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A review of reinforcement learning based energy management systems for electrified powertrains: Progress, challenge, and potential solution
AH Ganesh, B Xu - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
The impact of internal combustion engine-powered automobiles on climate change due to
emissions and the depletion of fossil fuels has contributed to the progress of electrified …
emissions and the depletion of fossil fuels has contributed to the progress of electrified …
Deep reinforcement learning based energy management strategies for electrified vehicles: Recent advances and perspectives
Electrified vehicles provide an effective solution to address the unfavorable impacts of fossil
fuel use in the transportation sector. Energy management strategy (EMS) is the core …
fuel use in the transportation sector. Energy management strategy (EMS) is the core …
Machine learning on sustainable energy: A review and outlook on renewable energy systems, catalysis, smart grid and energy storage
D Rangel-Martinez, KDP Nigam… - … Research and Design, 2021 - Elsevier
This study presents a broad view of the current state of the art of ML applications in the
manufacturing sectors that have a considerable impact on sustainability and the …
manufacturing sectors that have a considerable impact on sustainability and the …
Pontryagin's minimum principle based model predictive control of energy management for a plug-in hybrid electric bus
S **e, X Hu, Z **n, J Brighton - Applied energy, 2019 - Elsevier
To improve computational efficiency of energy management strategies for plug-in hybrid
electric vehicles (PHEVs), this paper proposes a stochastic model predictive controller …
electric vehicles (PHEVs), this paper proposes a stochastic model predictive controller …
Reinforcement learning for demand response: A review of algorithms and modeling techniques
Buildings account for about 40% of the global energy consumption. Renewable energy
resources are one possibility to mitigate the dependence of residential buildings on the …
resources are one possibility to mitigate the dependence of residential buildings on the …