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researcher

Nathan P. Lawrence

University of British Columbia

24 papers hereh-index 10539 citations28 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author11
  • middle author12
  • last author1

Across the 24 of 24 papers where every author was matched, so the position is known.

fields
  • cs.LG10
  • eess.SY10
  • math.OC3
  • cs.RO1
affiliations
  • University of British Columbia
  • Portland State University
Homepage

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedDeep Reinforcement Learning for Process Control: A Primer for Beginners

146 citations · 565 across the 24 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

cs.LG2022★ 44 cited

Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey

R. Bhushan Gopaluni, Aditya Tulsyan, Benoit Chachuat +6

Over the last ten years, we have seen a significant increase in industrial data, tremendous improvement in computational power, and major theoretical advances in machine learning.…

cs.LG2022

Meta-Reinforcement Learning for Adaptive Control of Second Order Systems

Daniel G. McClement, Nathan P. Lawrence, Michael G. Forbes +3

Meta-learning is a branch of machine learning which aims to synthesize data from a distribution of related tasks to efficiently solve new ones. In process control, many systems hav…

eess.SY2022★ 45 cited

Meta-Reinforcement Learning for the Tuning of PI Controllers: An Offline Approach

Daniel G. McClement, Nathan P. Lawrence, Johan U. Backstrom +3

Meta-learning is a branch of machine learning which trains neural network models to synthesize a wide variety of data in order to rapidly solve new problems. In process control, ma…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.