Acta Optica Sinica, Volume. 44, Issue 7, 0731002(2024)

Design of Self-Adaptive Thermal Control Films Based on Generative Neural Networks

Jiacheng Chen1,2, Wei Ma3, Hongyu Zhu1,2, Yusheng Zhou1,2, Yaohui Zhan1,2、*, and Xiaofeng Li1,2、**
Author Affiliations
  • 1School of Optoelectronic Science and Engineering, Soochow University, Suzhou 215006, Jiangsu , China
  • 2Key Lab of Advanced Optical Manufacturing Technologies of Jiangsu Province & Key Lab of Modern Optical Technologies of Education Ministry of China, Suzhou 215006, Jiangsu , China
  • 3College of Information Science & Electronic Engineering, Zhejiang University, Hangzhou 310027, Zhejiang , China
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    References(40)

    [1] Mandal J, Jia M X, Overvig A et al. Porous polymers with switchable optical transmittance for optical and thermal regulation[J]. Joule, 3, 3088-3099(2019).

    [2] So S, Yang Y, Son S et al. Highly suppressed solar absorption in a daytime radiative cooler designed by genetic algorithm[J]. Nanophotonics, 11, 2107-2115(2022).

    [3] Raman A P, Anoma M A, Zhu L X et al. Passive radiative cooling below ambient air temperature under direct sunlight[J]. Nature, 515, 540-544(2014).

    [4] Ito K, Watari T, Nishikawa K et al. Inverting the thermal radiative contrast of vanadium dioxide by metasurfaces based on localized gap-plasmons[J]. APL Photonics, 3, 086101(2018).

    [5] Kim H, Cheung K, Auyeung R C Y et al. VO2-based switchable radiator for spacecraft thermal control[J]. Scientific Reports, 9, 11329(2019).

    [6] Kim M, Lee D, Yang Y et al. Switchable diurnal radiative cooling by doped VO2[J]. Opto-Electronic Advances, 4, 200006(2021).

    [7] Sun K, Xiao W, Wheeler C et al. VO2 metasurface smart thermal emitter with high visual transparency for passive radiative cooling regulation in space and terrestrial applications[J]. Nanophotonics, 11, 4101-4114(2022).

    [8] Santamouris M, Feng J. Recent progress in daytime radiative cooling: is it the air conditioner of the future?[J]. Buildings, 8, 168(2018).

    [9] Gentle A R, Smith G B. Radiative heat pumping from the Earth using surface phonon resonant nanoparticles[J]. Nano Letters, 10, 373-379(2010).

    [10] Bai J L, Jiang Y G, Wang L S et al. Study on the design and preparation technology of ultra-low profile wideband high reflection thin films[J]. Infrared and Laser Engineering, 50, 20200413(2021).

    [11] Xiao Y P, Wang H P. Design and defect analysis of Sb2S3 homojunction thin film solar cells[J]. Acta Optica Sinica, 42, 2331002(2022).

    [12] Ramzan M, Imran M, Ullah S et al. Fabrication and characterization of multifunctional thin multi-layer films for transparent conducting oxides[J]. Progress in Organic Coatings, 149, 105976(2020).

    [13] Zambrano-Mera D F, Espinoza-González R, Villarroel R et al. Optical and mechanical properties of Zr-oxide doped TiO2/SiO2 anti-reflective coatings for PV glass covers[J]. Solar Energy Materials and Solar Cells, 243, 111784(2022).

    [14] Deng D W, Jiang H, Li Z H et al. Multi-objective optimization of laser cladding parameters based on BP neural network[J]. Laser & Optoelectronics Progress, 60, 1714001(2023).

    [15] Hemmatyar O, Abdollahramezani S, Kiarashinejad Y et al. Full color generation with Fano-type resonant HfO2 nanopillars designed by a deep-learning approach[J]. Nanoscale, 11, 21266-21274(2019).

    [16] Liu Z C, Zhu D Y, Rodrigues S P et al. Generative model for the inverse design of metasurfaces[J]. Nano Letters, 18, 6570-6576(2018).

    [17] Shastri B J, Tait A N, de Lima T F et al. Photonics for artificial intelligence and neuromorphic computing[J]. Nature Photonics, 15, 102-114(2021).

    [18] Chen B, Zhang Z Y, Dai T G et al. Photonic neural networks and its applications[J]. Laser & Optoelectronics Progress, 60, 0600001(2023).

    [19] Sun K, Riedel C A, Urbani A et al. VO2 thermochromic metamaterial-based smart optical solar reflector[J]. ACS Photonics, 5, 2280-2286(2018).

    [20] Wang W L, Zhao Z P, Zou Q X et al. Self-adaptive radiative cooling and solar heating based on a compound metasurface[J]. Journal of Materials Chemistry C, 8, 3192-3199(2020).

    [21] Ono M, Chen K F, Li W et al. Self-adaptive radiative cooling based on phase change materials[J]. Optics Express, 26, A777-A787(2018).

    [22] Shrewsbury B K, Morsy A M, Povinelli M L. Multilayer planar structure for optimized passive thermal homeostasis[J]. Optical Materials Express, 12, 1442-1449(2022).

    [23] Wan C H, Woolf D, Hessel C M et al. Switchable induced-transmission filters enabled by vanadium dioxide[J]. Nano Letters, 22, 6-13(2022).

    [24] Wan C H, Zhang Z, Salman J et al. Ultrathin broadband reflective optical limiter[J]. Laser & Photonics Reviews, 15, 2100001(2021).

    [25] Long L S, Taylor S, Wang L P. Enhanced infrared emission by thermally switching the excitation of magnetic polariton with scalable microstructured VO2 metasurfaces[J]. ACS Photonics, 7, 2219-2227(2020).

    [26] Jiang J Q, Fan J A. Global optimization of dielectric metasurfaces using a physics-driven neural network[J]. Nano Letters, 19, 5366-5372(2019).

    [27] Jiang J Q, Fan J A. Multiobjective and categorical global optimization of photonic structures based on ResNet generative neural networks[J]. Nanophotonics, 10, 361-369(2020).

    [28] Dinia A, Schmerber G, Ulhaq C et al. Magnetic and transport properties of discontinuous metal-oxides multilayers[J]. Materials Science and Engineering: B, 97, 231-234(2003).

    [29] Li Y, Polaczyk C, Kapoor J et al. Reduced magnetization in Gd/W multilayers[J]. Journal of Magnetism and Magnetic Materials, 165, 165-167(1997).

    [30] Sun W, Hong R J, Tao C X et al. Design and preparation of large-area patterned electric field enhanced films[J]. Chinese Journal of Lasers, 50, 2303101(2023).

    [31] Jo J, Jung E, Park J C et al. Comparative study of optical analysis methods for thin films[J]. Current Applied Physics, 20, 237-243(2020).

    [32] Dai H L, Peng X, Shi X H et al. Reveal training performance mystery between TensorFlow and PyTorch in the single GPU environment[J]. Science China Information Sciences, 65, 112103(2021).

    [33] Lin R H, Zhai Y F, Xiong C X et al. Inverse design of plasmonic metasurfaces by convolutional neural network[J]. Optics Letters, 45, 1362-1365(2020).

    [34] Lu Z Y, Bai Y Z, Chen Y et al. The classification of gliomas based on a pyramid dilated convolution resnet model[J]. Pattern Recognition Letters, 133, 173-179(2020).

    [35] Zou X H, Wu C Y, Liu H E et al. Improved ResNet-50 model for identifying defects on wood surfaces[J]. Signal Image and Video Processing, 17, 3119-3126(2023).

    [36] Song P, Ma X, Li X et al. Deep residual texture network for terrain recognition[J]. IEEE Access, 7, 90152-90161(2019).

    [37] Li T Y, Chen A, Fan L J et al. Photonic-dispersion neural networks for inverse scattering problems[J]. Light, Science & Applications, 10, 154(2021).

    [38] Nadell C C, Huang B H, Malof J M et al. Deep learning for accelerated all-dielectric metasurface design[J]. Optics Express, 27, 27523-27535(2019).

    [39] Leardi R. Genetic algorithms in chemistry[J]. Journal of Chromatography A, 1158, 226-233(2007).

    [40] García-Martínez C, Lozano M, Rodríguez-Díaz F J. A simulated annealing method based on a specialised evolutionary algorithm[J]. Applied Soft Computing, 12, 573-588(2012).

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    Jiacheng Chen, Wei Ma, Hongyu Zhu, Yusheng Zhou, Yaohui Zhan, Xiaofeng Li. Design of Self-Adaptive Thermal Control Films Based on Generative Neural Networks[J]. Acta Optica Sinica, 2024, 44(7): 0731002

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    Paper Information

    Category: Thin Films

    Received: Nov. 21, 2023

    Accepted: Jan. 11, 2024

    Published Online: Apr. 11, 2024

    The Author Email: Zhan Yaohui (yhzhan@suda.edu.cn), Li Xiaofeng (xfli@suda.edu.cn)

    DOI:10.3788/AOS231814

    CSTR:32393.14.AOS231814

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