Zhongliang LI

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 &quot;intelligent&quot;. 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

Article dans une revue (38)

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 Bérengueret al. Reliability Engineering and System Safety, 2025, 256, pp.110700. ⟨10.1016/j.ress.2024.110700⟩ Article dans une revue hal-04829153v1
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
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 Bérengueret al. IEEE Transactions on Transportation Electrification, 2025, 11 (1), pp.2456-2466. ⟨10.1109/TTE.2024.3423404⟩ Article dans une revue hal-04744788v1
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
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
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
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 Liet 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
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
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
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
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
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
A fusion prognostics strategy for fuel cells operating under dynamic conditions Chu Wang,Manfeng Dou,Zhongliang Li,Rachid Outbib,Dongdong Zhaoet al. eTransportation, 2022, 12, pp.100166. ⟨10.1016/j.etran.2022.100166⟩ Article dans une revue hal-03642009v1
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
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
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 Lianet 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
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 Baiet al. IEEE Transactions on Industry Applications, 2019, 55 (4), pp.4321 - 4331 Article dans une revue hal-02299960v1
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
A review of the applications of fuel cells in microgrids: opportunities and challenges Zhongliang Li,Zhixue Zheng,Liangfei Xu,Xiaonan Lu BMC Energy, 2019, ⟨10.1186/s42500-019-0008-3⟩ Article dans une revue hal-02473924v1
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 Brioiset al. Applied Energy, 2018, 231, pp.102 - 115 Article dans une revue hal-02299953v1
Fault diagnosis for fuel cell systems: A data-driven approach using high-precise voltage sensors Zhongliang Li,Rachid Outbib,Stefan Giurgea,Daniel Hissel,Alain Giraudet 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 Gechteret 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 Gechteret 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 Gechteret 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 Gechteret 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
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
Online implementation of SVM based fault diagnosis strategy for PEMFC systems Zhongliang Li,Rachid Outbib,Stefan Giurgea,Daniel Hissel,Samir Jemeiet al. Applied Energy, 2016, 164, pp.284-293. ⟨10.1016/j.apenergy.2015.11.060⟩ Article dans une revue cea-01846859v1
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
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

Communication dans un congrès (20)

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
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
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
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
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
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
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
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
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
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
Optimal Sizing of Mobile Hybrid Off-Grid Multi-Sources Installation Majdi Saidi,Seifeddine Ben Elghali,Zhongliang Li,Rachid Outbib,Thiery Le Rouxet 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
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
Online implementation of SVM based fault diagnosis strategy for PEMFC systems Zhongliang Li,Rachid Outbib,Stefan Giurgea,Daniel Hissel,Samir Jemeiet 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
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
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
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
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
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

Chapitre d'ouvrage (1)

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

Thèse (1)

Data-driven fault diagnosis for PEMFC systems Zhongliang Li Automatic. UNIVERSITE D'AIX-MARSEILLE, 2014. English. ⟨NNT : ⟩ Thèse tel-01275281v1