IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v191y2022icp47-58.html
   My bibliography  Save this article

Graphene-based multilayer metasurface solar absorber with parameter optimization and behavior prediction using Long Short-Term Memory model

Author

Listed:
  • Patel, Shobhit K.
  • Parmar, Juveriya
  • Katkar, Vijay

Abstract

Most of the solar absorbers are absorbing visible spectrum energy and are not focused on the ultraviolet spectrum and infrared spectrum energies. Here we propose a solar absorber that absorbs most of the energy of the available solar spectrum including visible spectrum and ultraviolet spectrum energies. The multilayer metasurface solar absorber design is analyzed and its results are compared with the single-layer metasurface solar absorber design. Both design results are also compared with AM 1.5 solar spectral irradiance plot for a wavelength range of 0.2 μm–1.5 μm. The graphene is used as a spacer to increase the absorption response of the proposed structure. The efficiency of multilayer design is high in both visible spectrum regions and ultraviolet spectrum regions compared to single-layer design. The parameter optimization for substrate thickness and resonator thickness is analyzed for improvement of absorption of the proposed design. The design results in the form of absorption, a normalized electric field. The proposed solar absorber with its high efficiency in visible and ultraviolet regions can be used in solar energy harvesting devices. The novel part of this research is predicting absorption values for assorted variations in substrate thickness, resonator thickness for forthcoming wavelengths using a Long Short-Term Memory model. The results of the experiments show that prediction may accurately anticipate absorption values, reducing simulation time and resource requirements. The visual comparison of simulated and predicted values is also presented in the paper.

Suggested Citation

  • Patel, Shobhit K. & Parmar, Juveriya & Katkar, Vijay, 2022. "Graphene-based multilayer metasurface solar absorber with parameter optimization and behavior prediction using Long Short-Term Memory model," Renewable Energy, Elsevier, vol. 191(C), pages 47-58.
  • Handle: RePEc:eee:renene:v:191:y:2022:i:c:p:47-58
    DOI: 10.1016/j.renene.2022.04.040
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148122005018
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2022.04.040?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Koray Aydin & Vivian E. Ferry & Ryan M. Briggs & Harry A. Atwater, 2011. "Broadband polarization-independent resonant light absorption using ultrathin plasmonic super absorbers," Nature Communications, Nature, vol. 2(1), pages 1-7, September.
    2. Prasad, M. Shiva & Bhaskar, P. Uday & Atchuta, S.R. & Misra, P. & Sobha, B. & Sakthivel, Shanmugasundaram, 2021. "Development of high-performance tandem layered absorber with wide-angular absorptance for solar thermal systems," Renewable Energy, Elsevier, vol. 176(C), pages 579-589.
    3. Maithani, Rajesh & Sharma, Sachin & Kumar, Anil, 2021. "Thermo-hydraulic and exergy analysis of inclined impinging jets on absorber plate of solar air heater," Renewable Energy, Elsevier, vol. 179(C), pages 84-95.
    4. Jason Valentine & Shuang Zhang & Thomas Zentgraf & Erick Ulin-Avila & Dentcho A. Genov & Guy Bartal & Xiang Zhang, 2008. "Three-dimensional optical metamaterial with a negative refractive index," Nature, Nature, vol. 455(7211), pages 376-379, September.
    5. Yu, Peiqi & Yang, Hua & Chen, Xifang & Yi, Zao & Yao, Weitang & Chen, Jiafu & Yi, Yougen & Wu, Pinghui, 2020. "Ultra-wideband solar absorber based on refractory titanium metal," Renewable Energy, Elsevier, vol. 158(C), pages 227-235.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Meshari Alsharari & Ammar Armghan & Khaled Aliqab, 2023. "Numerical Analysis and Parametric Optimization of T-Shaped Symmetrical Metasurface with Broad Bandwidth for Solar Absorber Application Based on Graphene Material," Mathematics, MDPI, vol. 11(4), pages 1-15, February.
    2. Ammar Armghan & Meshari Alsharari & Khaled Aliqab & Osamah Alsalman & Juveriya Parmar & Shobhit K. Patel, 2023. "Graphene Twistronics: Tuning the Absorption Spectrum and Achieving Metamaterial Properties," Mathematics, MDPI, vol. 11(7), pages 1-17, March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Guo, Ling & Shi, Minfang & Liu, Yajie & Ma, Jun & Yang, Hongyan, 2023. "High efficient ultra-broadband nanoscale solar energy absorber based on stacked bilayer nano-arrays structure," Renewable Energy, Elsevier, vol. 215(C).
    2. Mesloub, Abdelhakim & Ghosh, Aritra & Touahmia, Mabrouk & Albaqawy, Ghazy Abdullah & Alsolami, Badr M. & Ahriz, Atef, 2022. "Assessment of the overall energy performance of an SPD smart window in a hot desert climate," Energy, Elsevier, vol. 252(C).
    3. Boutabba, Nadia & Rasheed, Zoya & Ali, Hazrat, 2023. "Light drag in a left-handed atomic medium via Cross Kerr-like nonlinearity," Chaos, Solitons & Fractals, Elsevier, vol. 177(C).
    4. Zhang, Wenhao & Li, Honglian & Wang, Mengli & Lv, Wen & Huang, Jin & Yang, Liu, 2024. "Enhancing typical Meteorological Year generation for diverse energy systems: A hybrid Sandia-machine learning approach," Renewable Energy, Elsevier, vol. 225(C).
    5. Hao Jiang & Jintao Fu & Jingxuan Wei & Shaojuan Li & Changbin Nie & Feiying Sun & Qing Yang Steve Wu & Mingxiu Liu & Zhaogang Dong & Xingzhan Wei & Weibo Gao & Cheng-Wei Qiu, 2024. "Synergistic-potential engineering enables high-efficiency graphene photodetectors for near- to mid-infrared light," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    6. Li, Haoran & He, Yurong & Liu, Ziyu & Jiang, Baocheng & Huang, Yimin, 2017. "A flexible thin-film membrane with broadband Ag@TiO2 nanoparticle for high-efficiency solar evaporation enhancement," Energy, Elsevier, vol. 139(C), pages 210-219.
    7. Lucca Kühner & Luca Sortino & Rodrigo Berté & Juan Wang & Haoran Ren & Stefan A. Maier & Yuri Kivshar & Andreas Tittl, 2022. "Radial bound states in the continuum for polarization-invariant nanophotonics," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    8. Huiqin Zhang & Bhaskar Abhiraman & Qing Zhang & Jinshui Miao & Kiyoung Jo & Stefano Roccasecca & Mark W. Knight & Artur R. Davoyan & Deep Jariwala, 2020. "Hybrid exciton-plasmon-polaritons in van der Waals semiconductor gratings," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    9. Bingyan Liu & Shirong Liu & Vasanthan Devaraj & Yuxiang Yin & Yueqi Zhang & Jingui Ai & Yaochen Han & Jicheng Feng, 2023. "Metal 3D nanoprinting with coupled fields," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    10. Srivastav, Ayushman & Maithani, Rajesh & Sharma, Sachin, 2024. "Investigation of heat transfer and friction characteristics of solar air heater through an array of submerged impinging jets," Renewable Energy, Elsevier, vol. 227(C).
    11. Chen, Hechong & Liu, Zihan & Lian, Shengdi & Quan, Qingying & Malomed, Boris A. & Li, Shuobo & Zhang, Yong & Li, Huagang & Deng, Dongmei, 2024. "Tunable beam splitting via photorefractive nonlinearity and its applications in chiral waveguide induction and vortex generation," Chaos, Solitons & Fractals, Elsevier, vol. 183(C).
    12. Chaudhri, Kapil & Bhagoria, J.L. & Kumar, Vikash, 2022. "Transverse wedge-shaped rib roughened solar air heater (SAH) - Exergy based experimental investigation," Renewable Energy, Elsevier, vol. 184(C), pages 1150-1164.
    13. Kumar, K.K. Phani & Mallick, Sudhanshu & Sakthivel, Shanmugasundaram, 2023. "Cobalt-rich spinel oxide-based wide angular spectral selective absorber coatings for solar thermal conversion applications," Renewable Energy, Elsevier, vol. 203(C), pages 334-344.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:191:y:2022:i:c:p:47-58. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.