CV
Education
Doctor of Philosophy (Engineering)
Institute for Intelligent Systems Research and Innovation (IISRI), Deakin University
Geelong, Australia
Jan. 2020 - Aug. 2023
- Spearheaded an extensive research project focused on enhancing the efficiency of Integrated Operation Centres (IOCs) within complex transportation networks.
- Pioneered the development of state-of-the-art optimisation algorithms and machine learning models tailored to address real-world challenges in the transportation sector.
- Conducted groundbreaking research in the realm of human-computer teaming, resulting in the creation of a framework that significantly improved the effectiveness of traffic monitoring, scheduling, and maintenance tasks, paving the way for next-generation IOCs.
- Secured invaluable financial and industrial support from the Rail Manufacturing CRC to advance and elevate the scope of my PhD research. More about the project
- Produced comprehensive reports, authored scientific papers, and successfully published research findings in esteemed journal articles.
- Actively contributed to the academic community by presenting critical analyses and research results at various domestic and international conferences.
Bachelor of Civil Engineering (Honours)
UCSI University & Deakin University
Kuala Lumpur, Malaysia & Geelong, Australia
May 2015 - Dec. 2016 & Feb. 2017 - Dec 2019
- Completed the prestigious International Degree Programme (IDP) offered by UCSI University, allowing for seamless transfer to Deakin University, Australia.
- Distinguished final year project focused on “Water Treatment with Plant-Based Materials,” which garnered recognition from the School of Engineering at Deakin University. View Showcase
- Investigated the efficacy of utilising locally available plant materials in Victoria for the removal of heavy metals from water, emphasising the potential for a cost-effective and sustainable water treatment approach.
Foundation in Science (Engineering)
UCSI University
Kuala Lumpur, Malaysia
May 2014 - Apr. 2015
- Successfully completed the comprehensive “Foundation in Science (Engineering)” program at UCSI University.
- Acquired a strong academic foundation in the sciences and engineering disciplines.
- This program has provided me with essential knowledge and skills for my academic and professional pursuits.
- For more information about this program, please visit here.
Work Experience
Research Fellow - Operations Analytics
Institute for Intelligent Systems Research and Innovation (IISRI), Deakin University
Geelong, Australia
Aug. 2023 - Present
- Collaboratively engage in the development of innovative and high-impact research initiatives, fostering a culture of creativity and excellence within the team.
- Initiate, design, and execute interdisciplinary research collaborations, driving advancements in knowledge and problem-solving, leading to significant breakthroughs in our understanding of complex issues.
- Take a leadership role in establishing and managing industry partnerships and collaborations, translating research outcomes into practical solutions with tangible real-world impact.
- Demonstrate a commitment to the growth and success of higher degree research (HDR) students by providing effective supervision, ensuring timely completions, and delivering high-quality research outcomes that contribute to academic excellence.
Research Assistant
School of Engineering, Deakin University
Geelong, Australia
Nov. 2019 - Dec. 2019
- Extended the scope of my final year project by implementing a well-established methodology to analyse the effectiveness of plant materials in removing heavy metals from wastewater, demonstrating adaptability and problem-solving skills.
- Pioneered the discovery and identification of new native Australian plant materials with the unique ability to adsorb heavy metals, contributing valuable insights to the field of environmental science and sustainability.
Program Delivery - Student Engineer
City of Greater Geelong
Geelong, Australia
Dec. 2018 - Nov. 2019
- Led engineering projects, developing, assessing, and implementing effective solutions, showcasing problem-solving skills and technical proficiency.
- Collaborated closely with community members to address infrastructure-related challenges, demonstrating strong interpersonal and communication abilities.
- Generated precise cost estimates and provided clear work instructions and guidelines, enhancing project efficiency and problem-solving processes.
- Innovatively developed a tool for selecting optimal asphalt road thickness, streamlining road maintenance decisions and cost estimations.
- Leveraged asphalt road data to create a comprehensive road maintenance plan and accurately calculate associated maintenance costs, contributing to cost-effective infrastructure management.
Skills
- Programming & Typesetting: Python, Java, LaTeX, Markdown
- Data Analysis: Pandas, NumPy
- Data Visualisation: Matplotlib, Seaborn, Tableau
- Machine Learning: Scikit-Learn, TensorFlow, Keras, PyTorch
- Version Control: Git
- Microsoft Office: Word, Excel, PowerPoint
- Languages: English, Mandarin, Cantonese, Bahasa (Malay)
Projects
Publications
Conversion of Agricultural Wastes into Biochar and Its Characteristics
Narde, S.R., Remya, N., Ong, H.L., Villagracia, A.R.C., Carbonell, M.S., Choo, Y.H. (2021). Conversion of Agricultural Wastes into Biochar and Its Characteristics. In: Thapar Kapoor, R., Treichel, H., Shah, M.P. (eds) Biochar and its Application in Bioremediation. Springer, Singapore. https://doi.org/10.1007/978-981-16-4059-9_12
Multi-objective Flexible Job-Shop Scheduling with an Ensemble Optimisation Model
Y. H. Choo, Z. Cai, V. Le, M. Johnstone, W. K. Chan and D. Creighton, "Multi-objective Flexible Job-Shop Scheduling with an Ensemble Optimisation Model," 2022 IEEE Industrial Electronics and Applications Conference (IEACon), Kuala Lumpur, Malaysia, 2022, pp. 229-234, doi: 10.1109/IEACon55029.2022.9951770.
Enhancing the Harris’ Hawk optimiser for single- and multi-objective optimisation
Choo, Y.H., Cai, Z., Le, V. et al. Enhancing the Harris’ Hawk optimiser for single- and multi-objective optimisation. Soft Comput 27, 16675–16715 (2023). https://doi.org/10.1007/s00500-023-08952-w.
Optimisation of Multi-objective Rolling Stock Maintenance Scheduling with Harris’ Hawk Optimiser
Y. H. Choo, V. Le, M. Johnstone, D. Creighton, H. Jindal and K. Tan, "Optimisation of Multi-objective Rolling Stock Maintenance Scheduling with Harris’ Hawk Optimiser," 2023 IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communications Technology (IAICT), BALI, Indonesia, 2023, pp. 59-65, doi: 10.1109/IAICT59002.2023.10205863.
Enhancing the Whale Optimisation Algorithm with sub-population and hybrid techniques for single- and multi-objective optimisation
Cai, Z., Choo, Y.H., Le, V. et al. Enhancing the Whale Optimisation Algorithm with sub-population and hybrid techniques for single- and multi-objective optimisation. Soft Comput (2023). https://doi.org/10.1007/s00500-023-09351-x
Enhancing the Harris’ Hawk optimiser for single- and multi-objective optimisation
Z. Cai, Y. H. Choo and V. Le, "A Clustering-Based Whale Optimisation Algorithm for Multi-Objective Flexible Job Shop Problems," 2023 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS), Bali, Indonesia, 2023, pp. 196-202, doi: 10.1109/IoTaIS60147.2023.10346077.
Classification of Inflammatory Gene Expression Patterns with Machine Learning Models
Y. Ay, Y. H. Choo, A. Bhatti and C. P. Lim, "Classification of Inflammatory Gene Expression Patterns with Machine Learning Models," 2023 IEEE 4th International Conference on Pattern Recognition and Machine Learning (PRML), Urumqi, China, 2023, pp. 115-119, doi: 10.1109/PRML59573.2023.10348265.
Talks
Advances and Applications of Artificial Intelligence
Talk at Google Meet, TAR UMT, Malaysia
Intelligent Data Analytics with Artificial Intelligence Models
Talk at Meeting Room 2 @ Level 5, Building 6 (Room 6-5-36), Monash University, Malaysia
Unlocking the Dilemma of AI Existence - Challenging Threats or Seizing Opportunities
Talk at Zoom Meeting, Institut Teknologi Telkom Purwokerto, Indonesia
UCSI University Academic Talk Series
Talk at C301, Block C, UCSI University KL Campus
UCSI University Academic Talk Series
Talk at C301, Block C, UCSI University KL Campus
Smarter Than Ever: The Future of AI Applications
Talk at Breadboard Room, Block G, UCSI University KL Campus