Battery engineer with PhD and over 5 years of professional experience in battery cell development, machine-learning based algorithm development, electrochemical modeling, and mechanical simulations.

๐ŸŽ“ EDUCATION & CAREER

Exponent Inc.
Associate | Dec. 2024 - Current
Data Sciences Practice
  • Battery Data Sciences
    Natick, Massachussets, United States
    Samsung Electronics Co. Ltd.
    Staff Engineer | May 2024 - Oct. 2024
    Design Solution Group, Global Technology Research (GTR)
    • Machine-Learning Assisted CAE
      • Battery safety simulation combining mechanical CAE and physics-informed neural network (PINN)
    Suwon, Republic of Korea
    Staff Engineer | Mar. 2019 - Oct. 2024
    Advanced Battery Lab., Mobile eXperience (MX) Division
    • Machine-learning based diagnotics for lithium ion batteries
      • State-of-health estimation
      • Data-driven cycle life prediction
      • Failure analysis and diagnosis
    • Battery Cell NPI
      • Led battery cell/pack development with partner companies
      • Conducted cell specification review
      • Conducted process auditing, product delivery/testing.
    Suwon, Republic of Korea
    Seoul National University
    Doctor of Philosophy (Ph.D.) | Mar. 2013 - Feb. 2019
    Department of Materials Science and Engineering
    Seoul, Republic of Korea
    Bachelor of Science (B.S.) | Mar. 2009 - Feb. 2013
    Department of Materials Science and Engineering
    Department of Mathematical Sciences
    • Dual Major, Cum Laude
    Seoul, Republic of Korea

    ๐Ÿ“š PUBLICATIONS

    36. On-Device Personalized Charging Strategy With an Aging Model for Lithium-Ion Batteries Using Deep Reinforcement Learning
    Ankit Yadu, Subramanian B. Swernath, Samarth Agarwal, D. B. Sreevatsa, Sangheon Lee, and Youngju Kim
    IEEE Transactions on Automation Science and Engineering , 1-11 (2023)
    DOI: 10.1109/TASE.2023.3307168

    35. Transfer Learning Based Generalized Framework for State of Health Estimation for Li-Ion Cells
    Subhasmita Sahoo,* Krishnan S. Hariharan, Samarth Agarwal, Subramanian B. Swernath, Roshan Bharti, Seongho Han, and Sangheon Lee
    Scientific Reports 12, 13173 (2022)
    DOI: 10.1038/s41598-022-16692-4

    34. Effects of Photochemical Oxidation of the Carbonaceous Additives on Li-S Cell Performance
    Jungjin Park, Joonhee Moon, Kookhan Kim, Vitalii Ri, Sangheon Lee, Byung Hee Hong, Yung-Eun Sung, Chunjoong Kim,* and Elton J. Cairns*
    ACS Applied Materials & Interfaces 13(35), 41517-41523 (2021)
    DOI: 10.1021/acsami.1c07452

    33. Diagnosing Various Failures of Lithium-Ion Batteries using Artificial Neural Network Enhanced by Likelihood Mapping
    Sangheon Lee,* Seongho Han, Kyoung Hwan Han, Youngju Kim, Samarth Agarwal, Krishnan S. Hariharan, Bookeun Oh, and Jongmoon Yoon*
    Journal of Energy Storage 40, 102768 (2021)
    DOI: 10.1016/j.est.2021.102768

    32. Nitrogen-Doped Graphene Quantum Dots: Sulfiphilic Additives for the High-Performance Li-S Cells
    Jungjin Park, Joonhee Moon, Vitalii Ri, Sangheon Lee, Chunjoong Kim,* and Elton J. Cairns*
    ACS Applied Energy Materials 4(4), 3518-3525 (2021)
    DOI: 10.1021/acsaem.0c03247

    31. Efficient Type-II Heterojunction Nanorod Sensitized Solar Cells Realized by Controlled Synthesis of Core/Patchy Shell Structure and CdS Cosensitization
    Sangheon Lee,+ Joseph C. Flanagan,+ Jaewook Kim, Alan Jiwan Yun, Byungho Lee, Moonsub Shim,* and Byungwoo Park*
    ACS Applied Materials & Interfaces 11(21), 19104-19114 (2019)
    DOI: 10.1021/acsami.9b02873

    30. Microstructural Evolution of Hybrid Perovskites Promoted by Chlorine and Its Impact on the Performance of Solar Cell
    Byungho Lee, Taehyun Hwang, Sangheon Lee, Byungha Shin,* and Byungwoo Park*
    Scientific Reports 9, 4803 (2019)
    DOI: 10.1038/s41598-019-41328-5

    29. An Aromatic Diamine Molecule as the A-Site Solute for Highly Durable and Efficient Perovskite Solar Cells
    Jinhyun Kim, Taehyun Hwang, Byungho Lee, Sangheon Lee, Kimin Park, Helen Hejin Park, and Byungwoo Park*
    Small Methods 3(1), 1800361 (2019)
    DOI: 10.1002/smtd.201800361

    28. From Nanostructural Evolution to Dynamic Interplay of Constituents: Perspectives for Perovskite Solar Cells
    Taehyun Hwang,+ Byungho Lee,+ Jinhyun Kim,+ Sangheon Lee,+ Bumjin Gil, Alan Jiwan Yun, and Byungwoo Park*
    Advanced Materials 30(42), 1704208 (2018)
    DOI: 10.1002/adma.20174208

    27. Selective Rear Contact for Ga0.5In0.5P- and GaAs-Based Solar Cells
    Sun-Tae Hwang, Taehyun Hwang, Sangheon Lee, Bumjin Gil, and Byungwoo Park*
    Solar Energy Materials and Solar Cells 182, 348-353 (2018)
    DOI: 10.1016/solmat.2018.03.037

    26. Optimum Morphology of Mixed-Olivine Mesocrystals for a Li-Ion Battery
    Kimin Park, Jaewon Kim, Sungun Wi, Sangheon Lee, Taehyun Hwang, Jaewook Kim, Joonhyeon Kang, Joon-Phil Choi, Seunghoon Nam,* and Byungwoo Park*
    Inorganic Chemistry 57(10), 5999-6009 (2018)
    DOI: 10.1021/acs.inorgchem.8b00501

    25. Complementary Surface Modification by Disordered Carbon and Reduced Graphene Oxide on SnO2 Hollow Spheres as an Anoe for Li-Ion Battery
    Hyungsub Woo, Sungun Wi, Jaewon Kim, Jinhyun Kim, Sangheon Lee, Taehyun Hwang, Joonhyeon Kang, Jaewook Kim, Kimin Park, Bumjin Gil, Seunghoon Nam,* and Byungwoo Park*
    Carbon 129, 342-348 (2018)
    DOI: 10.1016/j.carbon.2017.12.015

    24. Tailoring the Mesoscopic TiO2 Layer: Concomitant Parameters for Enabling High-Performance Perovskite Solar Cells
    Taehyun Hwang,+ Sangheon Lee,+ Jinhyun Kim, Jaewon Kim, Chunjoong Kim, Byungha Shin, and Byungwoo Park*
    Nanoscale Research Letters 12, 57 (2017)
    DOI: 10.1186/s11671-016-1809-7

    23. Synergetic Effect of Double-Step Blocking Layer for the Perovskite Solar Cell
    Jinhyun Kim, Taehyun Hwang, Sangheon Lee, Byungho Lee, Jaewon Kim, Jaewook Kim, Bumjin Gil, and Byungwoo Park*
    Journal of Applied Physics 122(14), 145106 (2017)
    DOI: 10.1063/1.4991633

    22. Breathable Carbon-Free Electrode: Black TiO2 with Hierarchically Ordered Porous Structure for Stable Li-O2 Battery
    Joonhyeon Kang, Jinyoung Kim, Sangheon Lee, Sungun Wi, Chunjoong Kim, Seungmin Hyun, Seunghoon Nam,* Yongjoon Park,* and Byungwoo Park*
    Advanced Energy Materials 7(19), 1700814 (2017)
    DOI: 10.1002/aenm.201700814

    21. Route to Improving Photovoltaics Based on CdSe/CdSexTe1-x Type-II Heterojunction Nanorods: The Effect of Morphology and Cosensitization on Carrier Recombination and Transport
    Sangheon Lee,+ Joseph C. Flanagan,+ Byungho Lee, Taehyun Hwang, Jaewook Kim, Bumjin Gil, Moonsub Shim,* and Byungwoo Park*
    ACS Applied Materials & Interfaces 9(37), 31931-31939 (2017)
    DOI: 10.1021/acsami.7b09745

    20. Insights on the Delithiation/Lithiation Reactions of LixMn0.8Fe0.2PO4 Mesocrystals in Li+ Batteries by in situ Techniques
    Sungun Wi,+ Jungjin Park,+ Sangheon Lee,+ Jaewon Kim, Bumjin Gil, Alan Jiwan Yun, Yung-Eun Sung,* Byungwoo Park,* and Chunjoong Kim*
    Nano Energy 39, 371-379 (2017)
    DOI: 10.1016/j.nanoen.2017.07.016

    19. Single-Layer Graphene-Wrapped Li4Ti5O12 Anode with Superior Lithium Storage Capability
    Jaewon Kim,+ Kyung Eun Lee,+ Kyung Hwan Kim, Sungun Wi, Sangheon Lee, Seunghoon Nam, Chunjoong Kim,* Sang Ouk Kim,* and Byungwoo Park*
    Carbon 114, 275-283 (2017)
    DOI: 10.1016/j.carbon.2016.12.022

    18. Synchrotron-Based X-Ray Absorption Spectroscopy for the Electronic Structure of LixMn0.8Fe0.2PO4 Mesocrystal in Li+ Batteries
    Sungun Wi,+ Jungjin Park,+ Sangheon Lee, Joonhyeon Kang, Taehyun Hwang, Kug-Seung Lee, Han-Koo Lee, Seunghoon Nam, Chunjoong Kim,* Yung-Eun Sung,* and Byungwoo Park*
    Nano Energy 31, 495-503 (2017)
    DOI: 10.1016/j.nanoen.2016.11.044

    17. Evaluating the Optoelectronic Quality of Hybrid Perovskites by Conductive Atomic Force Microscopy with Noise Spectroscopy
    Byungho Lee, Sangheon Lee, Duckhyung Cho, Jinhyun Kim, Taehyun Hwang, Kyung Hwan Kim, Seunghoon Hong,* Taeho Moon,* and Byungwoo Park*
    ACS Applied Materials & Interfaces 8(45), 30985-30991 (2016)
    DOI: 10.1021/acsami.6b11011

    16. Synthesis of LixMn0.8Fe0.2PO4 Mesocrystals for High-Performance Li-Ion Chatode Materials
    Sungun Wi, Jaewon Kim, Sangheon Lee, Joonhyeon Kang, Kimin Park, Kunsu Kim, Seunghoon Nam,* Chunjoong Kim,* and Byungwoo Park*
    Electrochimica Acta 216, 203-210 (2016)
    DOI: 10.1016/j.electacta.2016.09.005

    15. Bandgap Grading and Al0.3Ga0.7As Heterojunction Emitter for Highly Efficient GaAs-Based Solar Cells
    Sun-Tae Hwang, Soohyun Kim, Hyeunseok Cheun, Hyun Lee, Byungho Lee, Taehyun Hwang, Sangheon Lee, Wonki Yoon, Heon-Min Lee, and Byungwoo Park*
    Solar Energy Materials and Solar Cells 155, 264-272 (2016)
    DOI: 10.1016/j.solmat.2016.06.009

    14. Investigation of Chlorine-Mediated Microstructural Evolution of CH3NH3PbI3(Cl) Grains for High Optoelectronic Responses
    Taehyun Hwang, Duckhyung Cho, Jinhyun Kim, Jaewon Kim, Sangheon Lee, Byungho Lee, Kyung Hwan Kim, Seunghoon Hong, Chunjoong Kim, and Byungwoo Park*
    Nano Energy 25, 91-99 (2016)
    DOI: 10.1016/j.nanoen.2016.04.044

    13. Solvent and Intermediate Phase as Boosters for the Perovskite Transformation and Solar Cell Performance
    Jinhyun Kim, Taehyun Hwang, Sangheon Lee, Byungho Lee, Jaewon Kim, Gil Su Jang, Seunghoon Nam, and Byungwoo Park*
    Scientific Reports 6, 25648 (2016)
    DOI: 10.1038/srep25648

    12. Evaluation of Graphene-Wrapped LiFePO4 as Novel Cathode Materials for Li-Ion Batteries
    Sungun Wi,+ Jaewon Kim,+ Kimin Park,+ Sangheon Lee, Joonhyeon Kang, Kyung Hwan Kim, Seunghoon Nam,* Chunjoong Kim,* and Byungwoo Park*
    RSC Advances 6, 105081-105086 (2016)
    DOI: 10.1039/C6RA24514E

    11. Integration of CdSe/CdSexTe1-x Type-II Heterojunction Nanorods into Hierarchically Porous TiO2 Electrode for Efficient Solar Energy Conversion
    Sangheon Lee,+ Joseph C. Flanagan,+ Joonhyeon Kang, Jinhyun Kim, Moonsub Shim,* and Byungwoo Park*
    Scientific Reports 5, 17472 (2015)
    DOI: 10.1038/srep17472

    10. Reduced Graphene Oxide/Carbon Double-Coated 3-D Porous ZnO Aggregates as High-Performance Li-Ion Anode Materials
    Sungun Wi,+ Hyungsub Woo,+ Sangheon Lee, Joonhyeon Kang, Jaewon Kim, Subin An, Chohui Kim, Seunghoon Nam, Chunjoong Kim, and Byungwoo Park*
    Nanoscale Research Letters 10, 204 (2015)
    DOI: 10.1186/s11671-015-0902-7

    09. Nanoroughness Control of Al-Doped ZnO for High Efficiency Si Thin-Film Solar Cells
    Seung-Yoon Lee, Taehyun Hwang, Sangheon Lee, Woojin Lee, Byungho Lee, Jinhyun Kim, Soohyun Kim, Hyun Lee, Heon-Min Lee, and Byungwoo Park*
    Current Applied Physics 15(11), 1353-1357 (2015)
    DOI: 10.1016/j.cap.2015.07.024

    08. Organic-Acid Texturing of Transparent Electrodes toward Broadband Light Trapping in Thin-Film Solar Cells
    Woojin Lee, Taehyun Hwang, Sangheon Lee, Seung-Yoon Lee, Joonhyeon Kang, Byungho Lee, Jinhyun Kim, Taeho Moon,* and Byungwoo Park*
    Nano Energy 17, 180-186 (2015)
    DOI: 10.1016/j.nanoen.2015.08.015

    07. Wrapping SnO2 with Porosity-Tuned Graphene as a Strategy for High-Rate Performance in Lithium Battery Anodes
    Seunghoon Nam, Seung Jae Yang, Sangheon Lee, Jaewon Kim, Joonhyeon Kang, Jun Young Oh, Chong Rae Park, Taeho Moon,* Kyu Tae Lee,* and Byungwoo Park*
    Carbon 85, 289-298 (2015)
    DOI: 10.1016/j.carbon.2015.01.005

    06. The Construction of Tandem Dye-Sensitized Solar Cells from Chemically-Derived Nanoporous Photoelectrodes
    Hongsik Choi, Taehyun Hwang, Sangheon Lee, Seunghoon Nam, Joonhyeon Kang, Byungho Lee, and Byungwoo Park*
    Journal of Power Sources 274, 937-942 (2015)
    DOI: 10.1016/j.jpowsour.2014.10.125

    05. Oxygen-Controlled Seed Layer in DC Sputter-Deposited ZnO:Al Substrate for Si Thin-Film Solar Cells
    Seung-Yoon Lee, Taehyun Hwang, Woojin Lee, Sangheon Lee, Hongsik Choi, Seh-Won Ahn, Heon-Min Lee, and Byungwoo Park*
    IEEE Journal of Photovoltaics 5(2), 473-478 (2014)
    DOI: 10.1016/JPHOTOV.2014.2376052

    04. Improving Scattering Layer through Mixture of Nanoporous Spheres and Nanoparticles in ZnO-Based Dye-Sensitized Solar Cells
    Chohui Kim, Hongsik Choi, Jae Ik Kim, Sangheon Lee, Jinhyun Kim, Woojin Lee, Taehyun Hwang, Suji Kang, Taeho Moon,* and Byungwoo Park*
    Nanoscale Research Letters 9, 295 (2014)
    DOI: 10.1186/1556-276X-9-295

    03. Oriented Hierarchical Porous TiO2 Nanowires on Ti Substrate: Evolution of Nanostructures for Dye-Sensitized Solar Cells
    Byungho Lee,+ Jae Ik Kim,+ Sangheon Lee, Taehyun Hwang, Seunghoon Nam, Hongsik Choi, Kunsu Kim, Jaewon Kim, and Byungwoo Park*
    Electrochimica Acta 145, 231-236 (2014)
    DOI: 10.1016/j.electacta.2014.09.015

    02. Enhanced Rate Capability of LiMn0.9Mg0.1PO4 Nanoplates by Reduced Graphene Oxide/Carbon Double Coating for Li-Ion Batteries
    Sungun Wi, Jaewon Kim, Seunghoon Nam, Joonhyeon Kang, Sangheon Lee, Hyungsub Woo, Moosang Lee, Chong Ho Sonu, Taeho Moon,* and Byungwoo Park*
    Current Applied Physics 14(5), 725-730 (2014)
    DOI: 10.1016/j.cap.2014.03.001

    01. Effective Wrapping of Graphene on Individual Li4Ti5O12 Grains for High-Rate Li-Ion Batteries
    Yuhong Oh,+ Seunghoon Nam,+ Sungun Wi, Joonhyeon Kang, Taehyun Hwang, Sangheon Lee, Helen Hejin Park, Jordi Cabana, Chunjoong Kim,* and Byungwoo Park*
    Journal of Materials Chemistry A 2, 2023-2027 (2014)
    DOI: 10.1039/C3TA14347C

    ๐Ÿ› ๏ธ PATENTS

    06. Method and Electronic Devices for Forecasting Remaining Useful Life (RUL) of Battery
    Subhasmita Sahoo, Krishnan S Hariharan, Samarth Agarwal, Subramanian Swernath Brahmadathan, and Sangheon Lee
    US Patent App. No. 18/327395 (2024)

    05. Electronic Apparatus and Controlling Method Thereof
    Ankit Yadu, Subramanian Swernath Brahmadathan, Samarth Agarwal, Krishnan S Hariharan, Seongho Han, and Sangheon Lee
    US Patent App. No. 18/507825 (2023)

    04. Method and Electronic Device for Charging Battery
    Sangheon Lee, and Youngju Kim
    US Patent App. No. 18/347880 (2023)

    03. Systems and Methods for Intelligent Management of a Battery
    Samarth Agarwal, Sangheon Lee, Krishnan S Hariharan, Seongho Han, Roshan Bharti, and Ankit Yadu
    US Patent App. No. 18/296618 (2023)

    02. Method for Controlling Current Ratio Between Multiple Battery Cells Connected in Parallel, and Control System Therefor
    Sangheon Lee
    US Patent App. No. 18/094621 (2023)

    01. Electornic Devices with Structure for Harvesting Energy
    Sangheon Lee, Seongjin An, Bookeun Oh, and Jaeyeon Lee
    US Patent 11533005 (2022)

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