Optimal Control
Optimal Control is a mathematical optimization framework within control theory that determines the best possible control policy for steering a dynamic system over time, distinguished by its reliance on performance criteria formalized through cost function minimization.
49.9K
Publications
2.8M
Citations
68.1K
Authors
7.4K
Institutions
Publications per year
2017–2026
15.8K
Variants
Optimal Control Theory
Children
Adaptive Optimal ControlBang-bang ControlClosed-loop Optimal ControlControl-constrained Optimal ControlDeterministic Optimal ControlDistributed Parameter Optimal ControlFinite-time Optimal ControlHamilton-jacobi-bellman EquationsInfinite-dimensional Optimal ControlLinear Quadratic Regulation
49.9K
Human-level control through deep reinforcement learning
Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · Nature · 2015 · 30K citations
Reinforcement Learning: An Introduction
Richard S. Sutton, Andy Barto · IEEE Transactions on Neural Networks · 1998 · 27.1K citations
Reinforcement Learning: An Introduction
IEEE Transactions on Neural Networks · 2005 · 25.8K citations
YALMIP : a toolbox for modeling and optimization in MATLAB
Johan Löfberg · 2005 · 9.2K citations
Reinforcement Learning: An Introduction
Jeffrey D. Johnson, Jinghong Li, Zengshi Chen · Neurocomputing · 2000 · 8.7K citations
1–5 of 49.9K
68.1K
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1–5 of 68.1K
7.4K
Massachusetts Institute of Technology
Cambridge, United States
120 h-index
1.2K publications
107.2K citations
University of California, Berkeley
Berkeley, United States
119 h-index
1.3K publications
131.4K citations

Chinese Academy of Sciences
Beijing, China
100 h-index
901 publications
68K citations
Stanford University
Stanford, United States
94 h-index
833 publications
62K citations
ETH Zurich
Zurich, Switzerland
92 h-index
1.1K publications
102.6K citations
University of Illinois Urbana-Champaign
Urbana, United States
89 h-index
960 publications
55.3K citations
University of Michigan
Ann Arbor, United States
88 h-index
1.1K publications
68.5K citations
Carnegie Mellon University
Pittsburgh, United States
88 h-index
638 publications
50.6K citations
1–8 of 7.4K
2K publications · 164.4K citations
187
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1.3K publications · 153.8K citations
166
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1.2K publications · 70.9K citations
122
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998 publications · 59.1K citations
113
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403 publications · 38.6K citations
97
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