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Zi Wen Tham

Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering

Singapore

  • Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering

SCHOLARLY PAPERS

2

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73

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Scholarly Papers (2)

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1.

Online state-of-charge estimation of lithium-ion batteries using nonlinear ultrasonics with LSTM-based deep learning model

Number of pages: 35 Posted: 30 Oct 2025
Santhakumar Sampath, Tam Huynh, Yin Xuesong, Zi Wen Tham, Andrew Chun Yong Ngo, Hoon Sohn and Lei Zhang
Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, affiliation not provided to SSRN, Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, affiliation not provided to SSRN and Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering
Downloads 49 (1,086,013)

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Lithium-ion batteries, State-of-charge, Nonlinear ultrasonics, Long-short term memory, Spectral analysis

2.

Online state estimation of lithium-ion batteries using nonlinear ultrasonics with LSTM-based deep learning model

Number of pages: 41 Posted: 21 Feb 2026
Santhakumar Sampath, Tam Huynh, Yin Xuesong, Zi Wen Tham, Andrew Chun Yong Ngo, Hoon Sohn and Lei Zhang
Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, affiliation not provided to SSRN, Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering, affiliation not provided to SSRN and Agency for Science, Technology and Research (A*STAR) - Institute of Materials Research and Engineering
Downloads 24 (1,491,251)

Abstract:

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Lithium-ion batteries, Nonlinear ultrasonics, State-of-charge, Long-short term memory, Spectral analysis