A Physics-informed Deep Learning Approach for Minimum Effort Stochastic Control of Colloidal Self-Assembly

Author:

Nodozi Iman1,O’Leary Jared2,Mesbah Ali2,Halder Abhishek3

Affiliation:

1. University of California,Department of Electrical and Computer Engineering,Santa Cruz,CA,USA,95064

2. University of California,Department of Chemical and Biomolecular Engineering,Berkeley,CA,USA,94720

3. University of California,Department of Applied Mathematics,Santa Cruz,CA,USA,95064

Publisher

IEEE

Reference37 articles.

1. Wasserstein Proximal Algorithms for the Schr\"{o}dinger Bridge Problem: Density Control with Nonlinear Drift

2. Adam: A method for stochastic optimization;kingma,2014

3. Stochastic Control Liaisons: Richard Sinkhorn Meets Gaspard Monge on a Schrödinger Bridge

4. On a quasi-linear parabolic equation occurring in aerodynamics

5. Schrödinger meets Kuramoto via Feynman- Kac: Minimum effort distribution steering for noisy nonuniform Kuramoto oscillators;nodozi;2022 IEEE Conference on Decision and Control (CDC) arXiv 2202 09734,2022

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Physics-informed neural networks with hard linear equality constraints;Computers & Chemical Engineering;2024-10

2. Optimal Mass Transport over the Euler Equation;2023 62nd IEEE Conference on Decision and Control (CDC);2023-12-13

3. Neural Schrödinger Bridge With Sinkhorn Losses: Application to Data-Driven Minimum Effort Control of Colloidal Self-Assembly;IEEE Transactions on Control Systems Technology;2023

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