Deep neural networks for the evaluation and design of photonic devices

30 June 2020

Papers citing "Deep neural networks for the evaluation and design of photonic devices"

25 / 25 papers shown

Title
Evaluating probabilistic and data-driven inference models for fiber-coupled NV-diamond temperature sensors Shraddha Rajpal Zeeshan Ahmed Tyrus Berry 21 0 0 14 Sep 2024
Gradient-based Design of Computational Granular Crystals Atoosa Parsa C. O’Hern Rebecca Kramer‐Bottiglio Josh Bongard 28 1 0 07 Apr 2024
Unified, Verifiable Neural Simulators for Electromagnetic Wave Inverse Problems Charles Dove Jatearoon Boondicharern Laura Waller AI4CE 29 0 0 31 Mar 2024
Inverse Design of Photonic Crystal Surface Emitting Lasers is a Sequence Modeling Problem Ceyao Zhang Renjie Li Cheng Zhang Zhaoyu Zhang Feng Yin 34 0 0 08 Mar 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 43 3 0 07 Feb 2024
Generative Inverse Design of Metamaterials with Functional Responses by Interpretable Learning Wei Chen Rachel Sun Doksoo Lee Carlos M. Portela Wei Chen AI4CE 31 3 0 08 Dec 2023
Polarization Multi-Image Synthesis with Birefringent Metasurfaces D. Hazineh S. W. D. Lim Qi Guo F. Capasso Todd E. Zickler 34 5 0 16 Jul 2023
OL-Transformer: A Fast and Universal Surrogate Simulator for Optical Multilayer Thin Film Structures Taigao Ma Haozhu Wang L. J. Guo AI4CE 11 1 0 19 May 2023
$Scientific Computing with Diffractive Optical Neural Networks$ Scientific Computing with Diffractive Optical Neural Networks Ruiyang Chen Yingheng Tang Jian Ma Weilu Gao 24 7 0 12 Feb 2023
Artificial Intelligence in Material Engineering: A review on applications of AI in Material Engineering Lipichanda Goswami Manoj Deka Mohendra Roy AI4CE 37 19 0 15 Sep 2022
Autoinverse: Uncertainty Aware Inversion of Neural Networks Navid Ansari Hans-Peter Seidel Nima Vahidi Ferdowsi Vahid Babaei BDL 19 12 0 29 Aug 2022
A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems Hai V. Nguyen T. Bui-Thanh 39 2 0 09 Aug 2022
$Super-resolution image display using diffractive decoders$ Super-resolution image display using diffractive decoders Çaǧatay Işıl Deniz Mengu Yifan Zhao Anika Tabassum Jingxi Li Yilin Luo Mona Jarrahi Aydogan Ozcan SupR 25 35 0 15 Jun 2022
POViT: Vision Transformer for Multi-objective Design and Characterization of Nanophotonic Devices Xinyu Chen Renjie Li Yueyao Yu Yuanwen Shen Wenye Li Zhaoyu Zhang Yin Zhang ViT 28 1 0 17 May 2022
Machine learning for knowledge acquisition and accelerated inverse-design for non-Hermitian systems W. Ahmed M. Farhat K. Staliūnas Xiangliang Zhang Ying Wu 27 8 0 28 Apr 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 28 19 0 02 Mar 2022
Mixed Integer Neural Inverse Design Navid Ansari Hans-Peter Seidel Vahid Babaei 19 5 0 27 Sep 2021
IDRLnet: A Physics-Informed Neural Network Library Wei Peng Jun Zhang Weien Zhou Xiaoyu Zhao W. Yao Xiaoqian Chen PINN AI4CE 35 15 0 09 Jul 2021
Inverse design of two-dimensional materials with invertible neural networks Victor Fung Jiaxin Zhang Guoxiang Hu P. Ganesh B. Sumpter 28 41 0 06 Jun 2021
Multi-objective and categorical global optimization of photonic structures based on ResNet generative neural networks Jiaqi Jiang Jonathan A. Fan 29 35 0 20 Jul 2020
$Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks$ Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks Jiaqi Jiang David Sell Stephan Hoyer Jason Hickey Jianji Yang Jonathan A. Fan 26 222 0 29 Nov 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 365 11,700 0 09 Mar 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 251 2,550 0 25 Jan 2016
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,925 0 17 Aug 2015