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Home/Authors/Hallah Shahid Butt

Hallah Shahid Butt

1 indexed paper

Recent (6 mo)
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Publications per year

1
26

Top categories

AI×1

Frequent co-authors

Qiong Huang1×
Gökhan Demirel1×
Kevin Förderer1×
Erfan Tajalli-Ardekani1×
Simnon Waczowicz1×
Luigi Spatafora1×

Research Timeline

2026
Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings

This paper proposes an Explainable Deep Reinforcement Learning (XRL) framework to optimize energy management in complex buildings, demonstrating that on-policy algorithms provide superior cost reduction while offering transparent decision-making insights.

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Papers

cs.AIRecentJun 1, 2026

Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings

Hallah Shahid Butt, Qiong Huang, Gökhan Demirel, Kevin Förderer +5 more

This paper proposes an Explainable Deep Reinforcement Learning (XRL) framework to optimize energy management in complex buildings, demonstrating that on-policy algorithms provide superior cost reducti…

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