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06/30/2023
BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting
Short-term forecasting of residential and commercial building energy con...
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11/08/2021
A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters
We present a careful comparison of two model-free control algorithms, Ev...
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10/05/2021
Decentralized Cooperative Lane Changing at Freeway Weaving Areas Using Multi-Agent Deep Reinforcement Learning
Frequent lane changes during congestion at freeway bottlenecks such as m...
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05/27/2021
A Modular and Transferable Reinforcement Learning Framework for the Fleet Rebalancing Problem
Mobility on demand (MoD) systems show great promise in realizing flexibl...
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04/13/2020
K-spin Hamiltonian for quantum-resolvable Markov decision processes
The Markov decision process is the mathematical formalization underlying...
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11/08/2019