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Zhu C, Bamidele EA, Shen X, Zhu G, Li B. Machine Learning Aided Design and Optimization of Thermal Metamaterials. Chem Rev 2024; 124:4258-4331. [PMID: 38546632 PMCID: PMC11009967 DOI: 10.1021/acs.chemrev.3c00708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 01/31/2024] [Accepted: 02/08/2024] [Indexed: 04/11/2024]
Abstract
Artificial Intelligence (AI) has advanced material research that were previously intractable, for example, the machine learning (ML) has been able to predict some unprecedented thermal properties. In this review, we first elucidate the methodologies underpinning discriminative and generative models, as well as the paradigm of optimization approaches. Then, we present a series of case studies showcasing the application of machine learning in thermal metamaterial design. Finally, we give a brief discussion on the challenges and opportunities in this fast developing field. In particular, this review provides: (1) Optimization of thermal metamaterials using optimization algorithms to achieve specific target properties. (2) Integration of discriminative models with optimization algorithms to enhance computational efficiency. (3) Generative models for the structural design and optimization of thermal metamaterials.
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Affiliation(s)
- Changliang Zhu
- Department
of Materials Science and Engineering, Southern
University of Science and Technology, Shenzhen 518055, P.R. China
| | - Emmanuel Anuoluwa Bamidele
- Materials
Science and Engineering Program, University
of Colorado, Boulder, Colorado 80309, United States
| | - Xiangying Shen
- Department
of Materials Science and Engineering, Southern
University of Science and Technology, Shenzhen 518055, P.R. China
| | - Guimei Zhu
- School
of Microelectronics, Southern University
of Science and Technology, Shenzhen 518055, P.R. China
| | - Baowen Li
- Department
of Materials Science and Engineering, Southern
University of Science and Technology, Shenzhen 518055, P.R. China
- School
of Microelectronics, Southern University
of Science and Technology, Shenzhen 518055, P.R. China
- Department
of Physics, Southern University of Science
and Technology, Shenzhen 518055, P.R. China
- Shenzhen
International Quantum Academy, Shenzhen 518048, P.R. China
- Paul M. Rady
Department of Mechanical Engineering and Department of Physics, University of Colorado, Boulder 80309, United States
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Jiang X, Fan F, Su F, Mu T, Huang C, Zhou L, Hu J. Broadband light absorption by a hemispherical concentric nanoshell array. NANOTECHNOLOGY 2024; 35:235201. [PMID: 38430569 DOI: 10.1088/1361-6528/ad2f75] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Accepted: 02/29/2024] [Indexed: 03/04/2024]
Abstract
Achieving highly efficient broadband absorption is an important research area in nanophotonics. In this paper, a novel method is proposed to design broadband near-perfect absorbers, consisting of a four-layer hemispherical concentric nanoshell array. The proposed nanostructure supports absorptivity exceeding 95% in the entire visible region, and the absorption bandwidth is determined by the interaction or 'hybridization' of the plasmons of the inner and outer metal-based nanoshells. Moreover, the designed absorber has wide-angle capability and is insensitive to polarization. The simple structure, as well as the stable absorption properties, suggests that such core-shell nanostructures can serve as a potential candidate for many applications such as solar energy harvesting, photo-detection, and emissivity control.
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Affiliation(s)
- Xiaoyun Jiang
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
| | - Fei Fan
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
| | - Feng Su
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
| | - Tianrui Mu
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
| | - Chan Huang
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
| | - Leiming Zhou
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
| | - Jigang Hu
- Department of Optical Science and Engineering, Hefei University of Technology, Hefei, Anhui 230009, People's Republic of China
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Ali AM, Ghanim AM, Othman M, Swillam MA. All silicon MIR super absorber using fractal metasurfaces. Sci Rep 2023; 13:15545. [PMID: 37730905 PMCID: PMC10511468 DOI: 10.1038/s41598-023-42723-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 09/14/2023] [Indexed: 09/22/2023] Open
Abstract
Perfect absorbers can be used in photodetectors, thermal imaging, microbolometers, and thermal photovoltaic solar energy conversions. The spectrum of Mid-infrared (MIR) wavelengths offers numerous advantages across a wide range of applications. In this work, we propose a fractal MIR broadband absorber which is composed of three layers: metal, dielectric, and metal (MDM), with the metal being considered as n-type doped silicon (D-Si) and the dielectric is silicon carbide (SiC). The architectural design was derived from the Sierpinski carpet fractal, and different building blocks were simulated to attain optimal absorption. The 3D finite element method (FEM) approach using COMSOL Multiphysics software is used to obtain numerical results. The suggested fractal absorber exhibits high absorption enhancement for MIR in the range between 3 and 9 µm. D-Si exhibits superior performance compared to metals in energy harvesting applications that utilize plasmonics at the mid-infrared range. Typically, semiconductors exhibit rougher surfaces than noble metals, resulting in lower scattering losses. Moreover, silicon presents various advantages, including compatibility with complementary metal-oxide-semiconductor (CMOS) and simple manufacturing through conventional silicon fabrication methods. In addition, the utilization of doped silicon material in the mid-IR region facilitates the development of microscale integrated plasmonic devices.
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Affiliation(s)
- Alaa M Ali
- Department of Physics, School of Sciences and Engineering, The American University in Cairo, New Cairo, 11835, Egypt
| | - AbdelRahman M Ghanim
- Department of Physics, School of Sciences and Engineering, The American University in Cairo, New Cairo, 11835, Egypt.
- Department of Physics, Faculty of Science, Ain Shams University, Cairo, 11566, Egypt.
| | - Muhammad Othman
- Department of Physics, School of Sciences and Engineering, The American University in Cairo, New Cairo, 11835, Egypt
| | - Mohamed A Swillam
- Department of Physics, School of Sciences and Engineering, The American University in Cairo, New Cairo, 11835, Egypt
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4
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Liao YL, Zhou J, Chen X, Wu J, Chen Z, Wu S, Zhao Y. Lithography-free wide-angle polarization-independent ultra-broadband absorber based on anti-reflection effect. OPTICS EXPRESS 2022; 30:16847-16855. [PMID: 36221519 DOI: 10.1364/oe.459025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 04/21/2022] [Indexed: 06/16/2023]
Abstract
We propose a lithography-free wide-angle polarization-insensitive ultra-broadband absorber by using three pairs of tungsten (W) and calcium fluoride (CaF2) films. The simulation results show that the absorptivity is larger than 0.9 with normal incidence in the wavelength range from 400 nm to 1529 nm. By adding a pair of CaF2-W films, we can get a broader absorption bandwidth with absorptivity larger than 0.9 over the wavelength of 400-1639 nm. In addition, the absorption performance is insensitive to the polarization and angle of incidence. The electric field distributions at the absorption peaks show that the absorption is originated from the destructive interference between the reflection waves from the top and bottom interfaces of the multilayer CaF2-W films. Furthermore, the ultra-broad bandwidth is attributed to the anti-reflection effect from the increased effective refractive index from top to down of the proposed absorber. Such physical mechanism of broadening bandwidth based on anti-reflection effect provides a new idea for the design of broadband absorber. Meanwhile, this broadband absorber is a good candidate for potential applications such as detection and energy harvesting.
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Jiang X, Zhou L, Hu J, Wang T. Nanostructured multilayer hyperbolic metamaterials for high efficiency and selective solar absorption. OPTICS EXPRESS 2022; 30:11504-11513. [PMID: 35473093 DOI: 10.1364/oe.451849] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 03/15/2022] [Indexed: 06/14/2023]
Abstract
Highly efficient solar-to-thermal conversion is desired for the renewable energy technologies, such as solar thermo-photovoltaics and solar thermo-electric systems. In order to maximize the energy conversion efficiency, solar-selective absorbers are essential with its absorption characteristics specially tailored for solar applications. Here, we propose a wideband spectral-selective absorber based on three-dimensional (3D) nanostructured hyperbolic metamaterial (HMM), which can realize near-unity absorption across the UV and NIR spectral ranges. Moreover, the optical topological transition (OTT) of iso-frequency surface (IFS) is manipulated to selectively enhance light absorption in the entire solar spectrum, crucial for improved energy utilization. Impressive solar-to-thermal conversion efficiency of 95.5% has been achieved. Particularly, such superior properties can be retained well even over a wide range of incident angles. These findings open new avenues for designing high-performance solar thermal devices, especially in the fields related to solar energy harvesting.
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Jiang X, Wang T, Zhong Q, Yan R, Huang X. Ultrabroadband light absorption based on photonic topological transitions in hyperbolic metamaterials. OPTICS EXPRESS 2020; 28:705-714. [PMID: 32118993 DOI: 10.1364/oe.382139] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Accepted: 12/13/2019] [Indexed: 06/10/2023]
Abstract
Photonic topological transitions (PTTs) in metamaterials open up a novel approach to design a variety of high-performance optical devices and provide a flexible platform for manipulating light-matter interactions at nanoscale. Here, we present a wideband spectral-selective solar absorber based on multilayered hyperbolic metamaterial (HMM). Absorptivity of higher than 90% at normal incidence is supported over a wide wavelength range from 300 to 2215 nm, due to the topological change in the isofrequency surface (IFS). The operating bandwidth can be flexibly tailored by adjusting the thicknesses of the metal and dielectric layers. Moreover, the near-ideal absorption performance can be retained well at a wide angular range regardless of the incident light polarization. These features make the proposed design hold great promise for practical applications in energy harvesting.
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Wu D, Liu C, Liu Y, Xu Z, Yu Z, Yu L, Chen L, Ma R, Zhang J, Ye H. Numerical study of a wide-angle polarization-independent ultra-broadband efficient selective metamaterial absorber for near-ideal solar thermal energy conversion. RSC Adv 2018; 8:21054-21064. [PMID: 35539953 PMCID: PMC9080943 DOI: 10.1039/c8ra01524d] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Accepted: 05/19/2018] [Indexed: 11/21/2022] Open
Abstract
Highly efficient solar absorption is very promising for many practical applications, such as power generation, desalination, wastewater treatment and steam generation. Nevertheless, so far, near-ideal solar thermal energy conversion is still difficult to achieve, which requires a near-perfect absorption from the UV to the near-infrared region and meanwhile a mid-and-far infrared absorption close to zero. Here, by employing FEM and FDTD methods respectively, a nearly omnidirectional ultra-broadband efficient selective solar absorber based on a nanoporous hyperbolic metamaterial (HMM) structure is proposed and numerically demonstrated, which can achieve an extremely high average absorption efficiency above 98.9% within the range of 260–1580 nm. More significantly, in the respect of physical mechanism, the near-perfect solar absorption of this multilayered nanostructures is primarily due to the excitation of magnetic and electric resonances resulting from localized surface plasmon resonance at metal/dielectric interfaces, working completely different from those previously reported tapered multilayered absorbers associated with the slow-light effect. Besides, for retaining heat, a low emissivity is realized in mid-infrared region, causing a near-ideal total solar-thermal conversion efficiency up to 90.32% at 373.15 K (ηideal = 95.6%), which is particularly useful in solar steam generation. Detailed studies are also performed for higher operating temperatures, which indicates efficient solar thermal conversions also can be well maintained by tuning geometric parameters at higher temperatures. Taking into consideration of the practical application, even with ±60 degrees angle of incidence, average absorptivity higher than 90% can be still obtained in the whole solar spectrum at both TE and TM polarization. The near-perfect absorption, wide angle, polarization independence, spectral selectivity and high tunability make this solar absorber promising for practical applications in solar energy harvesting. A selective solar absorber based on a nanoporous HMM structure is numerically demonstrated to achieve near-ideal solar-thermal conversion.![]()
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Affiliation(s)
- Dong Wu
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Chang Liu
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Yumin Liu
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Zenghui Xu
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Zhongyuan Yu
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Li Yu
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
- School of Science
| | - Lei Chen
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Rui Ma
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Jinqiannan Zhang
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
| | - Han Ye
- State Key Laboratory of Information Photonics and Optical Communications
- Beijing University of Posts and Telecommunications
- Beijing 100876
- China
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