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Honglei Yin

2 accepted papers

2022

DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning

AAAI 2022technical

Optimizing the combustion efficiency of a thermal power generating unit (TPGU) is a highly challenging and critical task in the energy industry. We develop a new data-driven AI system, namely DeepThermal, to optimize the combustion control strategy for TPGUs. At its core, is a new model-based offlin…

Cited by 87SourcePDFScholar
2022

Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations

ICML 2022spotlight

We study the problem of offline Imitation Learning (IL) where an agent aims to learn an optimal expert behavior policy without additional online environment interactions. Instead, the agent is provided with a supplementary offline dataset from suboptimal behaviors. Prior works that address this prob…