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High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy
Despite their great potential for energy-saving applications, it is still challenging to design passive radiative cooling (RC) materials with simultaneous high performance and simple structures based on traditional design philosophy. To solve the contradiction between optimization speed and correspo...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7372352/ https://www.ncbi.nlm.nih.gov/pubmed/32605034 http://dx.doi.org/10.3390/ma13132885 |
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author | You, Peng Li, Xiong Huang, Yijia Ma, Xiaoliang Pu, Mingbo Guo, Yinghui Luo, Xiangang |
author_facet | You, Peng Li, Xiong Huang, Yijia Ma, Xiaoliang Pu, Mingbo Guo, Yinghui Luo, Xiangang |
author_sort | You, Peng |
collection | PubMed |
description | Despite their great potential for energy-saving applications, it is still challenging to design passive radiative cooling (RC) materials with simultaneous high performance and simple structures based on traditional design philosophy. To solve the contradiction between optimization speed and corresponding performance, we present a flexible hybrid optimization strategy based on a genetic algorithm (GA) in conjunction with the transfer matrix method and introducing the calculation of radiative cooling power density in the evaluation function of the GA. As a demonstration, an optimized coating with 1.5-μm-overlapping MgF(2) and Si(3)N(4) layers on top of a silver film was numerically designed. Based on a detailed analysis of the material’s electromagnetic properties and cooling performance, this coating achieved a radiative cooling power density of 62 W/m(2) and a temperature reduction of 6.8 °C at an ambient temperature of 300 K. Our optimization strategy may have special significance in the design of high-performance RC materials or other multi-spectral engineering materials with simple structures. |
format | Online Article Text |
id | pubmed-7372352 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-73723522020-08-05 High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy You, Peng Li, Xiong Huang, Yijia Ma, Xiaoliang Pu, Mingbo Guo, Yinghui Luo, Xiangang Materials (Basel) Article Despite their great potential for energy-saving applications, it is still challenging to design passive radiative cooling (RC) materials with simultaneous high performance and simple structures based on traditional design philosophy. To solve the contradiction between optimization speed and corresponding performance, we present a flexible hybrid optimization strategy based on a genetic algorithm (GA) in conjunction with the transfer matrix method and introducing the calculation of radiative cooling power density in the evaluation function of the GA. As a demonstration, an optimized coating with 1.5-μm-overlapping MgF(2) and Si(3)N(4) layers on top of a silver film was numerically designed. Based on a detailed analysis of the material’s electromagnetic properties and cooling performance, this coating achieved a radiative cooling power density of 62 W/m(2) and a temperature reduction of 6.8 °C at an ambient temperature of 300 K. Our optimization strategy may have special significance in the design of high-performance RC materials or other multi-spectral engineering materials with simple structures. MDPI 2020-06-27 /pmc/articles/PMC7372352/ /pubmed/32605034 http://dx.doi.org/10.3390/ma13132885 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article You, Peng Li, Xiong Huang, Yijia Ma, Xiaoliang Pu, Mingbo Guo, Yinghui Luo, Xiangang High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy |
title | High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy |
title_full | High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy |
title_fullStr | High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy |
title_full_unstemmed | High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy |
title_short | High-Performance Multilayer Radiative Cooling Films Designed with Flexible Hybrid Optimization Strategy |
title_sort | high-performance multilayer radiative cooling films designed with flexible hybrid optimization strategy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7372352/ https://www.ncbi.nlm.nih.gov/pubmed/32605034 http://dx.doi.org/10.3390/ma13132885 |
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