Publications

2023

Padilla, W. J., and K. Fan. “Transparent phase dielectric metasurfaces.” In All Dielectric Nanophotonics, 287–328, 2023. https://doi.org/10.1016/B978-0-32-395195-1.00015-6.

Khatib, O., S. Ren, J. Malof, and W. J. Padilla. “Informed Deep Learning in Metamaterials.” In 2023 International Applied Computational Electromagnetics Society Symposium Aces Monterey 2023, 2023. https://doi.org/10.23919/ACES57841.2023.10114734.

Li, W., H. B. Sedeh, W. J. Padilla, J. Malof, and N. M. Litchinitser. “Mie Resonance-based Meta-atom Design with Machine Learning Method.” In 2023 Conference on Lasers and Electro Optics CLEO 2023, 2023.

Li, W., H. B. Sedeh, W. J. Padilla, J. Malof, and N. M. Litchinitser. “Multipolar Resonance Engineering Using Machine Learning.” In International Conference on Metamaterials Photonic Crystals and Plasmonics, 1175, 2023.

2022

Deng, Y., S. Ren, J. Malof, and W. J. Padilla. “Deep inverse photonic design: A tutorial.” Photonics and Nanostructures Fundamentals and Applications 52 (December 1, 2022). https://doi.org/10.1016/j.photonics.2022.101070.

Staude, I., H. Chen, A. Miroshnichenko, J. Takahara, and W. J. Padilla. “Metasurfaces for photonic devices.” Journal of Applied Physics 132, no. 19 (November 21, 2022). https://doi.org/10.1063/5.0131810.

Fan, Kebin, Richard D. Averitt, and Willie J. Padilla. “Active and tunable nanophotonic metamaterials.” Nanophotonics (Berlin, Germany) 11, no. 17 (September 2022): 3769–3803. https://doi.org/10.1515/nanoph-2022-0188.

Fan, K., V. Stenger, and W. J. Padilla. “Pyroelectric metamaterial millimeter-wave detector.” Applied Physics Letters 121, no. 2 (July 11, 2022). https://doi.org/10.1063/5.0094201.

Khatib, O., S. Ren, J. Malof, and W. J. Padilla. “Learning the Physics of All-Dielectric Metamaterials with Deep Lorentz Neural Networks.” Advanced Optical Materials 10, no. 13 (July 1, 2022). https://doi.org/10.1002/adom.202200097.

Ren, Simiao, Ashwin Mahendra, Omar Khatib, Yang Deng, Willie J. Padilla, and Jordan M. Malof. “Inverse deep learning methods and benchmarks for artificial electromagnetic material design.” Nanoscale 14, no. 10 (March 2022): 3958–69. https://doi.org/10.1039/d1nr08346e.

Padilla, W. J., and R. D. Averitt. “Imaging with metamaterials.” Nature Reviews Physics 4, no. 2 (February 1, 2022): 85–100. https://doi.org/10.1038/s42254-021-00394-3.

Padilla, W. J. “Deep Learning Metamaterials.” In International Conference on Metamaterials Photonic Crystals and Plasmonics, 543, 2022.

Khatib, O., D. Gu, J. Smith, W. R. Deal, W. J. Padilla, and S. C. Reising. “Planar Metamaterial Absorbers for Calibration of Microwave Radiometers for Atmospheric Remote Sensing.” In International Geoscience and Remote Sensing Symposium IGARSS, 2022-July:7212–17, 2022. https://doi.org/10.1109/IGARSS46834.2022.9884105.

Yang, J. Q., Y. C. Xu, K. Fan, J. Wu, C. Zhang, D. C. Zhan, B. B. Jin, and W. J. Padilla. “Normalizing Flows for Efficient Inverse Design of Thermophotovoltaic Emitters.” ACS Photonics, January 1, 2022. https://doi.org/10.1021/acsphotonics.2c01803.

Dong, J., S. Ren, Y. Deng, O. Khatib, J. Malof, M. Soltani, W. Padilla, and V. Tarokh. “BLASCHKE PRODUCT NEURAL NETWORK (BPNN): A PHYSICS-INFUSED NEURAL NETWORK FOR PHASE RETRIEVAL OF MEROMORPHIC FUNCTIONS.” In Iclr 2022 10th International Conference on Learning Representations, 2022.

2021

Khatib, O., T. Tyler, W. J. Padilla, N. M. Jokerst, and H. O. Everitt. “Mapping active strain using terahertz metamaterial laminates.” APL Photonics 6, no. 11 (November 1, 2021). https://doi.org/10.1063/5.0069723.

Khatib, O., S. Ren, J. Malof, and W. J. Padilla. “Deep Learning the Electromagnetic Properties of Metamaterials—A Comprehensive Review.” Advanced Functional Materials 31, no. 31 (August 1, 2021). https://doi.org/10.1002/adfm.202101748.

Fang, H., W. Xie, X. Li, K. Fan, Y. T. Lai, B. Sun, S. Bai, W. J. Padilla, and P. C. Hsu. “A Triple-Mode Mid-infrared Modulator for All-Surface Radiative Thermal Management.” In 2021 Conference on Lasers and Electro Optics CLEO 2021 Proceedings, 2021.

Fang, Haoming, Wanrong Xie, Xiuqiang Li, Kebin Fan, Yi-Ting Lai, Bowen Sun, Shulin Bai, Willie J. Padilla, and Po-Chun Hsu. “A Triple-Mode Midinfrared Modulator for Radiative Heat Management of Objects with Various Emissivity.” Nano Letters 21, no. 9 (May 2021): 4106–14. https://doi.org/10.1021/acs.nanolett.1c01147.

Fan, Kebin, Ilya V. Shadrivov, Andrey E. Miroshnichenko, and Willie J. Padilla. “Infrared all-dielectric Kerker metasurfaces.” Optics Express 29, no. 7 (March 2021): 10518–26. https://doi.org/10.1364/oe.421187.

Deng, Yang, Simiao Ren, Kebin Fan, Jordan M. Malof, and Willie J. Padilla. “Neural-adjoint method for the inverse design of all-dielectric metasurfaces.” Optics Express 29, no. 5 (March 2021): 7526–34. https://doi.org/10.1364/oe.419138.

Fang, H., W. Xie, X. Li, K. Fan, Y. T. Lai, B. Sun, S. Bai, W. J. Padilla, and P. C. Hsu. “A triple-mode mid-infrared modulator for all-surface radiative thermal management.” In Optics Infobase Conference Papers, 2021.

Khatib, O., T. Tyler, W. J. Padilla, N. M. Jokerst, and H. O. Everitt. “Strain mapping with THz metamaterial composites.” In Optics Infobase Conference Papers, 2021.

Deng, Y., J. Dong, S. Ren, O. Khatib, M. Soltani, V. Tarokh, W. J. Padilla, and J. M. Malof. “Benchmarking Data-driven Surrogate Simulators for Artificial Electromagnetic Materials.” In Advances in Neural Information Processing Systems, 2021.

2020

Deng, Y., S. Ren, K. Fan, J. M. Malof, and W. J. Padilla. “Machine Learning for Exotic Metasurfaces.” In International Conference on Infrared Millimeter and Terahertz Waves Irmmw Thz, 2020-November:25, 2020. https://doi.org/10.1109/IRMMW-THz46771.2020.9370973.