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Design and optimization of machine learning-based Cr-TiN-AlSb solar absorber based on graphene material for renewable energy applications

Author

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  • Patel, Shobhit K.
  • Han, Bo Bo
  • Kumar, Om Prakash
  • Al-Zahrani, Fahad Ahmed

Abstract

The main goal of addressing the inefficiency of electricity and reducing air pollution faced today has led to the invention of the recent absorber as a form of green energy. While investigating the absorber with more layers could improve its performance, the three-layer type remains the most widely used. Additionally, the inclusion of a graphene layer enhances the efficiency, making it a wideband structure. The current structure employs a three-layer absorber technique, consisting of Chromium, Titanium Nitride (TiN), and Aluminum Antimonide (AlSb) (from the resonance surface to the base layer). With an overall efficiency of 93 % over a 2800 nm bandwidth, the output efficiencies can be studied across different air regions (UV – NIR). Our investigated absorber is a broadband type, suitable for a variety of heating applications, both industrial and domestic. Furthermore, this broadband absorber can be utilized to collect and emit heat energy at high temperatures.

Suggested Citation

  • Patel, Shobhit K. & Han, Bo Bo & Kumar, Om Prakash & Al-Zahrani, Fahad Ahmed, 2026. "Design and optimization of machine learning-based Cr-TiN-AlSb solar absorber based on graphene material for renewable energy applications," Renewable Energy, Elsevier, vol. 256(PD).
  • Handle: RePEc:eee:renene:v:256:y:2026:i:pd:s0960148125019081
    DOI: 10.1016/j.renene.2025.124244
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    References listed on IDEAS

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    1. Keng-Te Lin & Han Lin & Tieshan Yang & Baohua Jia, 2020. "Structured graphene metamaterial selective absorbers for high efficiency and omnidirectional solar thermal energy conversion," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    2. Mufutau Opeyemi, Bello, 2021. "Path to sustainable energy consumption: The possibility of substituting renewable energy for non-renewable energy," Energy, Elsevier, vol. 228(C).
    3. Alexey Mikhaylov & Nikita Moiseev & Kirill Aleshin & Thomas Burkhardt, 2020. "Global climate change and greenhouse effect," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(4), pages 2897-2913, June.
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