Curriculum Vitae

DR. SIOW PEI YI

Senior Lecturer
  • Department of Mechanical Engineering
    Faculty of Engineering
  • siowpeiyi
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BIOGRAPHY

Dr. Siow Pei Yi is a Senior Lecturer at the Department of Mechanical Engineering, Universiti Malaya, Malaysia. Her research focuses on hybrid modal-machine learning damage diagnosis methods and digital twins for structural health monitoring. Research interests are structural health monitoring, machine learning, vibration, modal analysis, virtual instrumentation, computational mechanics, and signal processing. She is registered as a Graduate Engineer with Board of Engineers Malaysia (BEM). She has also been actively involved in industrial projects on structural and machinery vibration at semiconductor and on-shore oil, gas and petrochemical processing plants in Malaysia since 2019.

AREAS OF EXPERTISE

  • VIBRATION, STRUCTURAL HEALTH MONITORING, STRUCTURAL DYNAMICS, AI/MACHINE LEARNING, INSTRUMENTATION & SIGNAL PROCESSING, COMPUTATIONAL MECHANICS

ACADEMIC QUALIFICATION

  • DOCTOR OF PHILOSOPHY, (Mekanikal)
    Universiti Malaya (UM)
  • BENG (MECHANICAL), (Kejuruteraan Mekanikal / Jentera)
    Universiti Malaya (UM)
  • SARJANA MUDA KEJURUTERAAN (MEKANIK) LULUS DENGAN KEPUJIAN (DENGAN CEMERLANG), (Mekanik)
    Universiti Malaya (UM)

ADMINISTRATIVE DUTIES

  • Timetable Coordinator
    26 Feb 2024 - 26 Feb 2026 (Department)
  • Task Force Member
    20 Aug 2024 - 31 Dec 2025 (Department of Mechanical Engineering, Faculty of Engineering)
  • Task Force Member
    01 Aug 2024 - 01 Aug 2025 (Department of Mechanical Engineering, Faculty of Engineering)
  • Task Force Member
    02 Oct 2024 - 31 Oct 2024 (Department of Mechanical Engineering, Faculty of Engineering)

MEMBERSHIPS

  • BOARD OF ENGINEERS MALAYSIA, GRADUATE ENGINEER, MEMBER
    Since 2019 (National)

PUBLICATIONS

Article in Journal
WoS
  1. Siow, Pei Yi; Cheah, Bing Zhen; Ong, Zhi Chao; Khoo, Shin Yee; Gordan, Meisam; Lim, Kok-Sing (2024). Development and implementation of medium-fidelity physics-based model for hybrid digital twin-based damage identification of piping structures, JOURNAL OF CIVIL STRUCTURAL HEALTH MONITORING. . doi:10.1007/s13349-024-00856-z
  2. Siow, Pei Yi; Ong, Zhi Chao; Khoo, Shin Yee; Lim, Kok-Sing (2023). Hybrid modal-machine learning damage identification approach for beam-like structures, JOURNAL OF VIBRATION AND CONTROL. . doi:10.1177/10775463231209008
  3. Siow, Pei Yi; Ong, Zhi Chao; Khoo, Shin Yee; Lim, Kok-Sing (2023). Noise robustness of an operational modal-based structural damage-detection scheme using impact-synchronous modal analysis, JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A. 24(9), 782-800. doi:10.1631/jzus.A2200620
  4. Siow, Pei Yi; Ong, Zhi Chao; Khoo, Shin Yee; Lim, Kok-Sing; Chew, Bee Teng (2023). Hybrid machine learning with mode shape assessment for damage identification of plates, SMART STRUCTURES AND SYSTEMS. 31(5), 485-500. doi:10.12989/sss.2023.31.5.485
  5. Gordan, Meisam; Siow, Pei Yi; Deifalla, Ahmed Farouk; Chao, Ong Zhi; Ismail, Zubaidah; Yee, Khoo Shin (2022). Implementation of a Secure Storage Using Blockchain for PCA-FRF Sensor Data of Plate-Like Structures, IEEE ACCESS. 10, 84837-84852. doi:10.1109/ACCESS.2022.3197776
  6. Siow, P. Y., Ong, Z. C., Khoo, S. Y., & Lim, K. S. (2021). Damage Sensitive PCA-FRF Feature in Unsupervised Machine Learning for Damage Detection of Plate-Like Structures. International Journal of Structural Stability and Dynamics, 21(2), 29. doi: 10.1142/s0219455421500280
Article in Proceeding
Scopus
  1. Siow P.Y., Ong Z.C., Chen S. (2023). Hybrid Modal-Machine Learning Approach for Structural Damage Diagnosis, Proceedings - 13th IEEE International Conference on Control System, Computing and Engineering, ICCSCE 2023. , 106-110. doi:10.1109/ICCSCE58721.2023.10237133

RESEARCH PROJECT

Private
  1. 2024 - 2027, Private Funding
    Assessing Environmental Vibration Compliance In Malaysia ( Co-Researcher)

CONSULTANCY PROJECT

  • Vibration Measurement On The Substructure Top Plate, Raised Floor and Slab, Osram Kulim (February 2024), Boontech Engineering Sdn. Bhd.
    01 Feb 2024 - 22 Feb 2024 (National)
  • Vibration Measurement On The Substructure Top Plate, Raised Floor and Slab, Osram Kulim (March 2024), Boontech Engineering Sdn. Bhd.
    01 Mar 2024 - 31 Mar 2024 (National)
  • Kajian Fizikal Struktur Bangunan Blok Hospital Bersalin Di Hospital Kuala Lumpur (Hkl), Hospital Kuala Lumpur
    04 Sep 2023 - 10 Nov 2023 (National)

PAPER PRESENTED

ORAL PRESENTER
  1. Hybrid Modal-Machine Learning Approach for Structural Damage Diagnosis, 13th IEEE International Conference on Control System, Computing and Engineering, IEEE Control Systems Society (CSS), Malaysia Section Chapter (International) (25 Aug 2023 - 26 Aug 2023)

ACADEMIC/PROF. SERVICES

Evaluation
  1. (2024) Reviewed a Manuscript for IEEE Access (Access-2024-37239), International, (Reviewer)
  2. (2024) Candidature Defence (Cd) Panel for Fei Pei (S2041785), University, (Internal Examiner)
  3. (2024) Reviewed a Manuscript for IEEE Access (Access-2024-26525), International, (Reviewer)
  4. (2024) Proposal Defence (Pd) Panel for Montaser N. a. Ramadan (23063016/1), University, (Reviewer)
  5. (2024) Proposal Defence (Pd) Panel for Wong Yi-San (23059712/1), University, (Reviewer)
  6. (2024) Reviewed a Manuscript for Smart Materials and Systems (Sms-116985), International, (Reviewer)
  7. (2024) Reviewed a Manuscript for IEEE Access (Access-2024-15662), International, (Reviewer)
  8. (2024) Reviewed a Manuscript for IEEE Access (Access-2024-22628), International, (Reviewer)
  9. (2024) Reviewer for Technical Paper by S2183892 (IAS - Mphil), University, (Internal Examiner)
  10. (2024) Reviewer for Technical Paper by S2183879 (IAS - Mphil), University, (Internal Examiner)
  11. (2024) Reviewed a Manuscript for Engineering Structures (Engstruct-D-24-01320), International, (Reviewer)
  12. (2024) Candidature Defence (Cd) Panel for Goh Kah Yin (17187920/3), University, (Internal Examiner)
  13. (2023) Reviewed a Manuscript for IEEE Access (Access-2023-33393), International, (Reviewer)

SUPERVISION

Postgraduate Student
  1. (2024) REMAINING USEFUL LIFE PREDICTION OF PLATE STRUCTURE UNDER IMPACT FORCE EXCITATION BASED ON DIGITAL TWIN, GUREN WEI
  2. (2024) DIAGNOSIS AND OPTIMIZATION MODEL OF THE TIRE WEAR PROBLEM OF BATTERY ELECTRIC VEHICLES FROM THE PERSPECTIVE OF BIG DATA, XU HUAYONG
  3. (2024) RESEARCH ON KEY COMPONENTS OF WIND TURBINE GEARBOXES BASED ON VIBRATION CHARACTERISTICS ANALYSIS AND DEEP LEARNING ALGORITHMS, TAO WANG
  4. (2024) RESEARCH ON FAULT DIAGNOSIS METHODS OF WIND TURBINE GEAR TRANSMISSION SYSTEM BASED ON INTELLIGENT DIAGNOSIS, TENG WANG
  5. (2024) HYBRID DIGITAL TWIN-BASED STRUCTURAL DAMAGE IDENTIFICATION MODEL FOR PREDICTIVE MAINTENANCE 4.0, CHEAH BING ZHEN

TEACHING

Master
  1. (2024) KQK7013 - Finite Element Analysis
Bachelor
  1. (2024) KIX1001 - Engineering Mathematics 1
  2. (2024) KIX1002 - Engineering Mathematics 2
  3. (2024) KIX1004 - Engineering Mathematics I
  4. (2024) KIG3003 - Mechanics of Machines and Vibration
  5. (2023) KIX1001 - Engineering Mathematics 1

PATENT/IPR

  • Hybrid structural health monitoring scheme with damage identification through modal parameters and artificial intelligence methods
    PATENT

COURSE ATTENDED

Internal / External Course
INTERNAL COURSE- ORGANIZED BY PTJ
  1. EMERALD TEACHING AND LEARNING SERIES 4/2023, Bilik Pameran, Bangunan Hir, Universiti Malaya (27 Nov 2023 - 01 Dec 2023)
  2. EMERALD RESEARCH AND SUPERVISION SERIES 4/2023, Bangunan Hir, UM (05 Dec 2023 - 07 Dec 2023)