Jonathan A. Fan

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 12

Top Topics

Global Optimization

Discriminatively Trained

Generative Model

Top Venues

IEEE Robotics Autom. Lett.

Publications

Chenkai Mao, Robert Lupoiu, Tianxiang Dai, Mingkun Chen, Jonathan A. Fan
Towards General Neural Surrogate Solvers with Specialized Neural Accelerators. CoRR (2024)
Jiaqi Jiang, Jonathan A. Fan
Large-scale global optimization of ultra-high dimensional non-convex landscapes based on generative neural networks. CoRR (2023)
Robert Lupoiu, Samuel S. H. Ng, Jonathan A. Fan, Konrad Walus
Automated Atomic Silicon Quantum Dot Circuit Design via Deep Reinforcement Learning. CoRR (2022)
Mingkun Chen, Robert Lupoiu, Chenkai Mao, Der-Han Huang, Jiaqi Jiang, Philippe Lalanne, Jonathan A. Fan
WaveY-Net: Physics-augmented deep learning for high-speed electromagnetic simulation and optimization. CoRR (2022)
Jiaqi Jiang, Jonathan A. Fan
Multi-objective and categorical global optimization of photonic structures based on ResNet generative neural networks. CoRR (2020)
Jiaqi Jiang, Mingkun Chen, Jonathan A. Fan
Deep neural networks for the evaluation and design of photonic devices. CoRR (2020)
Lucia T. Gan, Laura H. Blumenschein, Zhe Huang, Allison M. Okamura, Elliot W. Hawkes, Jonathan A. Fan
3D Electromagnetic Reconfiguration Enabled by Soft Continuum Robots. IEEE Robotics Autom. Lett. 5 (2) (2020)
Jiaqi Jiang, Jonathan A. Fan
Dataless training of generative models for the inverse design of metasurfaces. CoRR (2019)
Jiaqi Jiang, Jonathan A. Fan
Global optimization of dielectric metasurfaces using a physics-driven neural network. CoRR (2019)
Fufang Wen, Jiaqi Jiang, Jonathan A. Fan
Progressive-Growing of Generative Adversarial Networks for Metasurface Optimization. CoRR (2019)
Jiaqi Jiang, David Sell, Stephan Hoyer, Jason Hickey, Jianji Yang, Jonathan A. Fan
Data-driven metasurface discovery. CoRR (2018)
Laura H. Blumenschein, Lucia T. Gan, Jonathan A. Fan, Allison M. Okamura, Elliot Wright Hawkes
A Tip-Extending Soft Robot Enables Reconfigurable and Deployable Antennas. IEEE Robotics Autom. Lett. 3 (2) (2018)