Cem Ünlübayir

Deep reinforcement learning-based energy management of hybrid battery systems in electric vehicles

Weihan Li, Han Cui, Thomas Nemeth et al. · Journal of Energy Storage · 2021 · 172 citations

Electrical Engineering, Engineering, Deep Reinforcement Learning +10

Cloud-based health-conscious energy management of hybrid battery systems in electric vehicles with deep reinforcement learning

Weihan Li, Han Cui, Thomas Nemeth et al. · Applied Energy · 2021 · 101 citations

Electrical Engineering, Engineering, Deep Reinforcement Learning +10

A scalable, causal, adaptive rule-based energy management for fuel cell hybrid railway vehicles learned from results of dynamic programming

Hujun Peng, Jianxiang Li, Andreas Thul et al. · eTransportation · 2020 · 74 citations

Railway Traffic, Engineering, Energy Management +7

An adaptive PMP-based model predictive energy management strategy for fuel cell hybrid railway vehicles

Kai Deng, Hujun Peng, Steffen Dirkes et al. · eTransportation · 2020 · 74 citations

Electrical Engineering, Engineering, Energy Efficiency +9

Offline optimal energy management strategies considering high dynamics in batteries and constraints on fuel cell system power rate: From analytical derivation to validation on test bench

Hujun Peng, Chen Zhu, Jianxiang Li et al. · Applied Energy · 2020 · 41 citations

Electrical Engineering, Energy Control, Engineering +11