Physics Informed Neural Networks for Control Oriented Thermal Modeling of Buildings. - Gargya Gokhale; Bert Claessens; Chris Develder (CoRR, 2021)

PhysQ: A Physics Informed Reinforcement Learning Framework for Building Control. - Gargya Gokhale; Bert Claessens; Chris Develder (CoRR, 2022)

Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System. - Gargya Gokhale; Jonas Van Gompel; Bert Claessens; Chris Develder (BuildSys, 2023)

Real-World Implementation of Reinforcement Learning Based Energy Coordination for a Cluster of Households. - Gargya Gokhale; Niels Tiben; Marie-Sophie Verwee; Manu Lahariya; Bert Claessens; Chris Develder (BuildSys, 2023)

Demand response for residential building heating: Effective Monte Carlo Tree Search control based on physics-informed neural networks. - Fabio Pavirani; Gargya Gokhale; Bert Claessens; Chris Develder (CoRR, 2023)

Multi-source Transfer Learning in Reinforcement Learning-based Home Battery Controller. - Seyed Soroush Karimi Madahi; Toon Van Puyvelde; Gargya Gokhale; Bert Claessens; Chris Develder (BuildSys, 2024)

Sample efficient reinforcement learning for building control: Leveraging physics informed latent representations. - Gargya Gokhale; Bert Claessens; Chris Develder (e-Energy, 2024)

Explainable Home Energy Management Systems based on Reinforcement Learning using Differentiable Decision Trees. - Gargya Gokhale; Bert Claessens; Chris Develder (e-Energy, 2024)

Distill2Explain: Differentiable decision trees for explainable reinforcement learning in energy application controllers. - Gargya Gokhale; Seyed Soroush Karimi Madahi; Bert Claessens; Chris Develder (e-Energy, 2024)

Control Policy Correction Framework for Reinforcement Learning-based Energy Arbitrage Strategies. - Seyed Doroush Karimi Madahi; Gargya Gokhale; Marie-Sophie Verwee; Bert Claessens; Chris Develder (e-Energy, 2024)

HomeLabGym: A real-world testbed for home energy management systems. - Toon Van Puyvelde; Marie-Sophie Verwee; Gargya Gokhale; Mehran Zareh Eshghdoust; Chris Develder (e-Energy, 2024)

Explainable Reinforcement Learning-based Home Energy Management Systems using Differentiable Decision Trees. - Gargya Gokhale; Bert Claessens; Chris Develder (CoRR, 2024)

Control Policy Correction Framework for Reinforcement Learning-based Energy Arbitrage Strategies. - Seyed Soroush Karimi Madahi; Gargya Gokhale; Marie-Sophie Verwee; Bert Claessens; Chris Develder (CoRR, 2024)