Person

Dr.-Ing.

Weihan Li

Junior Research Group Leader Machine Learning for Batteries

Weihan Li
Chair for Electrochemical Energy Conversion and Storage Systems

Address

Building: 4761

Room: 414

Campus-Boulevard 89

52074 Aachen

Contact

WorkPhone
Phone: +49 241 80 49415
Fax Fax: +49 241 80 92203
 

Publications

Titel Autor(en)
Nonlinear health evaluation for lithium-ion battery within full-lifespan
[Journal Article]
In: Journal of Energy Chemistry, 72, 333-341, 2022
You, Heze
Zhu, Jiangong
Wang, Xueyuan
Jiang, Bo
Sun, Hao
Liu, Xinhua (Corresponding author)
Wei, Xuezhe
Han, Guangshuai
Ding, Shicong
Yu, Hanqing
Li, Weihan
Sauer, Dirk Uwe
Dai, Haifeng (Corresponding author)
Examining multi-stage ageing mechanisms for lithium titanate oxide batteries
[Poster]
In: Advanced Battery Power 2022, 2022
Chahbaz, Ahmed
Meishner, Fabian
Li, Weihan
Hildenbrand, Felix Emil Arthur
Ünlübayir, Cem
Sauer, Dirk Uwe
Battery Thermal Runaway Fault Prognosis in Electric Vehicles Based on Abnormal Heat Generation and Deep Learning Algorithms
[Journal Article]
In: IEEE transactions on power electronics : PE, 37 (7), 8513-8525, 2022
Li, Da
Liu, Peng (Corresponding author)
Zhang, Zhaosheng (Corresponding author)
Zhang, Lei (Corresponding author)
Deng, Junjun
Wang, Zhenpo
Dorrell, David G.
Li, Weihan (Corresponding author)
Sauer, Dirk Uwe
Hierarchical soft measurement of load current and state of charge for future smart lithium-ion batteries
[Journal Article]
In: Applied energy, 307, 118246, 2021
Wei, Zhongbao
Hu, Jian
Li, Yang (Corresponding author)
He, Hongwen (Corresponding author)
Li, Weihan
Sauer, Dirk Uwe
Data-driven systematic parameter identification of an electrochemical model for lithium-ion batteries with artificial intelligence
[Journal Article]
In: Energy storage materials, 44, 557-570, 2021
Li, Weihan (Corresponding author)
Demir, Iskender
Cao, Decheng
Jöst, Dominik
Ringbeck, Florian
Junker, Mark
Sauer, Dirk Uwe
Unlocking electrochemical model-based online power prediction for lithium-ion batteries via Gaussian process regression
[Journal Article]
In: Applied energy, 306, 118114, 2021
Li, Weihan (Corresponding author)
Fan, Yue
Ringbeck, Florian
Jöst, Dominik
Sauer, Dirk Uwe
Estimation of Potentials in Lithium-Ion Batteries Using Machine Learning Models
[Journal Article]
In: IEEE transactions on control systems technology, 30 (2), 680-695, 2021
Li, Weihan (Corresponding author)
Limoge, Damas W.
Zhang, Jiawei
Sauer, Dirk Uwe
Annaswamy, Anuradha M.
Battery digital twin with physics-based modeling, battery data and machine learning
[Book, Dissertation / PhD Thesis]
In: Aachener Beiträge des ISEA 164, 2021
Li, Weihan
A Minimal Information Set To Enable Verifiable Theoretical Battery Research
[Journal Article]
In: ACS energy letters, 6 (11), 3831-3835, 2021
Mistry, Aashutosh
Verma, Ankit
Sripad, Shashank
Ciez, Rebecca
Sulzer, Valentin
Brosa Planella, Ferran
Timms, Robert
Zhang, Yumin
Kurchin, Rachel
Dechent, Philipp André
Li, Weihan
Greenbank, Samuel
Ahmad, Zeeshan
Krishnamurthy, Dilip
Fenton, Alexis M.
Tenny, Kevin
Patel, Prehit
Juarez Robles, Daniel
Gasper, Paul
Colclasure, Andrew
Baskin, Artem
Scown, Corinne D.
Subramanian, Venkat R.
Khoo, Edwin
Allu, Srikanth
Howey, David
DeCaluwe, Steven
Roberts, Scott A.
Viswanathan, Venkatasubramanian (Corresponding author)
ENPOLITE: Comparing Lithium-Ion Cells across Energy, Power, Lifetime, and Temperature
[Journal Article]
In: ACS energy letters, 6 (6), 2351-2355, 2021
Dechent, Philipp André (Corresponding author)
Epp, Alexander
Jöst, Dominik
Preger, Yuliya
Attia, Peter M.
Li, Weihan
Sauer, Dirk Uwe
Forecasting battery capacity and power degradation with multi-task learning
[Preprint], 2021
Li, Weihan (Corresponding author)
Zhang, Haotian
van Vlijmen, Bruis
Dechent, Philipp André
Sauer, Dirk Uwe
State-of-Health Estimation of Lithium-ion Batteries by Fusing an Open-Circuit-Voltage Model and Incremental Capacity Analysis
[Journal Article]
In: IEEE transactions on power electronics, 37 (2), 2226-2236, 2021
Bian, Xiaolei
Wei, Zhongbao (Corresponding author)
Li, Weihan (Corresponding author)
Pou, Josep
Sauer, Dirk Uwe
Liu, Longcheng (Corresponding author)
Non-invasive identification of calendar and cyclic ageing mechanisms for lithium-titanate-oxide batteries
[Journal Article]
In: Energy storage materials, 42, 794-805, 2021
Chahbaz, Ahmed (Corresponding author)
Meishner, Fabian
Li, Weihan
Ünlübayirl, Cem
Sauer, Dirk Uwe
Deep learning-based state-of-health estimation with battery charging data
[Conference Presentation]
In: Advanced Battery Power Conference 2021, 2021
Li, Weihan (Corresponding author)
Sengupta, Neil
Dechent, Philipp André
Howey, David
Annaswamy, Anuradha
Sauer, Dirk Uwe
Physics-informed neural networks for electrode-level state estimation in lithium-ion batteries
[Journal Article]
In: Journal of power sources, 506, 230034, 2021
Li, Weihan (Corresponding author)
Zhang, Jiawei
Ringbeck, Florian
Jöst, Dominik
Zhang, Lei
Wei, Zhongbao
Sauer, Dirk Uwe
Forecasting battery state of health with deep learning
[Conference Presentation]
In: Battery Safety Summit 2021, 2021
Li, Weihan (Corresponding author)
Sauer, Dirk Uwe
Physics-informed machine learning for electrochemical state estimation in lithium-ion batteries
[Poster]
In: Oxford Battery Modelling Symposium online 2021-03-31 - 2021-03-31, 2021
Li, Weihan (Corresponding author)
Ringbeck, Florian
Zhang, Jiawei
Jöst, Dominik
Internal short circuit evaluation and corresponding failure mode analysis for lithium-ion batteries
[Journal Article]
In: Journal of Energy Chemistry, 61, 269-280, 2021
Liu, Lishuo
Feng, Xuning (Corresponding author)
Rahe, Christiane
Li, Weihan
Lu, Languang
He, Xiangming
Sauer, Dirk Uwe
Ouyang, Minggao (Corresponding author)
A review of the internal short circuit mechanism in lithium-ion batteries: Inducement, detection and prevention
[Journal Article]
In: International journal of energy research : ER, 45 (11), 15797-15831, 2021
Huang, Lili
Liu, Lishuo
Lu, Languang (Corresponding author)
Feng, Xuning
Han, Xuebing
Li, Weihan
Zhang, Mingxuan
Li, Desheng
Liu, Xiaobin (Corresponding author)
Sauer, Dirk Uwe
Ouyang, Minggao
One-shot battery degradation trajectory prediction with deep learning
[Journal Article]
In: Journal of power sources, 230024, 2021
Li, Weihan (Corresponding author)
Sengupta, Neil
Dechent, Philipp André
Howey, David
Annaswamy, Anuradha
Sauer, Dirk Uwe
State estimation for fast charging applications of lithium-ion batteries
[Poster]
In: Advanced Battery Power Conference 2021 2021-04-27 - 2021-04-29, 2021
Li, Weihan (Corresponding author)
Fan, Yue
Ringbeck, Florian
Jöst, Dominik
Sauer, Dirk Uwe
Cloud-based health-conscious energy management of hybrid battery systems in electric vehicles with deep reinforcement learning
[Journal Article]
In: Applied energy, 293, 116977, 2021
Li, Weihan (Corresponding author)
Cui, Han
Nemeth, Thomas
Jansen, Jonathan
Ünlübayir, Cem
Wei, Zhongbao
Feng, Xuning
Han, Xuebing
Ouyang, Minggao
Dai, Haifeng
Wei, Xuezhe
Sauer, Dirk Uwe
Deep reinforcement learning-based energy management of hybrid battery systems in electric vehicles
[Journal Article]
In: Journal of energy storage, 36, 102355, 2021
Li, Weihan (Corresponding author)
Cui, Han
Nemeth, Thomas
Jansen, Jonathan
Ünlübayir, Cem
Wei, Zhongbao
Zhang, Lei
Wang, Zhenpo
Ruan, Jiageng
Dai, Haifeng
Wei, Xuezhe
Sauer, Dirk Uwe
Online capacity estimation of lithium-ion batteries with deep long short-term memory networks
[Journal Article]
In: Journal of power sources, 482, 228863, 2020
Li, Weihan (Corresponding author)
Sengupta, Neil
Dechent, Philipp André
Howey, David
Annaswamy, Anuradha
Sauer, Dirk Uwe
Battery Thermal- and Health-Constrained Energy Management for Hybrid Electric Bus based on Soft Actor-Critic DRL Algorithm
[Journal Article]
In: IEEE transactions on industrial informatics, 17 (5), 3751-3761, 2020
Wu, Jingda
Wei, Zhongbao (Corresponding author)
Li, Weihan
Wang, Yu
Li, Yunwei
Sauer, Dirk Uwe
Battery heating for lithium-ion batteries based on multi-stage alternative currents
[Journal Article]
In: Journal of energy storage, 32, 101885, 2020
Zhang, Lei
Fan, Wentao
Wang, Zhenpo (Corresponding author)
Li, Weihan
Sauer, Dirk Uwe
Electrochemical model-based state estimation for lithium-ion batteries with adaptive unscented Kalman filter
[Journal Article]
In: Journal of power sources, 476, 228534, 2020
Li, Weihan (Corresponding author)
Fan, Yue
Ringbeck, Florian
Jöst, Dominik
Han, Xuebing
Ouyang, Minggao
Sauer, Dirk Uwe
Digital Twin for Battery Systems: Opportunities and Challenges Digital Twin for Battery Systems: Opportunities and Challenges
[Contribution to a conference proceedings]
In: [5th International eTransportation Webinar, 2020-08-21 - 2020-08-21], 2020
Li, Weihan Li, Weihan (Corresponding author)
Dechent, Philipp André Dechent, Philipp André
Ringbeck, Florian Ringbeck, Florian
Jöst, Dominik Jöst, Dominik
Blömeke, Alexander Blömeke, Alexander
Sauer, Dirk Uwe Sauer, Dirk Uwe
Impact of battery degradation models on energy management of a grid-connected DC microgrid
[Journal Article]
In: Energy : the international journal, 207, 118228, 2020
Wang, Shuoqi
Guo, Dongxu
Han, Xuebing
Lu, Languang
Sun, Kai
Li, Weihan
Sauer, Dirk Uwe
Ouyang, Minggao (Corresponding author)
Digital twin for battery systems : Cloud battery management system with online state-of-charge and state-of-health estimation
[Journal Article]
In: Journal of energy storage, 30, 101557, 2020
Li, Weihan (Corresponding author)
Rentemeister, Monika
Badeda, Julia
Jöst, Dominik
Schulte, Dominik
Sauer, Dirk Uwe
Battery Cloud: Data-Powered Intelligent Battery Management for Mobile and Stationary Battery Systems
[Contribution to a conference proceedings]
In: [12th International Advanced Battery Power Conference, 2020-03-24 - 2020-03-25, Münster, Germany], 2020
Li, Weihan (Corresponding author)
Rentemeister, Monika
Badeda, Julia
Jöst, Dominik
Schulte, Dominik
Parameter sensitivity analysis of electrochemical model-based battery management systems for lithium-ion batteries
[Journal Article]
In: Applied energy, 269, 115104, 2020
Li, Weihan (Corresponding author)
Cao, Decheng
Jöst, Dominik
Ringbeck, Florian
Kuipers, Matthias Lars Ulrich
Frie, Fabian
Sauer, Dirk Uwe
One-Shot Parameter Identification of Lithium-ion Electrochemical Models with Artificial Intelligence
[Poster]
In: Advanced Automotive Battery Conference Wiesbaden 2020-01-16 - 2020-01-17, 2020
Li, Weihan (Corresponding author)
Cao, Decheng
Jöst, Dominik
Ringbeck, Florian
Kuipers, Matthias Lars Ulrich
Sauer, Dirk Uwe
Optimal Energy Management Strategy Based on the Pontryagin’s Minimum Principle for a Hybrid Train Powered by Fuel Cells and Batteries
[Contribution to a conference proceedings]
In: IRSA 2019 : Tagungsband, Proceedings : 2nd International Railway Symposium Aachen, Aachen, Germany, 26-28 November 2019 / Herausgeber Univ.-Prof. Dr. ir. Dr. h. c. De Doncker, Rik W. (Institut für Stromrichtertechnik und elektrische Antriebe (ISEA), Aachen), Univ.-Prof. Dr.-Ing. Nießen, Nils (Verkehrswissenschaftliches Institut (VIA), Aachen), Univ.-Prof. Dr.-Ing. Schindler, Christian (Institut für Schienenfahrzeuge und Transportsysteme (IFS)/Institute of Rail Vehicles and Transport Systems, 414-435, 2020
Peng, Hujun (Corresponding author)
Rapol, Satish
Deng, Kai
Thul, Andreas Christian
Löwenstein, Lars
Li, Weihan
Ünlübayir, Cem
Sauer, Dirk Uwe
Hameyer, Kay
Optimal Energy Management Strategy based on the Pontryagin's Minimum Principle for a Hybrid Train Powered by Fuel Cells and Batteries
[Conference Presentation]
In: 2nd International Railway Symposium Aachen Aachen 2019-11-26 - 2019-11-28, 2019
Peng, Hujun
Rapol, Satish
Deng, Kai
Thul, Andreas Christian
Ünlübayir, Cem
Li, Weihan (Corresponding author)
Löwenstein, Lars
Sauer, Dirk Uwe
Hameyer, Kay
An Efficient Optimum Energy Management Strategy Using Parallel Dynamic Programming for a Hybrid Train Powered by Fuel Cells and Batteries
[Conference Presentation]
In: IEEE Vehicle Power and Propolsion Conference Hanoi 2019-10-14 - 2019-10-17, 2019
Peng, Hujun
Li, Jianxiang
Deng, Kai
Thul, Andreas Christian
Li, Weihan (Corresponding author)
Löwenstein, Lars
Sauer, Dirk Uwe
Hameyer, Kay
Towards an Advanced Battery Management System: Parameter Sensitivity Analysis under Real-World Driving Cycles
[Conference Presentation]
In: : International Conference on Applied Energy 2019 Västerås 2019-08-12 - 2019-08-15, 2019
Li, Weihan (Corresponding author)
Cao, Decheng
Jöst, Dominik
Ringbeck, Florian
Kuipers, Matthias Lars Ulrich
Sauer, Dirk Uwe
Comparative Study of Parameter Identification Methods of a Lithium-ion Cell Model in Frequency and Time Domain
[Poster]
In: 11th International Advanced Battery Power Conference Aachen 2019-04-03 - 2019-04-04, 2019
Li, Weihan (Corresponding author)
Jöst, Dominik
Manteuffel, Nico
Cao, Decheng
Sauer, Dirk Uwe
Cloud-based Battery Monitoring and State-of-Charge Estimation Platform for 48V Battery Systems
[Poster]
In: 9th International Advanced Automotive Battery Conference Strasbourg 2019-01-27 - 2019-01-31, 2019
Li, Weihan (Corresponding author)
Badeda, Julia
Kwiecien, Monika
Schulte, Dominik
Sauer, Dirk Uwe
Development of a Management System for Stationary Battery Systems with Optimized Service Life
[Poster]
In: Advanced Battery Power Conference Münster 2018-04-10 - 2018-04-11, 2018
Li, Weihan (Corresponding author)
Kwiecien, Monika
Badeda, Julia
Schulte, Dominik
Sauer, Dirk Uwe