Zhongliang LI

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Présentation

Welcome to Zhongliang's homepage!

Hi, there, I am Zhongliang LI. I was born in the city named Jiamusi located in the northeast of China. My hometown is considered as one of the coldest place in China. In 2005, I have done well in the yearly university entrance examination and was thus able to enter Tsinghua University which is known as the top 2 university of China. I have passed 6 years in the departement of electrical engineering in Tsinghua where I obtained my BS and MS degrees respectively in 2009 and 2011.

In 2011, thanks to the financial support of one French ANR project, I was able to come to France and began my PhD career. My PhD work, on fault diagnosis of fuel cell systems, was started in Marseille LSIS laboratory (UMR CNRS 7296). The second half of my PhD thesis was carried out in another lab FCLAB (FR CNRS 3539) located in Belfort. On 16th september of 2014, I successfully defended my thesis in Belfort. After that, I worked as a Postdoc in FCLAB and FEMTO-ST/Energy until August of 2016.

On September 2016, I was hired as an associate professor by Aix-Marseille University where I am working actually. My research work is mainly carried out in LIS laboratory (UMR CNRS 7020).

Regarding the advances in both automation and information domains, the current operations of different energy systems are nevertheless far from "intelligent". Meanwhile, when we try to penetrate the recent exciting developments in automation and information into those energy systems, new problems always float out and challenge the state-of-the-art techniques. My research interests are therefore oriented to bridge the gap between intelligent methodologies and their applications in energy systems. I believe that this research should be one of key subjects in worldwide scale in the ongoing and the next decades.

Publications

Publications

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Reinforcement learning-based maintenance scheduling for a stochastic deteriorating fuel cell considering stack-to-stack heterogeneity

Jian Zuo , Nadia Yousfi Steiner , Zhongliang Li , Catherine Cadet , Christophe Bérenguer et al.

Reliability Engineering and System Safety, 2025, 256, pp.110700. ⟨10.1016/j.ress.2024.110700⟩

Article dans une revue hal-04829153v1
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A system-level modeling framework for predicting Pt catalyst degradation in proton exchange membrane fuel cells

Walid Touil , Zhongliang Li , Rachid Outbib , Daniel Hissel , Samir Jemeï

Journal of Power Sources, 2025, 625, pp.235628. ⟨10.1016/j.jpowsour.2024.235628⟩

Article dans une revue hal-05057229v1

Investigating bubble impacts on PEM electrolysis performance through enhanced multiphysics modeling

Islam Zerrougui , Zhongliang Li , Daniel Hissel

International Journal of Hydrogen Energy, 2025, 98, pp.626-638. ⟨10.1016/j.ijhydene.2024.12.017⟩

Article dans une revue hal-05057367v1
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Optimal post-prognostics decision making for multi-stack fuel cells in transportation: toward joint load allocation and maintenance scheduling

Jian Zuo , Nadia Yousfi Steiner , Zhongliang Li , Catherine Cadet , Christophe Bérenguer et al.

IEEE Transactions on Transportation Electrification, 2025, 11 (1), pp.2456-2466. ⟨10.1109/TTE.2024.3423404⟩

Article dans une revue hal-04744788v1
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Toward optimal operations of long-lifetime PEM electrolysis: Degradation mechanisms, modeling, diagnostics, and control

Islam Zerrougui , Zhongliang Li , Daniel Hissel

International Journal of Hydrogen Energy, 2025, 193, pp.152297 (26). ⟨10.1016/j.ijhydene.2025.152297⟩

Article dans une revue hal-05529804v1
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An advanced 1D physics-based model for PEM hydrogen fuel cells with enhanced overvoltage prediction

Raphaël Gass , Zhongliang Li , Rachid Outbib , Samir Jemei , Daniel Hissel

International Journal of Hydrogen Energy, 2025, 97, pp.1108-1125. ⟨10.1016/j.ijhydene.2024.11.374⟩

Article dans une revue hal-04530852v4
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AlphaPEM: an open-source dynamic 1D physics-based PEM fuel cell model for embedded applications

Raphaël Gass , Zhongliang Li , Rachid Outbib , Samir Jemeï , Daniel Hissel

SoftwareX, 2025, 29, ⟨10.1016/j.softx.2024.102002⟩

Article dans une revue hal-04647829v4
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Reversible degradation detection-identification-avoidance and deep-learning co-driven fuel cell remaining useful life prediction

Chu Wang , Shuang Zhang , Peng Wang , Zhiwen Chen , Zhongliang Li et al.

International Journal of Hydrogen Energy, In press, 145, pp.250-266. ⟨10.1016/j.ijhydene.2025.05.422⟩

Article dans une revue hal-05106195v1
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Interpreting full-frequency impedance spectrum for PEM electrolyzers: Distribution of relaxation times-based modeling

Jian Zuo , Nadia Yousfi Steiner , Zhongliang Li , Daniel Hissel

Applied Energy, 2025, 394, pp.126185. ⟨10.1016/j.apenergy.2025.126185⟩

Article dans une revue hal-05087453v1

Physics-Informed Neural Network for modeling and predicting temperature fluctuations in proton exchange membrane electrolysis

Islam Zerrougui , Zhongliang Li , Daniel Hissel

Energy and AI, 2025, 20, pp.100474. ⟨10.1016/j.egyai.2025.100474⟩

Article dans une revue hal-05057477v1
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A Critical Review of Proton Exchange Membrane Fuel Cells Matter Transports and Voltage Polarisation for Modelling

Raphaël Gass , Zhongliang Li , Rachid Outbib , Samir Jemei , Daniel Hissel

Journal of The Electrochemical Society, 2024, ⟨10.1149/1945-7111/ad305a⟩

Article dans une revue (article de synthèse) hal-04493419v3
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Function approximation reinforcement learning of energy management with the fuzzy REINFORCE for fuel cell hybrid electric vehicles

Liang Guo , Zhongliang Li , Rachid Outbib , Fei Gao

Energy and AI, 2023, 13, pp.100246. ⟨10.1016/j.egyai.2023.100246⟩

Article dans une revue hal-05452855v1
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Realization of the optimal sizing of local hybrid photovoltaic and wind energy systems with load scheduling capacity

Majdi Saidi , Zhongliang Li , Seifeddine Ben Elghali , Rachid Outbib

International Journal of Energy Research, In press, ⟨10.1002/er.7828⟩

Article dans une revue hal-03599232v1
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A novel long short-term memory networks-based data-driven prognostic strategy for proton exchange membrane fuel cells

Chu Wang , Zhongliang Li , Rachid Outbib , Manfeng Dou , Dongdong Zhao

International Journal of Hydrogen Energy, 2022, 47 (18), pp.10395-10408. ⟨10.1016/j.ijhydene.2022.01.121⟩

Article dans une revue hal-03581357v1
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A fusion prognostics strategy for fuel cells operating under dynamic conditions

Chu Wang , Manfeng Dou , Zhongliang Li , Rachid Outbib , Dongdong Zhao et al.

eTransportation, 2022, 12, pp.100166. ⟨10.1016/j.etran.2022.100166⟩

Article dans une revue hal-03642009v1
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Degradation identification and prognostics of proton exchange membrane fuel cell under dynamic load

Meiling Yue , Zhongliang Li , Robin Roche , Samir Jemei , Noureddine Zerhouni

Control Engineering Practice, 2022, 118, pp.104959. ⟨10.1016/j.conengprac.2021.104959⟩

Article dans une revue hal-03597568v1
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Symbolic deep learning based prognostics for dynamic operating proton exchange membrane fuel cells

Chu Wang , Zhongliang Li , Rachid Outbib , Manfeng Dou , Dongdong Zhao

Applied Energy, 2022, 305, pp.117918. ⟨10.1016/j.apenergy.2021.117918⟩

Article dans une revue hal-03362764v1
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Gain‐scheduling control of dynamic lateral lane change for automated and connected vehicles based on the multipoint preview

Zhigen Nie , Zhongliang Li , Wanqiong Wang , Weiqiang Zhao , Yufeng Lian et al.

IET Intelligent Transport Systems, 2020, 14, pp.1338 - 1349. ⟨10.1049/iet-its.2020.0050⟩

Article dans une revue hal-03597387v1

A Novel Deep Belief Network and Extreme Learning Machine Based Performance Degradation Prediction Method for Proton Exchange Membrane Fuel Cell

Yucen Xie , Jianxiao Zou , Zhongliang Li , Fei Gao , Chao Peng

IEEE Access, 2020, 8, pp.176661-176675. ⟨10.1109/ACCESS.2020.3026487⟩

Article dans une revue hal-03594290v1
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Adaptive Prognostic of Fuel Cells by Implementing Ensemble Echo State Networks in Time-Varying Model Space

Zhongliang Li , Zhixue Zheng , Rachid Outbib

IEEE Transactions on Industrial Electronics, 2019, 67, ⟨10.1109/TIE.2019.2893827⟩

Article dans une revue hal-02475763v1

Data-Fusion Prognostics of Proton Exchange Membrane Fuel Cell Degradation

Rui Ma , Zhongliang Li , Elena Virginia Breaz , Chen Liu , Hao Bai et al.

IEEE Transactions on Industry Applications, 2019, 55 (4), pp.4321 - 4331

Article dans une revue hal-02299960v1
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BMC Energy A review of the applications of fuel cells in microgrids: opportunities and challenges

Zhongliang Li , Zhixue Zheng , Liangfei Xu , Xiaonan Lu

BMC Energy, 2019, 1 (8), ⟨10.1186/s42500-019-0008-3⟩

Article dans une revue hal-02495945v1
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A review of the applications of fuel cells in microgrids: opportunities and challenges

Zhongliang Li , Zhixue Zheng , Liangfei Xu , Xiaonan Lu Article dans une revue hal-02473924v1
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Fault diagnosis for PEMFC systems in consideration of dynamic behaviors and spatial inhomogeneity

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel

IEEE Transactions on Energy Conversion, 2019, 34 (1), pp.1-1. ⟨10.1109/TEC.2018.2824902⟩

Article dans une revue hal-02004082v1

Diagnosis for PEMFC based on magnetic measurements and data-driven approach

Zhongliang Li , Catherine Cadet , Rachid Outbib

IEEE Transactions on Energy Conversion, 2019, 34 (2), pp.963-972. ⟨10.1109/TEC.2018.2872118⟩

Article dans une revue hal-01894533v1

Data-driven proton exchange membrane fuel cell degradation predication through deep learning method

Rui Ma , Tao Yang , Elena Virginia Breaz , Zhongliang Li , Pascal Briois et al.

Applied Energy, 2018, 231, pp.102 - 115

Article dans une revue hal-02299953v1
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Fault diagnosis for fuel cell systems: A data-driven approach using high-precise voltage sensors

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel , Alain Giraud et al.

Renewable Energy, 2018, 135, pp.1435-1444. ⟨10.1016/j.renene.2018.09.077⟩

Article dans une revue hal-02004101v1

A System-Level FPGA-Based Hardware-in-the-Loop Test of High-Speed Train

Chen Liu , Xizheng Guo , Rui Ma , Zhongliang Li , Franck Gechter et al.

IEEE Transactions on Transportation Electrification, 2018, 4 (4), pp.912-921. ⟨10.1109/TTE.2018.2866696⟩

Article dans une revue hal-02004131v1

Hybrid modeling of power electronic system for hardware-in-the-loop application

Chen Liu , Rui Ma , Hao Bai , Zhongliang Li , Franck Gechter et al.

Electric Power Systems Research, 2018, 163, pp.502-512. ⟨10.1016/j.epsr.2018.06.018⟩

Article dans une revue hal-02004133v1

Hybrid modeling of power electronic system for hardware-in-the-loop application

Chen Liu , Rui Ma , Hao Bai , Zhongliang Li , Franck Gechter et al.

Electric Power Systems Research, 2018, 163 (A), pp.502 - 512

Article dans une revue hal-02299964v1

FPGA-Based Real-time Simulation of High-Power Electronic System with Nonlinear IGBT Characteristics

Chen Liu , Rui Ma , Hao Bai , Zhongliang Li , Franck Gechter et al.

IEEE Journal of Emerging and Selected Topics in Power Electronics, 2018, 7 (1), pp.41-51. ⟨10.1109/JESTPE.2018.2873157⟩

Article dans une revue hal-02004142v1
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Numerical Stiffness Analysis for Solid Oxide Fuel Cell Real-Time Simulation Applications

Rui Ma , Zhongliang Li , Elena Breaz , Briois Pascal , Fei Gao

IEEE Transactions on Energy Conversion, 2018, 33 (4), pp.1917-1928. ⟨10.1109/TEC.2018.2849930⟩

Article dans une revue hal-02004120v1

Co-oxidation Modeling for a Syngas Supplied Micro Tubular Solid Oxide Fuel Cell

Rui Ma , Elena Virginia Breaz , Zhongliang Li , Pascal Briois , Fei Gao

IEEE Transactions on Industry Applications, 2018, 54 (5), pp.4917 - 4926

Article dans une revue hal-02131065v1
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Online implementation of SVM based fault diagnosis strategy for PEMFC systems

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel , Samir Jemei et al.

Applied Energy, 2016, 164, pp.284-293. ⟨10.1016/j.apenergy.2015.11.060⟩

Article dans une revue cea-01846859v1
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Diagnosis for PEMFC Systems: A Data-Driven Approach With the Capabilities of Online Adaptation and Novel Fault Detection

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel

IEEE Transactions on Industrial Electronics, 2015, 62 (8), pp.5164-5174. ⟨10.1109/TIE.2015.2418324⟩

Article dans une revue hal-02004105v1

Fault detection and isolation for Polymer Electrolyte Membrane Fuel Cell systems by analyzing cell voltage generated space

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel , Yongdong Li

Applied Energy, 2015, 148, pp.260-272

Article dans une revue hal-02004071v1

Online Diagnosis of PEMFC by Combining Support Vector Machine and Fluidic Model

Zhongliang Li , S. Giurgea , R. Outbib , D. Hissel

Fuel Cells, 2014, 14 (3), pp.448-456. ⟨10.1002/fuce.201300197⟩

Article dans une revue istex hal-02476496v1
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Data-driven diagnosis of PEM fuel cell: A comparative study

Zhongliang Li , Rachid Outbib , Daniel Hissel , Stefan Giurgea

Control Engineering Practice, 2014, 28, pp.1-12

Article dans une revue hal-01113297v1
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Modélisation et validation basée sur la physique d'un stack d'électrolyseur de type PEM

Nicolas Vignal , Zhongliang Li , Benoit Latour , Daniel Hissel

Symposium de Génie Électrique SGE 2025, cnrs, ups, Jul 2025, Toulouse, France

Communication dans un congrès hal-05506680v1
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Dual-scale modeling of PEM fuel cell systems for degradation assessment

Qian He , Zhongliang Li , Nadia Yousfi Steiner , Daniel Hissel

Symposium de Génie Électrique SGE 2025, cnrs, ups, Jul 2025, Toulouse, France

Communication dans un congrès hal-05495798v1
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Modélisation et validation basée sur la physique d'un stack d'électrolyseur de type PEM

Nicolas Vignal , Zhongliang Li , Daniel Hissel , Benoit Latour

Symposium de Génie Électrique SGE 2025, cnrs, ups, Jul 2025, Toulouse, France

Communication dans un congrès hal-05506718v1
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Multiscale and Multiphysics 1D Modeling of Polymer Electrolyte Membrane Water Electrolysers

Simone Pierobon , Roberta Tittarelli , Zhongliang Li

Symposium de Génie Électrique SGE 2025, cnrs, ups, Jul 2025, Toulouse, France

Communication dans un congrès hal-05506684v1
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Multiscale and Multiphysics 1D Modeling of Polymer Electrolyte Membrane Water Electrolysers

Simone Pierobon , Roberta Tittarelli , Zhongliang Li

Symposium de Génie Électrique SGE 2025, cnrs, ups, Jul 2025, Toulouse, France

Communication dans un congrès hal-05506721v1
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An Unbiased Fuzzy Double Q-Learning based Energy Management for Fuel Cell Hybrid Electric Vehicles

Liang Guo , Zhongliang Li , Rachid Outbib

32nd International Symposium on Industrial Electronics (ISIE 2023), Jun 2023, Helsinki, Finland. pp.1-7, ⟨10.1109/ISIE51358.2023.10227988⟩

Communication dans un congrès hal-05453271v1
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A load allocation strategy for stochastically deteriorating multi-stack PEM fuel cells

Jian Zuo , Catherine Cadet , Zhongliang Li , Christophe Bérenguer , Rachid Outbib

ESREL 2022 - 32nd European Safety and Reliability Conference (ESREL 2022), Aug 2022, Dublin, Ireland. pp.R22-01-051, ⟨10.3850/978-981-18-5183-4_R22-01-051-cd⟩

Communication dans un congrès hal-03843418v1
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Fuzzy REINFORCE: A Fuzzy Policy Gradient Reinforcement Learning based Energy Management Strategy for Fuel Cell Hybrid Electric Vehicles

Liang Guo , Zhongliang Li , Rachid Outbib

The 3rd International Conference on Energy and AI - ICEAI2022, Jul 2022, Belfort, France. pp.1-7

Communication dans un congrès hal-05452876v1
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Reinforcement Learning based Energy Management for Fuel Cell Hybrid Electric Vehicles

Liang Guo , Zhongliang Li , Rachid Outbib

IECON 2021 - 47th Annual Conference of the IEEE Industrial Electronics Society, Oct 2021, Toronto, Canada. pp.1-6, ⟨10.1109/IECON48115.2021.9589725⟩

Communication dans un congrès hal-03597556v1
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Proton Exchange Membrane Fuel Cells Prognostic Strategy Based on Navigation Sequence Driven Long Short-term Memory Networks

Chu Wang , Zhongliang Li , Rachid Outbib , Dongdong Zhao , Douman Feng

46th Annual Conference of the IEEE Industrial Electronics Society (IECON 2020), Oct 2020, Singapour, Singapore. pp.3969-3974, ⟨10.1109/IECON43393.2020.9255373⟩

Communication dans un congrès hal-03150117v1
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Optimal Sizing of Mobile Hybrid Off-Grid Multi-Sources Installation

Majdi Saidi , Seifeddine Ben Elghali , Zhongliang Li , Rachid Outbib , Thiery Le Roux et al.

IECON 2019 - 45th Annual Conference of the IEEE Industrial Electronics Society, Oct 2019, Lisbon, Portugal. pp.2434-2439, ⟨10.1109/IECON.2019.8927442⟩

Communication dans un congrès hal-02476363v1
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Energy management for hybrid energy storage systems: a comparison of current tracking control methods

Zhongliang Li , Seifeddine Ben Elghali , Rachid Outbib

IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society, Oct 2017, Beijing, France. pp.7128-7133, ⟨10.1109/IECON.2017.8217247⟩

Communication dans un congrès hal-02476470v1
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Online implementation of SVM based fault diagnosis strategy for PEMFC systems

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel , Samir Jemei et al.

6th International Conference on ”Fundamentals & Development of Fuel Cells” (FDFC), Feb 2015, Toulouse, France. pp.284-293

Communication dans un congrès cea-01942197v1

Remaining useful life estimation for PEMFC in dynamic operating conditions

Zhongliang Li , Rafael Gouriveau , Daniel Hissel , Noureddine Zerhouni

Vehicle Power and Propulsion Conference, Oct 2016, Hangzhou, China

Communication dans un congrès hal-02380268v1
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Agriculture Big Data: Research Status, Challenges and Countermeasures

Haoran Zhang , Xuyang Wei , Tengfei Zou , Zhongliang Li , Guocai Yang

8th International Conference on Computer and Computing Technologies in Agriculture (CCTA), Sep 2014, Beijing, China. pp.137-143, ⟨10.1007/978-3-319-19620-6_17⟩

Communication dans un congrès hal-01420224v1
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Online implementation of SVM based fault diagnosis strategy for PEMFC system

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel , Samir Jemei

the 6th International Conference on ”Fundamentals & Development of Fuel Cells” (FDFC), Feb 2015, Toulouse, France

Communication dans un congrès hal-01113589v1
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Fault diagnosis and novel fault type detection for PEMFC system based on Spherical-Shaped Multiple-class Support Vector Machine

Zhongliang Li , Stefan Giurgea , Rachid Outbib , Daniel Hissel

2014 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), Jul 2014, Besacon, France. pp.1628-1633, ⟨10.1109/AIM.2014.6878317⟩

Communication dans un congrès hal-02476369v1
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Diagnosis of PEMFC by using data-driven parity space strategy

Zhongliang Li , Rachid Outbib , Daniel Hissel , Stefan Giurgea

2014 European Control Conference (ECC), Jun 2014, Strasbourg, France. pp.1268-1273, ⟨10.1109/ECC.2014.6862527⟩

Communication dans un congrès hal-02476458v1

A Statistical Approach to Diagnose Humidification-Related Failures for PEMFC

Zhongliang Li , Rachid Outbib , Stefan Giurgea , Daniel Hissel

Fundamentals and Developments of Fuel Cells, FDFC'2013, Jan 2013, Germany. pp.P068

Communication dans un congrès hal-00906706v1
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Online diagnosis of PEMFC by analyzing individual cell voltages

Zhongliang Li , Rachid Outbib , Daniel Hissel , Stefan Giurgea

2013 European Control Conference (ECC), Jul 2013, Zurich, France. pp.2439-2444, ⟨10.23919/ECC.2013.6669725⟩

Communication dans un congrès hal-02476449v1

Diagnosis and prognosis of proton exchange membrane fuel cells

Zhongliang Li , Zhixue Zheng , Fei Gao

Abdenour Soualhi; Hubert Razik. Electrical Systems 2From Diagnosis to Prognosis, ISTE, 2020, 9781786306081. ⟨10.1002/9781119720584.ch5⟩

Chapitre d'ouvrage hal-02496139v1
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Data-driven fault diagnosis for PEMFC systems

Zhongliang Li

Automatic. UNIVERSITE D'AIX-MARSEILLE, 2014. English. ⟨NNT : ⟩

Thèse tel-01275281v1