Data driven discovery of cyber physical systems

Discovery of hybrid dynamical models for real-world cyber-physical systems remains a challenge. This paper proposes a general framework for automating mechanistic modeling of hybrid dynamical systems from observed data with low computational complexity and noise resilience.

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Autores principales:	Ye Yuan, Xiuchuan Tang, Wei Zhou, Wei Pan, Xiuting Li, Hai-Tao Zhang, Han Ding, Jorge Goncalves
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2019
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/c7daebc20a2d4e6b8ab01d1077cfe84d
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spelling	oai:doaj.org-article:c7daebc20a2d4e6b8ab01d1077cfe84d2021-12-02T17:01:40ZData driven discovery of cyber physical systems10.1038/s41467-019-12490-12041-1723https://doaj.org/article/c7daebc20a2d4e6b8ab01d1077cfe84d2019-10-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-12490-1https://doaj.org/toc/2041-1723Discovery of hybrid dynamical models for real-world cyber-physical systems remains a challenge. This paper proposes a general framework for automating mechanistic modeling of hybrid dynamical systems from observed data with low computational complexity and noise resilience.Ye YuanXiuchuan TangWei ZhouWei PanXiuting LiHai-Tao ZhangHan DingJorge GoncalvesNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-9 (2019)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Ye Yuan Xiuchuan Tang Wei Zhou Wei Pan Xiuting Li Hai-Tao Zhang Han Ding Jorge Goncalves Data driven discovery of cyber physical systems
description	Discovery of hybrid dynamical models for real-world cyber-physical systems remains a challenge. This paper proposes a general framework for automating mechanistic modeling of hybrid dynamical systems from observed data with low computational complexity and noise resilience.
format	article
author	Ye Yuan Xiuchuan Tang Wei Zhou Wei Pan Xiuting Li Hai-Tao Zhang Han Ding Jorge Goncalves
author_facet	Ye Yuan Xiuchuan Tang Wei Zhou Wei Pan Xiuting Li Hai-Tao Zhang Han Ding Jorge Goncalves
author_sort	Ye Yuan
title	Data driven discovery of cyber physical systems
title_short	Data driven discovery of cyber physical systems
title_full	Data driven discovery of cyber physical systems
title_fullStr	Data driven discovery of cyber physical systems
title_full_unstemmed	Data driven discovery of cyber physical systems
title_sort	data driven discovery of cyber physical systems
publisher	Nature Portfolio
publishDate	2019
url	https://doaj.org/article/c7daebc20a2d4e6b8ab01d1077cfe84d
work_keys_str_mv	AT yeyuan datadrivendiscoveryofcyberphysicalsystems AT xiuchuantang datadrivendiscoveryofcyberphysicalsystems AT weizhou datadrivendiscoveryofcyberphysicalsystems AT weipan datadrivendiscoveryofcyberphysicalsystems AT xiutingli datadrivendiscoveryofcyberphysicalsystems AT haitaozhang datadrivendiscoveryofcyberphysicalsystems AT handing datadrivendiscoveryofcyberphysicalsystems AT jorgegoncalves datadrivendiscoveryofcyberphysicalsystems
_version_	1718382063742091264

Data driven discovery of cyber physical systems

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