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Quan Zhou

University of Birmingham

Edgbaston, B15 2TT

United Kingdom

SCHOLARLY PAPERS

7

DOWNLOADS

522

TOTAL CITATIONS

9

Scholarly Papers (7)

1.

Bayesian Optimization for Hyper-Parameter Tuning of an Improved Twin Delayed Deep Deterministic Policy Gradients Based Energy Management Strategy for Plug-In Hybrid Electric Vehicles

Number of pages: 18 Posted: 18 May 2024
Wuhan University of Technology, Wuhan University of Technology, Wuhan University of Technology, University of Birmingham, Wuhan University of Technology, Wuhan University of Technology, Chang’an University - School of Automobile and University of Birmingham
Downloads 130 (576,708)
Citation 7

Abstract:

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Energy management strategy, Plug-in hybrid electric vehicles, Twin Delayed Deep Deterministic Policy Gradients, Hyper-parameter tuning, Non-parametric reward function

Energy Management for Hev Combining Naturalistic Driving Data and Deep Reinforcement Learning with High Generalization

Number of pages: 52 Posted: 28 Sep 2023
Tsinghua University, Tsinghua University, University of Birmingham, Tsinghua University, Tsinghua University, Chang’an University - School of Automobile, University of Birmingham, Tsinghua University and Tsinghua University
Downloads 52 (1,119,531)

Abstract:

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machine learning, Synthetic Driving Cycle, Deep reinforcement learning, Big Data, Energy management strategy, Hybrid Electric Vehicles

Energy Management for Hev Combining Naturalistic Driving Data and Deep Reinforcement Learning with High Generalization

Number of pages: 18 Posted: 29 Feb 2024
Tsinghua University, Tsinghua University, University of Birmingham, Tsinghua University, Tsinghua University, Chang’an University - School of Automobile, University of Birmingham, Tsinghua University and Tsinghua University
Downloads 47 (1,170,161)

Abstract:

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Machine Learning, Synthetic Driving Cycle, Deep Reinforcement Learning, Big Data, Energy Management Strategy, Hybrid Electric Vehicles

3.

Soft Actor-Critic with Discrete-Continuous Hybrid Action Space for Energy Management of Heavy Duty Hev Combining Multi-Dimensional Naturalistic Driving Data

Number of pages: 44 Posted: 25 May 2023
Tsinghua University, Tsinghua University, University of Birmingham, Tsinghua University, Tsinghua University and Chang’an University - School of Automobile
Downloads 97 (725,554)
Citation 1

Abstract:

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Hybrid Action Space, Synthetic Driving Cycle, Deep Reinforcement Learning, Markov Chain, Energy Management Strategy, Hybrid Electric Vehicles

4.

Experimental Study of Battery Passive Thermal Management System Using Copper Foam-Based Phase Change Materials

Number of pages: 32 Posted: 28 Sep 2022
University of Birmingham, Coventry University, Coventry University, affiliation not provided to SSRN, University of Birmingham, Chang’an University - School of Automobile and Coventry University
Downloads 67 (942,565)

Abstract:

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Lithium-ion battery, Composite phase change material, Thermal management, Thermal dummy cell

5.

Real-Time Energy Management for Hev Combining Naturalistic Driving Data and Deep Reinforcement Learning with High Generalization

Number of pages: 17 Posted: 28 Jun 2024
University of Pittsburgh, Tsinghua University, University of Birmingham, Tsinghua University, University of Birmingham, Chang’an University - School of Automobile, Tsinghua University, Tsinghua University and Tsinghua University
Downloads 55 (1,041,696)
Citation 1

Abstract:

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Deep Reinforcement Learning, Synthetic Driving Cycle, Machine Learning, Big Data, Energy Management Strategy, Hybrid Electric Vehicles

6.

A Comprehensive Design Pipeline for Fcev Powertrain Configuration Considering the Evolutionary Development Process and Extreme Economic Performance

Number of pages: 23 Posted: 24 Jun 2024
affiliation not provided to SSRN, Jilin University, affiliation not provided to SSRN, University of Birmingham, Chongqing University, Tongji University, Kunming University of Science and Technology, University of Glasgow and Tongji University
Downloads 41 (1,183,237)

Abstract:

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design pipeline, Fuel cell electric vehicle (FCEV), evolutionary game theory, component degradation, usage cost over the entire lifespan

7.

A Novel Learning-Based Robust Model Predictive Control Strategy and Case Study for Application in Optimal Control of Fcevs

Number of pages: 25 Posted: 24 Jun 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, Jilin University, affiliation not provided to SSRN, University of Birmingham, Chongqing University, Tongji University, Kunming University of Science and Technology, University of Glasgow and Tongji University
Downloads 33 (1,304,549)

Abstract:

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Learning-based robust model predictive control (LRMPC), Energy management strategy (EMS), Integrated control, Fuel cell electric vehicle (FCEV)