Browsing by Author "Claessens, Bert"

Control Policy Correction Framework for Reinforcement Learning-based Energy Arbitrage Strategies

Demand response for residential building heating: Effective Monte Carlo Tree Search control based on physics-informed neural networks

Distill2Explain: Differentiable decision trees for explainable reinforcement learning in energy application controllers

Distributional reinforcement learning-based energy arbitrage strategies in imbalance settlement mechanism

Explainable Home Energy Management Systems based on Reinforcement Learning using Differentiable Decision Trees

Frequency Containment Reserve and Imbalance participation: a Battery-Integrated Reinforcement Learning Strategy

Multi-source Transfer Learning in Reinforcement Learning-based Home Battery Controller

Physics informed neural networks for control oriented thermal modeling of buildings

Predicting and publishing accurate imbalance prices using Monte Carlo Tree Search

Predicting and publishing accurate imbalance prices using Monte Carlo Tree Search

Real-World Implementation of Reinforcement Learning Based Energy Coordination for a Cluster of Households

Sample efficient reinforcement learning for building control: Leveraging physics-informed latent representations

Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System