Search Results for author: Muhammad Andy Putratama

Found 2 papers, 1 papers with code

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

no code implementations18 Apr 2023 Glenn Ceusters, Muhammad Andy Putratama, Rüdiger Franke, Ann Nowé, Maarten Messagie

(II) introducing self-improving hard constraints, to increase the accuracy of the constraint functions as more and new data becomes available so that better policies can be learnt.

energy management Management +2

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

1 code implementation17 Apr 2023 Julian Ruddick, Luis Ramirez Camargo, Muhammad Andy Putratama, Maarten Messagie, Thierry Coosemans

This method learns the decision strategy of the EMS based on historical data contrary to RBC and MPC approaches that are typically considered as non adaptive solutions.

energy management Management +2

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