Physics-Informed Probabilistic Learning of Linear Embeddings of Nonlinear Dynamics with Guaranteed Stability
Author:
Funder
Defense Advanced Research Projects Agency
Publisher
Society for Industrial & Applied Mathematics (SIAM)
Subject
Modeling and Simulation,Analysis
Link
https://epubs.siam.org/doi/pdf/10.1137/19M1267246
Reference52 articles.
1. Ergodic Theory, Dynamic Mode Decomposition, and Computation of Spectral Properties of the Koopman Operator
2. Study of dynamics in post-transient flows using Koopman mode decomposition
3. Variable Projection Methods for an Optimized Dynamic Mode Decomposition
4. Variational Inference: A Review for Statisticians
5. Koopman Invariant Subspaces and Finite Linear Representations of Nonlinear Dynamical Systems for Control
Cited by 85 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. Forecasting dynamics by an incomplete equation of motion and an auto-encoder Koopman operator;Mechanical Systems and Signal Processing;2024-11
2. Koopman dynamic-oriented deep learning for invariant subspace identification and full-state prediction of complex systems;Computer Methods in Applied Mechanics and Engineering;2024-09
3. Koopman neural operator as a mesh-free solver of non-linear partial differential equations;Journal of Computational Physics;2024-09
4. Flight Dynamic Uncertainty Quantification Modeling Using Physics-Informed Neural Networks;AIAA J;2024
5. Uncertainty Quantification of Autoencoder-Based Koopman Operator;2024 American Control Conference (ACC);2024-07-10
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3