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Employment (4)

Hong Kong Polytechnic University: Hong Kong, HK

2024-07-01 to present | Research Assitant Professor (EEE)
Employment
Source: Self-asserted source
Jinpeng Tian

Hong Kong Polytechnic University: Hong Kong, CN

2023-09-20 to 2024-07-01 | Postdoctoral researcher (Department of Electrical and Electronic Engineering)
Employment
Source: Self-asserted source
Jinpeng Tian

Beijing Institute of Technology: Beijing, CN

2021-08-27 to 2023-09-01 | Postdoctoral researcher (Department of Vehicle Engineering)
Employment
Source: Self-asserted source
Jinpeng Tian

Swinburne University of Technology: Melbourne, Victoria, AU

2019-02-01 to 2020-09-01 | Research assistant (Department of Telecommunications, Electrical, Robotics and Biomedical Engineering)
Employment
Source: Self-asserted source
Jinpeng Tian

Education and qualifications (3)

Swinburne University of Technology: VIC, VIC, AU

2018-09-01 to 2022-04-01 | PhD (Department of Telecommunications, Electrical, Robotics and Biomedical Engineering)
Education
Source: Self-asserted source
Jinpeng Tian

Beijing Institute of Technology: Beijing, Beijing, CN

2016-09-01 to 2021-09-30 | PhD (Department of Vehicle Engineering)
Education
Source: Self-asserted source
Jinpeng Tian

Beijing Institute of Technology: Beijing, Beijing, CN

2012-09-01 to 2016-06-30 | Bachelor (Department of Vehicle Engineering)
Education
Source: Self-asserted source
Jinpeng Tian

Professional activities (1)

IEEE: New York, NY, US

Member
Membership
Source: Self-asserted source
Jinpeng Tian

Works (39)

Accurate and efficient remaining useful life prediction of batteries enabled by physics-informed machine learning

Journal of Energy Chemistry
2024-04 | Journal article
DOI: 10.1016/j.jechem.2023.12.043
Contributors: Liang Ma; Jinpeng Tian; Tieling Zhang; Qinghua Guo; Chunsheng Hu
Source: check_circle
Crossref

Challenges and opportunities for battery health estimation: Bridging laboratory research and real-world applications

Journal of Energy Chemistry
2024-02 | Journal article
DOI: 10.1016/j.jechem.2023.10.032
Contributors: Te Han; Jinpeng Tian; C.Y. Chung; Yi-Ming Wei
Source: check_circle
Crossref

A data-driven method for extracting aging features to accurately predict the battery health

Energy Storage Materials
2023 | Journal article
DOI: 10.1016/j.ensm.2023.02.034
EID:

2-s2.0-85149277928

Part of ISSN: 24058297
Contributors: Xiong, R.; Sun, Y.; Wang, C.; Tian, J.; Chen, X.; Li, H.; Zhang, Q.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

A fast pre-heating method for lithium-ion batteries by wireless energy transfer at low temperatures

eTransportation
2023 | Journal article
DOI: 10.1016/j.etran.2023.100227
EID:

2-s2.0-85146419625

Part of ISSN: 25901168
Contributors: Xiong, R.; Zhang, K.; Qu, S.; Tian, J.; Shen, W.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

A novel pseudo-open-circuit voltage modeling method for accurate state-of-charge estimation of LiFePO<sub>4</sub> batteries

Applied Energy
2023 | Journal article
DOI: 10.1016/j.apenergy.2023.121406
EID:

2-s2.0-85163002076

Part of ISSN: 03062619
Contributors: Zhang, K.; Xiong, R.; Li, Q.; Chen, C.; Tian, J.; Shen, W.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Battery State of health estimation with fewer labelled data: a semi-supervised approach

2023 IEEE 6th International Electrical and Energy Conference, CIEEC 2023
2023 | Conference paper
DOI: 10.1109/CIEEC58067.2023.10165770
EID:

2-s2.0-85167570367
Contributors: Tian, J.; Xiong, R.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Deep Learning Framework for Lithium-ion Battery State of Charge Estimation: Recent Advances and Future Perspectives

Energy Storage Materials
2023 | Journal article
DOI: 10.1016/j.ensm.2023.102883
EID:

2-s2.0-85165015306

Part of ISSN: 24058297
Contributors: Tian, J.; Chen, C.; Shen, W.; Sun, F.; Xiong, R.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Deep learning to estimate lithium-ion battery state of health without additional degradation experiments

Nature Communications
2023 | Journal article
DOI: 10.1038/s41467-023-38458-w
EID:

2-s2.0-85159181690

Part of ISSN: 20411723
Contributors: Lu, J.; Xiong, R.; Tian, J.; Wang, C.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Deep learning to predict battery voltage behavior after uncertain cycling-induced degradation

Journal of Power Sources
2023 | Journal article
DOI: 10.1016/j.jpowsour.2023.233473
EID:

2-s2.0-85167603701

Part of ISSN: 03787753
Contributors: Lu, J.; Xiong, R.; Tian, J.; Wang, C.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Deep neural network based battery impedance spectrum prediction using only impedance at characteristic frequencies

Journal of Power Sources
2023 | Journal article
DOI: 10.1016/j.jpowsour.2023.233414
EID:

2-s2.0-85165270646

Part of ISSN: 03787753
Contributors: Sun, Y.; Xiong, R.; Wang, C.; Tian, J.; Li, H.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Lithium-ion battery degradation diagnosis and state-of-health estimation with half cell electrode potential

Electrochimica Acta
2023 | Journal article
DOI: 10.1016/j.electacta.2023.142588
EID:

2-s2.0-85160005675

Part of ISSN: 00134686
Contributors: Zhu, C.; Sun, L.; Chen, C.; Tian, J.; Shen, W.; Xiong, R.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Semi-supervised estimation of capacity degradation for lithium ion batteries with electrochemical impedance spectroscopy

Journal of Energy Chemistry
2023 | Journal article
DOI: 10.1016/j.jechem.2022.09.045
EID:

2-s2.0-85140460277

Part of ISSN: 20954956
Contributors: Xiong, R.; Tian, J.; Shen, W.; Lu, J.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Simultaneous prediction of impedance spectra and state for lithium-ion batteries from short-term pulses

Electrochimica Acta
2023 | Journal article
DOI: 10.1016/j.electacta.2023.142218
EID:

2-s2.0-85150152674

Part of ISSN: 00134686
Contributors: Tian, J.; Xiong, R.; Chen, C.; Wang, C.; Shen, W.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 3)‎

State-of-charge estimation for onboard LiFePO<sub>4</sub> batteries with adaptive state update in specific open-circuit-voltage ranges

Applied Energy
2023 | Journal article
DOI: 10.1016/j.apenergy.2023.121581
EID:

2-s2.0-85165668688

Part of ISSN: 03062619
Contributors: Xiong, R.; Duan, Y.; Zhang, K.; Lin, D.; Tian, J.; Chen, C.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Battery degradation prediction against uncertain future conditions with recurrent neural network enabled deep learning

Energy Storage Materials
2022 | Journal article
DOI: 10.1016/j.ensm.2022.05.007
EID:

2-s2.0-85130369360

Part of ISSN: 24058297
Contributors: Lu, J.; Xiong, R.; Tian, J.; Wang, C.; Hsu, C.-W.; Tsou, N.-T.; Sun, F.; Li, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Battery state-of-charge estimation amid dynamic usage with physics-informed deep learning

Energy Storage Materials
2022 | Journal article
DOI: 10.1016/j.ensm.2022.06.007
EID:

2-s2.0-85132216357

Part of ISSN: 24058297
Contributors: Tian, J.; Xiong, R.; Lu, J.; Chen, C.; Shen, W.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Data-driven battery degradation prediction: Forecasting voltage-capacity curves using one-cycle data

EcoMat
2022 | Journal article
DOI: 10.1002/eom2.12213
EID:

2-s2.0-85133204142

Part of ISSN: 25673173
Contributors: Tian, J.; Xiong, R.; Shen, W.; Lu, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Flexible battery state of health and state of charge estimation using partial charging data and deep learning

Energy Storage Materials
2022 | Journal article
DOI: 10.1016/j.ensm.2022.06.053
EID:

2-s2.0-85133920279

Part of ISSN: 24058297
Contributors: Tian, J.; Xiong, R.; Shen, W.; Lu, J.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier

Rapid ultracapacitor life prediction with a convolutional neural network

Applied Energy
2022 | Journal article
DOI: 10.1016/j.apenergy.2021.117819
EID:

2-s2.0-85115178766

Part of ISSN: 03062619
Contributors: Wang, C.; Xiong, R.; Tian, J.; Lu, J.; Zhang, C.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Application of Digital Twin in Smart Battery Management Systems

Chinese Journal of Mechanical Engineering (English Edition)
2021 | Journal article
DOI: 10.1186/s10033-021-00577-0
EID:

2-s2.0-85107591709

Part of ISSN: 21928258 10009345
Contributors: Wang, W.; Wang, J.; Tian, J.; Lu, J.; Xiong, R.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Co-Estimation of State of Charge and Capacity for Lithium-Ion Batteries with Multi-Stage Model Fusion Method

Engineering
2021 | Journal article
DOI: 10.1016/j.eng.2020.10.022
EID:

2-s2.0-85103032295

Part of ISSN: 20958099
Contributors: Xiong, R.; Wang, J.; Shen, W.; Tian, J.; Mu, H.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Deep neural network battery impedance spectra prediction by only using constant-current curve

Energy Storage Materials
2021 | Journal article
DOI: 10.1016/j.ensm.2021.05.047
EID:

2-s2.0-85107779923

Part of ISSN: 24058297
Contributors: Duan, Y.; Tian, J.; Lu, J.; Wang, C.; Shen, W.; Xiong, R.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Electrode ageing estimation and open circuit voltage reconstruction for lithium ion batteries

Energy Storage Materials
2021 | Journal article
DOI: 10.1016/j.ensm.2021.02.018
EID:

2-s2.0-85101041992

Part of ISSN: 24058297
Contributors: Tian, J.; Xiong, R.; Shen, W.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Deep neural network battery charging curve prediction using 30 points collected in 10 min

Joule
2021-06 | Journal article
DOI: 10.1016/j.joule.2021.05.012
Part of ISSN: 2542-4351
Source: Self-asserted source
Jinpeng Tian
grade
Preferred source (of 2)‎

State-of-charge estimation of LiFePO4 batteries in electric vehicles: A deep-learning enabled approach

Applied Energy
2021-06 | Journal article
DOI: 10.1016/j.apenergy.2021.116812
Part of ISSN: 0306-2619
Source: Self-asserted source
Jinpeng Tian
grade
Preferred source (of 2)‎

A Comparative Study of Fractional Order Models on State of Charge Estimation for Lithium Ion Batteries

Chinese Journal of Mechanical Engineering (English Edition)
2020 | Journal article
DOI: 10.1186/s10033-020-00467-x
EID:

2-s2.0-85087870729

Part of ISSN: 21928258 10009345
Contributors: Tian, J.; Xiong, R.; Shen, W.; Wang, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Online simultaneous identification of parameters and order of a fractional order battery model

Journal of Cleaner Production
2020 | Journal article
DOI: 10.1016/j.jclepro.2019.119147
EID:

2-s2.0-85075455829

Part of ISSN: 09596526
Contributors: Tian, J.; Xiong, R.; Shen, W.; Wang, J.; Yang, R.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 3)‎

Fractional order battery modelling methodologies for electric vehicle applications: Recent advances and perspectives

Science China Technological Sciences
2020-11 | Journal article
DOI: 10.1007/s11431-020-1654-0
Part of ISSN: 1674-7321
Part of ISSN: 1869-1900
Source: Self-asserted source
Jinpeng Tian
grade
Preferred source (of 2)‎

State-of-Health Estimation Based on Differential Temperature for Lithium Ion Batteries

IEEE Transactions on Power Electronics
2020-10 | Journal article
DOI: 10.1109/tpel.2020.2978493
Part of ISSN: 0885-8993
Part of ISSN: 1941-0107
Source: Self-asserted source
Jinpeng Tian
grade
Preferred source (of 2)‎

A comparative study on fractional order models for voltage simulation of lithium ion batteries

IEEE Vehicular Technology Conference
2019 | Conference paper
DOI: 10.1109/VTCSpring.2019.8746351
EID:

2-s2.0-85068955466

Part of ISSN: 15502252
Contributors: Xiong, R.; Tian, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

A Novel Fractional Order Model for State of Charge Estimation in Lithium Ion Batteries

IEEE Transactions on Vehicular Technology
2019 | Journal article
DOI: 10.1109/TVT.2018.2880085
EID:

2-s2.0-85056311480

Part of ISSN: 00189545
Contributors: Xiong, R.; Tian, J.; Shen, W.; Sun, F.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

A review on state of health estimation for lithium ion batteries in photovoltaic systems

eTransportation
2019 | Journal article
DOI: 10.1016/j.etran.2019.100028
EID:

2-s2.0-85080943155

Part of ISSN: 25901168
Contributors: Tian, J.; Xiong, R.; Shen, W.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Fractional-Order Model-Based Incremental Capacity Analysis for Degradation State Recognition of Lithium-Ion Batteries

IEEE Transactions on Industrial Electronics
2019 | Journal article
DOI: 10.1109/TIE.2018.2798606
EID:

2-s2.0-85041298734

Part of ISSN: 02780046
Contributors: Tian, J.; Xiong, R.; Yu, Q.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Frequency and time domain modelling and online state of charge monitoring for ultracapacitors

Energy
2019 | Journal article
DOI: 10.1016/j.energy.2019.04.034
EID:

2-s2.0-85064527120

Part of ISSN: 03605442
Contributors: Tian, J.; Xiong, R.; Shen, W.; Wang, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Towards a smarter battery management system: A critical review on battery state of health monitoring methods

Journal of Power Sources
2018 | Journal article
DOI: 10.1016/j.jpowsour.2018.10.019
EID:

2-s2.0-85054653853

Part of ISSN: 03787753
Contributors: Xiong, R.; Li, L.; Tian, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

A systematic model-based degradation behavior recognition and health monitoring method for lithium-ion batteries

Applied Energy
2017 | Journal article
DOI: 10.1016/j.apenergy.2017.05.124
EID:

2-s2.0-85020091092

Part of ISSN: 03062619
Contributors: Xiong, R.; Tian, J.; Mu, H.; Wang, C.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Model-based fault diagnosis approach on external short circuit of lithium-ion battery used in electric vehicles

Applied Energy
2016 | Journal article
DOI: 10.1016/j.apenergy.2016.10.026
EID:

2-s2.0-84992187863

Part of ISSN: 03062619
Contributors: Chen, Z.; Xiong, R.; Tian, J.; Shang, X.; Lu, J.
Source: Self-asserted source
Jinpeng Tian via Scopus - Elsevier
grade
Preferred source (of 2)‎

Artificial intelligence (ai)-based charging curve reconstruction and state estimation method for lithium-ion battery

Patent
Contributors: Jinpeng Tian
Source: Self-asserted source
Jinpeng Tian

Method for estimating state of charge (soc) of lithium-ion battery system based on artificial intelligence (ai)

Patent
Contributors: Jinpeng Tian
Source: Self-asserted source
Jinpeng Tian

Peer review (119 reviews for 29 publications/grants)

Review activity for Advanced theory and simulations. (1)
Review activity for Applied energy (56)
Review activity for Batteries & supercaps. (1)
Review activity for Cell reports physical science. (1)
Review activity for Communications engineering. (1)
Review activity for e-Prime - Advances in Electrical Engineering, Electronics and Energy (1)
Review activity for Electrical engineering. (2)
Review activity for Electrochimica acta. (2)
Review activity for Energy and AI. (1)
Review activity for Energy storage materials. (2)
Review activity for Energy technology. (3)
Review activity for Engineering applications of artificial intelligence. (8)
Review activity for eTransportation. (6)
Review activity for Green energy and intelligent transportation. (2)
Review activity for International journal of hydrogen energy. (2)
Review activity for ISA transactions. (1)
Review activity for Joule. (1)
Review activity for Journal of cleaner production. (4)
Review activity for Journal of computational science. (1)
Review activity for Journal of Energy Chemistry. (5)
Review activity for Journal of energy storage. (10)
Review activity for Journal of manufacturing systems. (1)
Review activity for Measurement. (1)
Review activity for Mechanical systems and signal processing. (1)
Review activity for Nature communications (1)
Review activity for Reliability engineering & systems safety. (1)
Review activity for Renewable & sustainable energy reviews. (1)
Review activity for Small methods (1)
Review activity for Sustainable energy, grids and networks. (1)
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