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RESEARCH PAPER · Light Science & Applications · 2026

Machine learning-assisted highly efficient thermal management in function-oriented thermochromic smart windows

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5 direct citing papers in this saved network. Explore the next layer with second-order citations.

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Machine learning-assisted highly efficient thermal management in function-oriented thermochromic smart windowsOriginalMorphology-governed VO2 films for scalable adaptive radiative thermoregulation and adaptive infrared thermal camouflage0PNIPAm/HPC/NaCl/CWO Composite Hydrogel with Tunable Phase Transition and Broadband NIR Shielding for Smart Window Applications0Simulation-informed explainable machine learning for evaluating thermochromic and PCM smart glazing in hot climates0Spectral engineering of electrochromic smart windows for energy-efficient buildings0Thermal and energy performance of vehicles with spectrally selective coatings under seasonal parking and driving conditions0

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  1. Morphology-governed VO2 films for scalable adaptive radiative thermoregulation and adaptive infrared thermal camouflage

    Nano Energy · 2026-08-22

    Yuetong Zhou, Boxiao Zhang, Yifan Zhang, Yuhong Xia, Yaqi Zhang, Ding Zhang, Rujun Ma

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  2. PNIPAm/HPC/NaCl/CWO Composite Hydrogel with Tunable Phase Transition and Broadband NIR Shielding for Smart Window Applications

    ACS Applied Materials & Interfaces · 2026-09-11

    Mengqi Liang, Jiayi Chen, Luyi Deng, Xilin Wang, Binyang Guo, Xuan Li, Zhaoxia Chen, Yuhong Zhang

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  3. Simulation-informed explainable machine learning for evaluating thermochromic and PCM smart glazing in hot climates

    Next Energy · 2026-09-11

    Muhammad Huzaifa Zahid, Syed Yaqeen Mahdi, Muhammad Asif

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  4. Spectral engineering of electrochromic smart windows for energy-efficient buildings

    Communications Materials · 2026-09-16

    Ya Huang, Zhuojing Zhao, Xueke Wu, Rufan Zhang

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  5. Thermal and energy performance of vehicles with spectrally selective coatings under seasonal parking and driving conditions

    Energy · 2026-10-06

    Siying Jiao, Yichi Zhang, Zixin Cheng, Wenfang Wang, Xiaonan Wang, Kai Zhang

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