Person
Dr.-Ing.Weihan Li
Chair for Electrochemical Energy Conversion and Storage Systems
Junior Research Group Leader Artificial Intelligence for Batteries
Address
Building: 4761
Room: 414
Campus-Boulevard 89
52074 Aachen
Publications
| Titel | Autor(en) |
|---|---|
| Delayed Deep Deterministic Policy Gradient-Based Energy Management Strategy for Overall Energy Consumption Optimization of Dual Motor Electrified Powertrain [Journal Article] In: IEEE transactions on vehicular technology, 72 (9), 11415-11427, 2023 | Ruan, Jiageng Wu, Changcheng Cui, Hanghang Li, Weihan Sauer, Dirk Uwe |
| Transferable data-driven capacity estimation for lithium-ion batteries with deep learning: A case study from laboratory to field applications [Journal Article] In: Applied energy, 350, 121747, 2023 | Wang, Qiao Ye, Min (Corresponding author) Cai, Xue Sauer, Dirk Uwe Li, Weihan |
| Fast screening of lithium-ion batteries for second use with pack-level testing and machine learning [Journal Article] In: eTransportation, 17, 100255, 2023 | Yang, Sijia Zhang, Caiping (Corresponding author) Jiang, Jiuchun Zhang, Weige Chen, Haoze Jiang, Yan Sauer, Dirk Uwe Li, Weihan (Corresponding author) |
| Verfahren zur Erstellung von Datensätzen für die Bewertung zumindest eines Lebensdauerparameters einer Batteriezelle, Vorrichtung und Software hierfür [Patent], 2023 | Li, Weihan Harshvardhan, Samsukha Dechent, Philipp André Sauer, Dirk Uwe |
| Correlation of Health Indicators on Lithium‐Ion Batteries [Journal Article] In: Energy technology, 11 (7), 2201398, 2023 | Dechent, Philipp André (Corresponding author) Barbers, Elias Maximilian Epp, Alexander Jöst, Dominik Li, Weihan Sauer, Dirk Uwe Lehner, Susanne |
| The application of machine learning-based energy management strategy in a multi-mode plug-in hybrid electric vehicle, part II : Deep deterministic policy gradient algorithm design for electric mode [Journal Article] In: Energy : the international journal, 269, 126792, 2023 | Ruan, Jiageng (Corresponding author) Wu, Changcheng Liang, Zhaowen Liu, Kai Li, Bin Li, Weihan Li, Tongyang |
| Machine learning-based fast charging of lithium-ion battery by perceiving and regulating internal microscopic states [Journal Article] In: Energy storage materials, 56, 62-75, 2023 | Wei, Zhongbao (Corresponding author) Yang, Xiaofeng Li, Yang He, Hongwen Li, Weihan Sauer, Dirk Uwe |
| Properties of a Lithium-Ion Battery as a Partner of Power Electronics [Contribution to a book, Contribution to a conference proceedings] In: 2022 24th European Conference on Power Electronics and Applications (EPE'22 ECCE Europe) : 5-9 Sept. 2022 / publisher: IEEE, P.1-P.11, 2022 | Blömeke, Alexander Quade, Katharina Lilith Jöst, Dominik Li, Weihan Ringbeck, Florian Sauer, Dirk Uwe |
| Challenges of second-life concepts for retired electric vehicle batteries [Journal Article] In: Cell reports, 3, 101095, 2022 | Börner, Martin Florian (Corresponding author) Frieges, Moritz Holger Späth, Benedikt Stefan Spütz, Kathrin Heimes, Heiner Hans Sauer, Dirk Uwe Li, Weihan |
| Battery degradation diagnosis with field data, impedance-based modeling and artificial intelligence [Journal Article] In: Energy storage materials, 53, 391-403, 2022 | Li, Weihan (Corresponding author) Chen, Jue Quade, Katharina Lilith Luder, Daniel Gong, Jingyu Sauer, Dirk Uwe |
| Forecasting battery capacity and power degradation with multi-task learning [Journal Article] In: Energy storage materials, 53, 453-466, 2022 | Li, Weihan (Corresponding author) Zhang, Haotian van Vlijmen, Bruis Dechent, Philipp André Sauer, Dirk Uwe |
| 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 [Contribution to a conference proceedings] In: [5th International eTransportation Webinar, 2020-08-21 - 2020-08-21], 2020 | Li, Weihan Dechent, Philipp André Ringbeck, Florian Jöst, Dominik Blömeke, Alexander 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: 2. 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 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: 11. 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: 9. 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 |