Multilayer Composite Structured Transparent Infrared-Selective Stealth Films with Synergistic Radiative Cooling.

Juantao Zhang, Haining Ji, Shisong Jin, Zhiwen Wu, Yuzhuo Ma, Jianfeng Li, Guanhong Lu, Chang Cheng, Xiangle Li

Abstract read

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Article in Nanomaterials (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

9 authors.

Juantao ZhangSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Haining JiSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.ORCID 0000-0001-5947-898X

Shisong JinSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Zhiwen WuSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Yuzhuo MaSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Jianfeng LiSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Guanhong LuSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Chang ChengSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Xiangle LiSchool of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Infrared-selective stealth films, which concurrently offer high visible transmittance, suppressed infrared emission, and selective thermal dissipation, have emerged as compelling candidates for infrared protection and thermal-target stealth. However, traditional multilayer architectures are predominantly designed through empirical trial-and-error protocols, which inherently hinder the synergistic optimisation of multiband spectral performance and yield suboptimal parameter-tuning efficiency. To circumvent this bottleneck, we introduce a reinforcement learning (RL)-driven multi-objective optimisation framework that automates the design of composite thin-film configurations. The optimised multilayer film structure consists of TiO

Indexed as

infrared-selective stealthmultilayer filmsradiative coolingtransparent

Identifiers

PMID42646447

DOI10.3390/nano16161038

PMCPMC13516320

What OpenQuestion holds

Textmetadata

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.