490 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- University of British ColumbiaCA9 papers
- Herzberg Institute of AstrophysicsCA5 papers
- Space Telescope Science InstituteUS5 papers
- Université de MontréalCA5 papers
- Cornell UniversityUS4 papers
- University of MichiganUS4 papers
- American Museum of Natural HistoryUS3 papers
- Canadian Institute for Theoretical AstrophysicsCA3 papers
- Canadian Space AgencyCA3 papers
- Centre National de la Recherche ScientifiqueFR3 papers
- Goddard Space Flight CenterUS3 papers
- Johns Hopkins UniversityUS3 papers
Showing 2020 · math.OCShow all
2 papers · 2 filters
math.OC2020★ 29 cited
Optimal PID and Antiwindup Control Design as a Reinforcement Learning Problem
Nathan P. Lawrence, Gregory E. Stewart, Philip D. Loewen +3
Deep reinforcement learning (DRL) has seen several successful applications to process control. Common methods rely on a deep neural network structure to model the controller or pro…
math.OC2020★ 9 cited
Reinforcement Learning based Design of Linear Fixed Structure Controllers
Nathan P. Lawrence, Gregory E. Stewart, Philip D. Loewen +3
Reinforcement learning has been successfully applied to the problem of tuning PID controllers in several applications. The existing methods often utilize function approximation, su…