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Global optimization of dielectric metasurfaces using a physics-driven neural network

13 May 2019

Papers citing "Global optimization of dielectric metasurfaces using a physics-driven neural network"

33 / 33 papers shown

Title
Chat to Chip: Large Language Model Based Design of Arbitrarily Shaped Metasurfaces Huanshu Zhang Lei Kang Sawyer D. Campbell Douglas H. Werner 100 1 0 29 Sep 2025
Inverse Design in Nanophotonics via Representation Learning Reza Marzban Ali Adibi Raphael Pestourie 106 1 0 01 Jul 2025
Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterization Yuheng Chen Alexander Montes McNeil Taehyuk Park Blake A. Wilson Vaishnavi Iyer ... Vladimir M. Shalaev Michael Moebius Wenshan Cai Yongmin Liu A. Boltasseva 161 2 0 24 Jun 2025
HiLAB: A Hybrid Inverse-Design FrameworkSmall Methods (SM), 2025 Reza Marzban Hamed Abiri Raphael Pestourie Ali Adibi 242 4 0 23 May 2025
Physics-guided and fabrication-aware inverse design of photonic devices using diffusion models D. Seo Soobin Um Sangbin Lee Jong Chul Ye Haejun Chung 174 2 0 23 Apr 2025
A multi-agentic framework for real-time, autonomous freeform metasurface design Robert Lupoiu Yixuan Shao Tianxiang Dai Chenkai Mao Kofi Edee Jonathan A. Fan AI4CE 222 6 0 26 Mar 2025
Unified, Verifiable Neural Simulators for Electromagnetic Wave Inverse Problems Charles Dove Jatearoon Boondicharern Laura Waller AI4CE 131 0 0 31 Mar 2024
Large-scale global optimization of ultra-high dimensional non-convex landscapes based on generative neural networks Jiaqi Jiang Jonathan A. Fan 110 1 0 09 Jul 2023
Data-Driven Design for Metamaterials and Multiscale Systems: A ReviewAdvances in Materials (AM), 2023 Doksoo Lee Wei Chen Liwei Wang Yu-Chin Chan Wei Chen AI4CE 206 146 0 01 Jul 2023
Diffusion Probabilistic Model Based Accurate and High-Degree-of-Freedom Metasurface Inverse Design Zezhou Zhang Chuan Yang Yifeng Qin Hao Feng Jiqiang Feng Hongbin Li DiffM 125 45 0 25 Apr 2023
OptoGPT: A Foundation Model for Inverse Design in Optical Multilayer Thin Film StructuresOpto-Electronic Advances (OEA), 2023 Taigao Ma Haozhu Wang L. J. Guo 147 39 0 20 Apr 2023
Generating extreme quantum scattering in graphene with machine learningPhysical review B (PRB), 2022 Chen-Di Han Y. Lai 150 5 0 13 Dec 2022
Machine Learning for Metasurfaces Design and Their Applications Kumar Vijay Mishra Ahmet M. Elbir A. Zaghloul AI4CE 133 5 0 02 Nov 2022
Topology Optimization via Machine Learning and Deep Learning: A ReviewJournal of Computational Design and Engineering (JCDE), 2022 S. Shin Dongju Shin Namwoo Kang AI4CE 168 107 0 19 Oct 2022
Tackling Multimodal Device Distributions in Inverse Photonic Design using Invertible Neural Networks Michel Frising J. Bravo-Abad F. Prins 136 6 0 29 Aug 2022
Learning to Solve PDE-constrained Inverse Problems with Graph NetworksInternational Conference on Machine Learning (ICML), 2022 Qingqing Zhao David B. Lindell Gordon Wetzstein AI4CE 197 50 0 01 Jun 2022
Generative Evolutionary Strategy For Black-Box Optimizations C. Park 234 0 0 06 May 2022
Inverse Design and Experimental Verification of a Bianisotropic Metasurface Using Optimization and Machine Learning Stewart Pearson Parinaz Naseri S. Hum 91 0 0 28 Mar 2022
WaveY-Net: Physics-augmented deep learning for high-speed electromagnetic simulation and optimization Ming-Keh Chen Robert Lupoiu Chenkai Mao Der-Han Huang Jiaqi Jiang P. Lalanne Jonathan A. Fan 159 25 0 02 Mar 2022
SUTD-PRCM Dataset and Neural Architecture Search Approach for Complex Metasurface Design Tianning Zhang Y. Ang Erping Li C. Kee L. Ang 130 2 0 24 Feb 2022
t-METASET: Tailoring Property Bias of Large-Scale Metamaterial Datasets through Active Learning Doksoo Lee Yu-Chin Chan Wei Chen Liwei Wang Anton van Beek Wei Chen AI4CE 219 30 0 21 Feb 2022
Bridging the reality gap in quantum devices with physics-aware machine learningPhysical Review X (PRX), 2021 D. L. Craig H. Moon F. Fedele D. Lennon B. V. Straaten ... D. Zumbuhl G. Briggs Michael A. Osborne D. Sejdinovic N. Ares 114 18 0 22 Nov 2021
Inverse Design of Grating Couplers Using the Policy Gradient Method from Reinforcement Learning S. Hooten R. Beausoleil T. Van Vaerenbergh 290 28 0 30 Jun 2021
DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent KernelNeural Information Processing Systems (NeurIPS), 2021 Benjamin Dupuis Arthur Jacot 161 6 0 10 Jun 2021
Multi-objective and categorical global optimization of photonic structures based on ResNet generative neural networks Jiaqi Jiang Jonathan A. Fan 186 45 0 20 Jul 2020
Multifunctional Meta-Optic Systems: Inversely Designed with Artificial Intelligence Dayu Zhu Zhaocheng Liu L. Raju Andrew S. Kim W. Cai 106 5 0 30 Jun 2020
Deep neural networks for the evaluation and design of photonic devices Jiaqi Jiang Ming-Keh Chen Jonathan A. Fan 249 456 0 30 Jun 2020
A Freeform Dielectric Metasurface Modeling Approach Based on Deep Neural Networks S. An B. Zheng M. Shalaginov H. Tang Hang Li ... K. Richardson T. Gu Juejun Hu Clayton Fowler Hualiang Zhang 122 12 0 01 Jan 2020
Progressive-Growing of Generative Adversarial Networks for Metasurface Optimization Fufang Wen Jiaqi Jiang Jonathan A. Fan GAN 199 7 0 29 Nov 2019
Knowledge Discovery In Nanophotonics Using Geometric Deep LearningAdvanced Intelligent Systems (AIS), 2019 Yashar Kiarashinejad M. Zandehshahvar Sajjad Abdollahramezani Omid Hemmatyar Reza Pourabolghasem A. Adibi 118 97 0 16 Sep 2019
Neural reparameterization improves structural optimization Stephan Hoyer Jascha Narain Sohl-Dickstein S. Greydanus AI4CE 130 75 0 10 Sep 2019
Multifunctional Metasurface Design with a Generative Adversarial NetworkAdvanced Optical Materials (Adv. Opt. Mater.), 2019 S. An B. Zheng H. Tang M. Shalaginov Li Zhou Hang Li T. Gu Juejun Hu Clayton Fowler Hualiang Zhang 184 166 0 13 Aug 2019
$Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks$ Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks Jiaqi Jiang David Sell Stephan Hoyer Jason Hickey Jianji Yang Jonathan A. Fan 131 242 0 29 Nov 2018