The ushering in of the big-data era, ably supported by exponential advances in computation, has provided new impetus to data-driven control in several engineering sectors. The rapid and deep expansion of this topic has precipitated the need for a showcase of the highlights of data-driven approaches. There has been a rich history of contributions from the control systems community in the area of data-driven control. At the same time, there have been several new concepts and research directions that have also been introduced in recent years. Many of these contributions and concepts have started to transition from theory to practical applications. This paper will provide an overview of the historical contributions and highlight recent concepts and research directions.
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Dept Phys & Astron, Philadelphia, PA 19104 USA
Univ Penn, Dept Elect & Syst Engn, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA 19104 USA
Santa Fe Inst, Santa Fe, NM 87501 USAUniv Padua, Dept Informat Engn, Padua, Italy
机构:
Univ Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, Brazil
Goncalves da Silva, Gustavo R.
Bazanella, Alexandre S.
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机构:
Univ Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, Brazil
Bazanella, Alexandre S.
Lorenzini, Charles
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Univ Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, Brazil
Lorenzini, Charles
Campestrini, Luciola
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Univ Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Dept Automat & Energy, BR-90035190 Porto Alegre, RS, Brazil
Campestrini, Luciola
IEEE CONTROL SYSTEMS LETTERS,
2019,
3
(01):
: 180
-
185
机构:
Harbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 150001, Peoples R China
Yin, Shen
Gao, Huijun
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机构:
Harbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 150001, Peoples R China
Gao, Huijun
Kaynak, Okyay
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机构:
Bogazici Univ, Dept Elect & Elect Engn, TR-34342 Istanbul, TurkeyHarbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 150001, Peoples R China