphenol A (TBBPA). daytime, not only absorbs solar mitigate its heating on temperatures an average decrease ≈4.2 °C but also facilitates melting alcohol provide optimal daylighting conditions (transmissivity 65.0%). nighttime, solidified prevents light transmittance (modulation 30.6%) significantly enhances deviation protect personal privacy. Besides, TBBPA dissolved effectively safety performance windows" without sacrificing transparency. Most importantly, manufacturing extremely simple advantages compared other windows", promoting practical application emerging buildings terms saving,

Язык: Английский

---

High near-infrared reflection characteristics and energy-saving applications of Bi-doped LaAlO3 perovskite yellow pigment

Chemical Engineering Journal, Год журнала: 2025, Номер unknown, С. 162195 - 162195

Опубликована: Апрель 1, 2025

Язык: Английский

---

Electronic and phononic characteristics of high-performance radiative cooling pigments h-BN: A comparative study to BaSO4

Materials Today Physics, Год журнала: 2025, Номер unknown, С. 101721 - 101721

Опубликована: Апрель 1, 2025

Язык: Английский

---

BN Fiber Aerogels with High Solar Reflectivity and Thermal Insulation for Green Buildings

Ceramics International, Год журнала: 2024, Номер 50(22), С. 46589 - 46599

Опубликована: Сен. 3, 2024

Язык: Английский

---