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M. Messagie

8 papers hereh-index 365.3k citations126 works total

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

author position
  • middle author3
  • last author5

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • eess.SY5
  • cs.LG2
  • physics.soc-ph1

identity via Semantic Scholar / OpenAlex

activity
20212024
most citedReal-world validation of safe reinforcement learning, model predictive control and decision tree-based home energy management systems

28 citations · 61 across the 8 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

eess.SY2023★ 8 cited

An adaptive safety layer with hard constraints for safe reinforcement learning in multi-energy management systems

Glenn Ceusters, Muhammad Andy Putratama, Rüdiger Franke +2

Safe reinforcement learning (RL) with hard constraint guarantees is a promising optimal control direction for multi-energy management systems. It only requires the environment-spec…

cs.LG2023★ 10 cited

TreeC: a method to generate interpretable energy management systems using a metaheuristic algorithm

Julian Ruddick, Luis Ramirez Camargo, Muhammad Andy Putratama +2

Energy management systems (EMS) have traditionally been implemented using rule-based control (RBC) and model predictive control (MPC) methods. However, recent research has explored…

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