Research Explorer

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Researcher

Gargya Gokhale

Awards & Distinctions

11 Results

2024

Control policy correction framework for reinforcement learning-based energy arbitrage strategies

Seyedsoroush Karimi MadahiGargya GokhaleMarie-Sophie VerweeBert ClaessensChris Develder

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

Fabio PaviraniGargya GokhaleBert ClaessensChris Develder

A1 Journal Article in ENERGY AND BUILDINGS

Deployable data-driven control algorithms for residential demand response : a study on specialized, problem-specific neural architectures

Gargya GokhaleChris DevelderBert Claessens

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

Gargya GokhaleSeyedsoroush Karimi MadahiBert ClaessensChris Develder

Explainable reinforcement learning-based home energy management systems using differentiable decision trees

Gargya GokhaleBert ClaessensChris Develder

HomeLabGym : a real-world testbed for home energy management systems

Toon Van PuyveldeMarie-Sophie VerweeGargya GokhaleMehran Zareh-EshdoustChris Develder

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

Seyed Soroush Karimi MadahiToon Van PuyveldeGargya GokhaleBert ClaessensChris Develder

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

Gargya GokhaleBert ClaessensChris Develder

2023

Real-world implementation of reinforcement learning based energy coordination for a cluster of households

Gargya GokhaleNiels TibenMarie-Sophie VerweeManu LahariyaBert ClaessensChris Develder

Transfer learning in transformer-based demand forecasting for home energy management system

Gargya GokhaleJonas Van GompelBert ClaessensChris Develder

2022

Physics informed neural networks for control oriented thermal modeling of buildings

Gargya GokhaleBert ClaessensChris Develder

A1 Journal Article in APPLIED ENERGY