Twin delayed deep deterministic policy gradient-based deep reinforcement learning for energy management of fuel cell vehicle integrating durability information of powertrain

Reinforcement Learning Energy Management for Fuel Cell Hybrid System: A Review

(2022) Qi Li et al.   IEEE Industrial Electronics Magazine

Model Prediction Control Based Energy Management Combining Self-trending Prediction and Subset-searching Algorithm for Hydrogen Electric Multiple Unit Train

(2022) Qi Li et al.   IEEE Transactions on Transportation Electrification

Learning-based supervisory control of dual mode engine-based hybrid electric vehicle with reliance on multivariate trip information

(2022) Hao Zhang et al.   ENERGY CONVERSION AND MANAGEMENT

High robustness energy management strategy of hybrid electric vehicle based on improved soft actor-critic deep reinforcement learning

(2022) Wenjing Sun et al.   ENERGY

A Data-Driven Solution for Energy Management Strategy of Hybrid Electric Vehicles Based on Uncertainty-Aware Model-Based Offline Reinforcement Learning

(2022) Bo Hu et al.   IEEE Transactions on Industrial Informatics

A numerical simulation to effectively assess impacts of flow channels characteristics on solid oxide fuel cell performance

(2021) Yasin Mehdizadeh Chellehbari et al.   ENERGY CONVERSION AND MANAGEMENT

Deep reinforcement learning based energy management strategy of fuel cell hybrid railway vehicles considering fuel cell aging

(2021) Kai Deng et al.   ENERGY CONVERSION AND MANAGEMENT

A Novel Energy Management Strategy Based on Dual Reward Function Q-learning for Fuel Cell Hybrid Electric Vehicle

(2021) Yuxiang Zhang et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Distributed Deep Reinforcement Learning-Based Energy and Emission Management Strategy for Hybrid Electric Vehicles

(2021) Xiaolin Tang et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

A review of reinforcement learning based energy management systems for electrified powertrains: Progress, challenge, and potential solution

(2021) Akhil Hannegudda Ganesh et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle

(2021) Quan Zhou et al.   IEEE Transactions on Neural Networks and Learning Systems

A Deep Reinforcement Learning-Based Energy Management Strategy for Fuel Cell Hybrid Buses

(2021) Chunhua Zheng et al.   International Journal of Precision Engineering and Manufacturing-Green Technology

Heuristic Energy Management Strategy of Hybrid Electric Vehicle Based on Deep Reinforcement Learning With Accelerated Gradient Optimization

(2021) Guodong Du et al.   IEEE Transactions on Transportation Electrification

Real-Time Optimal Energy Management of Multimode Hybrid Electric Powertrain With Online Trainable Asynchronous Advantage Actor–Critic Algorithm

(2021) Atriya Biswas et al.   IEEE Transactions on Transportation Electrification

Approximate Cost-Optimal Energy Management of Hydrogen Electric Multiple Unit Trains Using Double Q-Learning Algorithm

(2021) Qi Li et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Rule-interposing deep reinforcement learning based energy management strategy for power-split hybrid electric vehicle

(2020) Renzong Lian et al.   ENERGY

Degradation mechanisms of proton exchange membrane fuel cell under typical automotive operating conditions

(2020) Peng Ren et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Real-Time metadata-driven routing optimization for electric vehicle energy consumption minimization using deep reinforcement learning and Markov chain model

(2020) Tawfiq M. Aljohani et al.   ELECTRIC POWER SYSTEMS RESEARCH

A review and research on fuel cell electric vehicles: Topologies, power electronic converters, energy management methods, technical challenges, marketing and future aspects

(2020) Mustafa İnci et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Improved Short-Term Speed Prediction Using Spatiotemporal-Vision-Based Deep Neural Network for Intelligent Fuel Cell Vehicles

(2020) Yuanzhi Zhang et al.   IEEE Transactions on Industrial Informatics

Battery Thermal- and Health-Constrained Energy Management for Hybrid Electric Bus Based on Soft Actor-Critic DRL Algorithm

(2020) Jingda Wu et al.   IEEE Transactions on Industrial Informatics

Deep reinforcement learning enabled self-learning control for energy efficient driving

(2019) Xuewei Qi et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Deep Reinforcement Learning-Based Energy Management for a Series Hybrid Electric Vehicle Enabled by History Cumulative Trip Information

(2019) Yuecheng Li et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Energy management based on reinforcement learning with double deep Q-learning for a hybrid electric tracked vehicle

(2019) Xuefeng Han et al.   APPLIED ENERGY

Cost-Optimal Energy Management of Hybrid Electric Vehicles Using Fuel Cell/Battery Health-Aware Predictive Control

(2019) Xiaosong Hu et al.   IEEE TRANSACTIONS ON POWER ELECTRONICS

Continuous reinforcement learning of energy management with deep Q network for a power split hybrid electric bus

(2018) Jingda Wu et al.   APPLIED ENERGY

A survey on driving prediction techniques for predictive energy management of plug-in hybrid electric vehicles

(2018) Yang Zhou et al.   JOURNAL OF POWER SOURCES

Optimization for a fuel cell/battery/capacity tram with equivalent consumption minimization strategy

(2017) Wenbin Zhang et al.   ENERGY CONVERSION AND MANAGEMENT

Optimal Charging of Li-Ion Batteries With Coupled Electro-Thermal-Aging Dynamics

(2017) Hector Eduardo Perez et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

A control-oriented cycle-life model for hybrid electric vehicle lithium-ion batteries

(2016) Girish Suri et al.   ENERGY

Lifetime prediction and the economic lifetime of Proton Exchange Membrane fuel cells

(2015) Huicui Chen et al.   APPLIED ENERGY

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Two-Stage Energy Management Control of Fuel Cell Plug-In Hybrid Electric Vehicles Considering Fuel Cell Longevity

(2011) Bo Geng et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Cycle-life model for graphite-LiFePO4 cells

(2010) John Wang et al.   JOURNAL OF POWER SOURCES