Thermophotovoltaic emitter design with a hyper-heuristic custom optimizer enabled by deep learning surrogates

Bohm, Preston; Yang, Chiyu; Menon, Akanksha K.; Zhang, Zhuomin M.

doi:10.1016/j.energy.2024.130424

Title: Thermophotovoltaic emitter design with a hyper-heuristic custom optimizer enabled by deep learning surrogates

Journal Article · 01 March 2024 · Energy

DOI: https://doi.org/10.1016/j.energy.2024.130424 · OSTI ID:2283112

Bohm, Preston; Yang, Chiyu; Menon, Akanksha K.; Zhang, Zhuomin M.

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Sponsoring Organization:: USDOE Office of Science (SC), Basic Energy Sciences (BES)

Grant/Contract Number:: SC0018369

OSTI ID:: 2283112

Journal Information:: Energy, Journal Name: Energy Vol. 291 Journal Issue: C; ISSN 0360-5442

Publisher:: ElsevierCopyright Statement

Country of Publication:: United Kingdom

Language:: English

References (49)

Thermophotovoltaics: Fundamentals, challenges and prospects Daneshvar, Hoofar; Prinja, Rajiv; Kherani, Nazir P. Applied Energy, Vol. 159 https://doi.org/10.1016/j.apenergy.2015.08.064	journal	December 2015
Building energy consumption prediction using multilayer perceptron neural network-assisted models; comparison of different optimization algorithms Afzal, Sadegh; Ziapour, Behrooz M.; Shokri, Afshar Energy, Vol. 282 https://doi.org/10.1016/j.energy.2023.128446	journal	November 2023
Design of tungsten complex gratings for thermophotovoltaic radiators Chen, Y. -B.; Zhang, Z. M. Optics Communications, Vol. 269, Issue 2 https://doi.org/10.1016/j.optcom.2006.08.040	journal	January 2007
Induction of decision trees Quinlan, J. R. Machine Learning, Vol. 1, Issue 1, p. 81-106 https://doi.org/10.1007/BF00116251	journal	March 1986
Thermophotovoltaic emitters based on a two-dimensional grating/thin-film nanostructure Zhao, Bo; Wang, Liping; Shuai, Yong International Journal of Heat and Mass Transfer, Vol. 67 https://doi.org/10.1016/j.ijheatmasstransfer.2013.08.047	journal	December 2013
Thermophotovoltaic efficiency of 40% LaPotin, Alina; Schulte, Kevin L.; Steiner, Myles A. Nature, Vol. 604, Issue 7905 https://doi.org/10.1038/s41586-022-04473-y	journal	April 2022
Selective emitter with core–shell nanosphere structure for thermophotovoltaic systems Meng, Caifeng; Liu, Yunpeng; Xu, Zhiheng Energy, Vol. 239 https://doi.org/10.1016/j.energy.2021.121884	journal	January 2022
A Computational Simulation of Using Tungsten Gratings in Near-Field Thermophotovoltaic Devices Watjen, J. I.; Liu, X. L.; Zhao, B. Journal of Heat Transfer, Vol. 139, Issue 5 https://doi.org/10.1115/1.4035356	journal	February 2017
Broadband high-temperature thermal emitter/absorber designed by the adjoint method Kecebas, Muhammed Ali; Sendur, Kursat Journal of the Optical Society of America B, Vol. 38, Issue 10 https://doi.org/10.1364/JOSAB.432638	journal	October 2021
Radioisotope Thermophotovoltaic Generator Design Methods and Performance Estimates for Space Missions Wang, Xiawa; Liang, Renrong; Fisher, Peter Journal of Propulsion and Power, Vol. 36, Issue 4 https://doi.org/10.2514/1.B37623	journal	July 2020
New development of one-dimensional Si/SiO₂ photonic crystals filter for thermophotovoltaic applications Mao, Lei; Ye, Hong Renewable Energy, Vol. 35, Issue 1, p. 249-256 https://doi.org/10.1016/j.renene.2009.06.013	journal	January 2010
Optimization of a CHP system using a forecasting dispatch and teaching-learning-based optimization algorithm Toopshekan, Ashkan; Abedian, Ali; Azizi, Arian Energy, Vol. 285 https://doi.org/10.1016/j.energy.2023.128671	journal	December 2023
Nearest neighbor pattern classification Cover, T.; Hart, P. IEEE Transactions on Information Theory, Vol. 13, Issue 1, p. 21-27 https://doi.org/10.1109/TIT.1967.1053964	journal	January 1967
Tailorable bandgap-dependent selective emitters for thermophotovoltaic systems Liu, X. J.; Zhao, C. Y.; Wang, B. X. International Journal of Heat and Mass Transfer, Vol. 200 https://doi.org/10.1016/j.ijheatmasstransfer.2022.123504	journal	January 2023
Employing Taguchi method to optimize the performance of a microscale combined heat and power system with Stirling engine and thermophotovoltaic array Chen, Wen-Lih; Currao, Gaetano; Li, Yueh-Heng Energy, Vol. 270 https://doi.org/10.1016/j.energy.2023.126897	journal	May 2023
Particle swarm optimization and its application to the design of diffraction grating filters Shokooh-Saremi, Mehrdad; Magnusson, Robert Optics Letters, Vol. 32, Issue 8 https://doi.org/10.1364/OL.32.000894	journal	March 2007
A nanophotonic solar thermophotovoltaic device Lenert, Andrej; Bierman, David M.; Nam, Youngsuk Nature Nanotechnology, Vol. 9, Issue 2, p. 126-130 https://doi.org/10.1038/nnano.2013.286	journal	January 2014
Photonics roadmap for ultra-high-temperature thermophotovoltaics Dias, Mariama Rebello Sousa; Gong, Tao; Duncan, Margaret A. Joule, Vol. 7, Issue 10 https://doi.org/10.1016/j.joule.2023.08.015	journal	October 2023
Improving the prediction of heating energy consumed at residential buildings using a combination of support vector regression and meta-heuristic algorithms Khajavi, Hamed; Rastgoo, Amir Energy, Vol. 272 https://doi.org/10.1016/j.energy.2023.127069	journal	June 2023
Development of a polarization-insensitive thermophotovoltaic emitter with a binary grating Nguyen-Huu, Nghia; Chen, Yu-Bin; Lo, Yu-Lung Optics Express, Vol. 20, Issue 6 https://doi.org/10.1364/OE.20.005882	journal	January 2012
Formulation for stable and efficient implementation of the rigorous coupled-wave analysis of binary gratings Moharam, M. G.; Gaylord, T. K.; Grann, Eric B. Journal of the Optical Society of America A, Vol. 12, Issue 5 https://doi.org/10.1364/JOSAA.12.001068	journal	January 1995
Water distillation tower: Experimental investigation, economic assessment, and performance prediction using optimized machine-learning model Elsheikh, Ammar H.; El-Said, Emad M. S.; Abd Elaziz, Mohamed Journal of Cleaner Production, Vol. 388 https://doi.org/10.1016/j.jclepro.2023.135896	journal	February 2023
CUSTOMHyS: Customising Optimisation Metaheuristics via Hyper-heuristic Search Cruz-Duarte, Jorge M.; Amaya, Ivan; Ortiz-Bayliss, José C. SoftwareX, Vol. 12 https://doi.org/10.1016/j.softx.2020.100628	journal	July 2020
Thermal emission control with one-dimensional metallodielectric photonic crystals Narayanaswamy, Arvind; Chen, Gang Physical Review B, Vol. 70, Issue 12 https://doi.org/10.1103/PhysRevB.70.125101	journal	September 2004
Deep learning-based inverse design of microstructured materials for optical optimization and thermal radiation control Sullivan, Jonathan; Mirhashemi, Arman; Lee, Jaeho Scientific Reports, Vol. 13, Issue 1 https://doi.org/10.1038/s41598-023-34332-3	journal	May 2023
Microscale radiation in thermophotovoltaic devices—A review Basu, S.; Chen, Y. -B.; Zhang, Z. M. International Journal of Energy Research, Vol. 31, Issue 6-7 https://doi.org/10.1002/er.1286	journal	January 2007
State-of-the-art in artificial neural network applications: A survey Abiodun, Oludare Isaac; Jantan, Aman; Omolara, Abiodun Esther Heliyon, Vol. 4, Issue 11 https://doi.org/10.1016/j.heliyon.2018.e00938	journal	November 2018
Practical emitters for thermophotovoltaics: a review Sakakibara, Reyu; Stelmakh, Veronika; Chan, Walker R. Journal of Photonics for Energy, Vol. 9, Issue 03 https://doi.org/10.1117/1.JPE.9.032713	journal	February 2019
Highly directional radiation generated by a tungsten thermal source Laroche, M.; Arnold, C.; Marquier, F. Optics Letters, Vol. 30, Issue 19 https://doi.org/10.1364/OL.30.002623	journal	January 2005
Multilayer feedforward networks are universal approximators Hornik, Kurt; Stinchcombe, Maxwell; White, Halbert Neural Networks, Vol. 2, Issue 5 https://doi.org/10.1016/0893-6080(89)90020-8	journal	January 1989
Advanced Metaheuristic Techniques for Mechanical Design Problems: Review Abd Elaziz, Mohamed; Elsheikh, Ammar H.; Oliva, Diego Archives of Computational Methods in Engineering, Vol. 29, Issue 1 https://doi.org/10.1007/s11831-021-09589-4	journal	April 2021
Machine learning-optimized Tamm emitter for high-performance thermophotovoltaic system with detailed balance analysis Hu, Run; Song, Jinlin; Liu, Yida Nano Energy, Vol. 72 https://doi.org/10.1016/j.nanoen.2020.104687	journal	June 2020
Optimal ratio for data splitting Joseph, V. Roshan Statistical Analysis and Data Mining: The ASA Data Science Journal, Vol. 15, Issue 4 https://doi.org/10.1002/sam.11583	journal	April 2022
Performance of Near-Field Thermophotovoltaic Cells Enhanced With a Backside Reflector Bright, T. J.; Wang, L. P.; Zhang, Z. M. Journal of Heat Transfer, Vol. 136, Issue 6 https://doi.org/10.1115/1.4026455	journal	March 2014
Study of magnetic polaritons in deep gratings for thermal emission control Zhao, Bo; Zhang, Zhuomin M. Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 135 https://doi.org/10.1016/j.jqsrt.2013.11.016	journal	March 2014
Hyper-heuristics: a survey of the state of the art Burke, Edmund K.; Gendreau, Michel; Hyde, Matthew Journal of the Operational Research Society, Vol. 64, Issue 12 https://doi.org/10.1057/jors.2013.71	journal	December 2013
Wavelength-selective and diffuse emitter enhanced by magnetic polaritons for thermophotovoltaics Wang, L. P.; Zhang, Z. M. Applied Physics Letters, Vol. 100, Issue 6 https://doi.org/10.1063/1.3684874	journal	February 2012
A novel thermophotovoltaic optical cavity for improved irradiance uniformity and system performance Zhang, Chao; Tang, Liangliang; Liu, Yan Energy, Vol. 195 https://doi.org/10.1016/j.energy.2020.116962	journal	March 2020
Three-junction tandem photovoltaic cell for a wide temperature range based on a multilayer circular truncated cone metamaterial emitter Zhou, Zhijun; Jiang, Cancheng; Huang, Huadong Energy, Vol. 210 https://doi.org/10.1016/j.energy.2020.118503	journal	November 2020
Present Efficiencies and Future Opportunities in Thermophotovoltaics Burger, Tobias; Sempere, Caroline; Roy-Layinde, Bosun Joule, Vol. 4, Issue 8 https://doi.org/10.1016/j.joule.2020.06.021	journal	August 2020
Spectral radiative properties of tungsten thin films in the infrared Watjen, J. I.; Bright, T. J.; Zhang, Z. M. International Journal of Heat and Mass Transfer, Vol. 61 https://doi.org/10.1016/j.ijheatmasstransfer.2013.01.063	journal	June 2013
Hybrid particle swarm and sea horse optimization algorithm-based optimal reactive power dispatch of power systems comprising electric vehicles Hasanien, Hany M.; Alsaleh, Ibrahim; Tostado-Véliz, Marcos Energy, Vol. 286 https://doi.org/10.1016/j.energy.2023.129583	journal	January 2024
An imitation learning-based energy management strategy for electric vehicles considering battery aging Ye, Yiming; Wang, Hanchen; Xu, Bin Energy, Vol. 283 https://doi.org/10.1016/j.energy.2023.128537	journal	November 2023
Machine-learning-assisted metasurface design for high-efficiency thermal emitter optimization Kudyshev, Zhaxylyk A.; Kildishev, Alexander V.; Shalaev, Vladimir M. Applied Physics Reviews, Vol. 7, Issue 2 https://doi.org/10.1063/1.5134792	journal	June 2020
Thermophotovoltaic generation with selective radiators based on tungsten surface gratings Sai, Hitoshi; Yugami, Hiroo Applied Physics Letters, Vol. 85, Issue 16, p. 3399-3401 https://doi.org/10.1063/1.1807031	journal	October 2004
Selective emitter materials and designs for high-temperature thermophotovoltaic applications Wang, Ze; Kortge, David; He, Zihao Solar Energy Materials and Solar Cells, Vol. 238 https://doi.org/10.1016/j.solmat.2021.111554	journal	May 2022
Modeling and experiments of near-field thermophotovoltaic conversion: A review Song, Jaeman; Han, Jihye; Choi, Minwoo Solar Energy Materials and Solar Cells, Vol. 238 https://doi.org/10.1016/j.solmat.2021.111556	journal	May 2022
Transmission Enhancement Through Nanoscale Metallic Slit Arrays from the Visible to Mid-Infrared Lee, B. J.; Chen, Y. -B.; Zhang, Z. M. Journal of Computational and Theoretical Nanoscience, Vol. 5, Issue 2 https://doi.org/10.1166/jctn.2008.2461	journal	February 2008
Ultra high temperature latent heat energy storage and thermophotovoltaic energy conversion Datas, Alejandro; Ramos, Alba; Martí, Antonio Energy, Vol. 107 https://doi.org/10.1016/j.energy.2016.04.048	journal	July 2016

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