SIGMA Research Group emblemSIGMA Lab

Direction 3

Machine learning for construction project and investment risk management

Prediction and control of schedule and cost overrun risk, quality and safety assessment for infrastructure projects, combined with NLP analysis of project documents and multi-criteria decision making.

Full description

This theme develops machine learning models that predict schedule and cost overrun risk for infrastructure projects from historical data, while applying natural language processing to extract risk signals from tender documents, contracts and site records. Outputs are combined with multi-criteria decision making methods (AHP and variants) to support contractor selection and investment appraisal.

Responsible members

Publications in this direction

6 publications

  • Deep Excavation Success Prediction: A Hybrid Approach with FEA and Machine Learning

    Phuong Nguyen Tuan, Tuan Nguyen Anh, Truong Dang Xuan, Hoa Tran Vu Van

    Transportation Infrastructure Geotechnology, Volume 12, article number 93, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 2.600
  • Optimizing Construction Contractor Selection Using the AHP Method: Application to Construction Projects

    The Van Tran, Thang Nguyen, Tuan Anh Nguyen, Tuan Quoc Le, Hoa Van Vu Tran

    Lecture Notes in Networks and Systems (Springer), ICBT Oxford 2024, University of Oxford, UK, 2025

    • Conference paper
    • Journal quartile Q4
    • Indexed in Scopus
  • Reducing Errors and Optimizing Performance: The Role of BIM and AI in Construction Projects

    Cuong Quoc Phan, Tuan Anh Nguyen, Hoa Van Vu Tran

    Lecture Notes in Networks and Systems (Springer), ICBT Oxford 2024, University of Oxford, UK, 2025

    • Conference paper
    • Journal quartile Q4
    • Indexed in Scopus
  • A Review of Challenges and Opportunities in BIM Adoption for Construction Project Management

    Hoa Van Vu Tran và cộng sự

    Engineering Journal (Thailand), 2024

    • Journal article
    • Journal quartile Q3
    • Indexed in ESCI
    • Indexed in Scopus
  • Project Risk Management for the Repair and Upgrade of Nhi Thien Duong 1 Bridge

    Hoa Van Vu Tran và cộng sự

    International Journal of Scientific Research in Science, Engineering and Technology, 2024

    • Journal article
  • Xu thế giao thông xe đạp và vấn đề cơ sở hạ tầng đường bộ dành cho giao thông xe đạp tại huyện Nhà Bè hướng đến xây dựng xã hội carbon thấp đến năm 2030

    Lê Nguyễn Ngọc Hải, Đặng Xuân Trường

    Tạp chí Giao thông vận tải, Tập 64, số 7/2024 (743), 43-46, 2024

    • Journal article