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| http://dx.doi.org/10.1001/jamapediatrics.2023.0067 | DOI Listing |
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Machine Learning Models for Predicting Thermal Properties of Radiative Cooling Aerogels.
Gels
January 2025
School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin 150001, China.
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 the performance of radiative cooling aerogels (RCAs). The model integrated multiple parameters, including the material composition (matrix material type and proportions), modification design (modifier type and content), optical properties (solar reflectance and infrared emissivity), and environmental factors (solar irradiance and ambient temperature) to achieve accurate cooling performance predictions.
View Article and Find Full Text PDFThe Second Law of Infodynamics: A Thermocontextual Reformulation.
Entropy (Basel)
December 2024
Independent Researcher, Leesburg, VA 20176, USA.
Vopson and Lepadatu recently proposed the Second Law of Infodynamics. The law states that while the total entropy increases, information entropy declines over time. They state that the law has applications over a wide range of disciplines, but they leave many key questions unanswered.
View Article and Find Full Text PDFCorrelation between night sweats and season fluctuation in China.
Front Public Health
January 2025
Shandong Academy of Chinese Medicine, Jinan, China.
Background: Night sweats are a condition in which an individual sweats excessively during sleep without awareness, and stops when they wake up. Prolonged episodes of night sweats might result in the depletion of trace elements and nutrients, affecting the growth and development of children.
Purpose: To investigate the relationship between sweat nights and season.
Associations between injury occurrence and environmental temperatures in the Australian and German professional football leagues.
Environ Epidemiol
February 2025
Saarland University, Institute of Sports and Preventive Medicine, Campus Geb B8 2, Saarbrücken, Germany.
A cross-sectional analysis was performed to investigate associations between environmental temperatures and injury occurrence in two professional male football (soccer) leagues. Data from seven seasons of the German Bundesliga (2142 matches) and four seasons of the Australian A-League (470 matches) were included. Injuries were collated via media reports for the Bundesliga and via team staff reports in the A-League and comprised injury incidence, mechanisms (contact, noncontact), locations (e.
View Article and Find Full Text PDFEnhanced ensemble learning-based uncertainty and sensitivity analysis of ventilation rate in a novel radiative cooling building.
Heliyon
January 2025
Department of Energy System Engineering, Faculty of Mechanical Engineering, K.N. Toosi University of Technology, No. 15, Pardis St., Molasadra Ave., Vanak Sq., Tehran, Iran.
The rising global demand for air conditioning systems, driven by increasing temperatures and urbanization, has led to higher energy consumption and greenhouse gas emissions. HVAC systems, particularly AC, account for nearly half of building energy use, highlighting the need for efficient cooling solutions. Passive cooling, especially radiative cooling, offers potential to reduce cooling loads and improve energy efficiency.
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