default author photo

Tam Huynh

affiliation not provided to SSRN

  • affiliation not provided to SSRN

SCHOLARLY PAPERS

3

DOWNLOADS

86

TOTAL CITATIONS

0

Scholarly Papers (3)

Actions:
Email selected abstracts
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)

Abstract:

Loading...

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:

Loading...

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

3.

Frequency-domain physics-informed neural network for wavefield modeling and defect-parameterized inversion using shearography measurements

Number of pages: 31 Posted: 17 Jun 2026
Liu Yang, Tam Huynh, Peipei Liu, Zhanxiong Ma, Kiyoon Yi, Jeaseung Kim, Hyunsung Hwang, Hanbi Byun and Hoon Sohn
affiliation not provided to SSRN, affiliation not provided to SSRN, Southeast University, Lanzhou University, affiliation not provided to SSRN, LIG Nex1, LIG Nex1, Government of the Republic of Korea - Agency for Defense Development and affiliation not provided to SSRN
Downloads 13

Abstract:

Loading...

Ultrasonics, Defect Characterization, Shearography, Physics-Informed Neural Networks, Inverse Problem