Investigation of Graphene-Based Multilayer Zr-GaSb-TiC Wide-Band Surface Plasmon Resonance Solar Absorber for Renewable Energy Applications Optimized Using Machine Learning

IF 4.3 4区物理与天体物理 Q2 CHEMISTRY, PHYSICAL

Plasmonics Pub Date : 2025-01-27 DOI:10.1007/s11468-025-02773-3

Ammar Armghan, Bo Bo Han, Gobhinath S., Shobhit K. Patel, Khaled Aliqab, Meshari Alsharari

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Abstract

A perfect solar absorber fabrication depends on many cases, from the selection of materials to the height of the layers. In many contributions of the absorbers, some additional thin layers of graphene and MXene, etc. are displayed to be performed as a wide-band structure, making the ideal type structure. From the analysis properties of the zirconium (Zr), we decided to use it in making the resonator design and gallium arsenide (GaSb) in the creation of the substrate over the titanium carbide (TiC) foundation contribution. With a 2800-nm wide band, the fabricated radiation is 93.32%, above 97% and 95% in 800 and 1500 nm, respectively. The optimization of the structural parameters is analyzed using a machine learning algorithm. The current absorber type can be used mostly for heating water (40–80 °C) for home implementations, process industries, restaurants, hospitals, hotels, etc. The machine learning algorithm is used to optimize the solar absorber design.

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利用机器学习优化可再生能源应用的石墨烯基多层Zr-GaSb-TiC宽带表面等离子体共振太阳能吸收体研究

一个完美的太阳能吸收体的制造取决于许多情况，从材料的选择到层的高度。在吸收剂的许多贡献中，一些额外的石墨烯和MXene等薄层被显示为宽带结构，形成理想型结构。从分析锆（Zr）的性质，我们决定使用它来制作谐振器的设计和砷化镓（GaSb）在衬底的创建超过碳化钛（TiC）的基础贡献。在2800 nm波段，制备的辐射率为93.32%，800 nm和1500 nm波段的辐射率分别为97%和95%以上。采用机器学习算法对结构参数进行优化分析。电流吸收器类型可主要用于加热水（40-80°C）的家庭实施，过程工业，餐馆，医院，酒店等。利用机器学习算法对太阳能吸收器进行优化设计。

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来源期刊

Plasmonics 工程技术-材料科学：综合

CiteScore

5.90

自引率

6.70%

发文量

164

审稿时长

2.1 months

期刊介绍： Plasmonics is an international forum for the publication of peer-reviewed leading-edge original articles that both advance and report our knowledge base and practice of the interactions of free-metal electrons, Plasmons. Topics covered include notable advances in the theory, Physics, and applications of surface plasmons in metals, to the rapidly emerging areas of nanotechnology, biophotonics, sensing, biochemistry and medicine. Topics, including the theory, synthesis and optical properties of noble metal nanostructures, patterned surfaces or materials, continuous or grated surfaces, devices, or wires for their multifarious applications are particularly welcome. Typical applications might include but are not limited to, surface enhanced spectroscopic properties, such as Raman scattering or fluorescence, as well developments in techniques such as surface plasmon resonance and near-field scanning optical microscopy.