SIGMA Research Group emblemSIGMA Lab

Direction 1

ML/DL for urban geotechnical hazard and risk prediction

Machine and deep learning for susceptibility mapping and prediction of land subsidence, settlement of structures on soft soils, and slope and riverbank instability.

Full description

This theme trains machine learning models (Random Forest, XGBoost, SVM) and deep learning models (CNN, LSTM, Transformer) on geotechnical investigation data, monitoring records and InSAR remote sensing time series, integrated on a GIS platform. The goal is to move from isolated site assessment to spatially continuous risk mapping that supports early warning and safe planning for Ho Chi Minh City and the Mekong Delta.

Responsible members

Publications in this direction

46 publications

  • Explainable Deep Learning for Settlement Prediction and Risk Classification of Transportation Infrastructure on Soil Foundations

    Luu Le Minh, Hiep Nguyen Anh, Truong Dang Xuan

    Transportation Infrastructure Geotechnology, Volume 13, article number 167, 2026

    • Journal article
    • Journal quartile Q2
    • Indexed in SCIE
    • Indexed in Scopus
    • Impact factor: 2.600

  • Phân tích đặc trưng hạn hán nông nghiệp tại tỉnh Đắk Lắk sau sáp nhập từ dữ liệu MODIS giai đoạn 2001-2022

    Lê Minh Lưu

    Tạp chí Khoa học Kỹ thuật Thủy lợi và Môi trường, Số 99, 80, 2026

    • Journal article

  • A Novel Approach to Predicting Horizontal Displacement of Riverbank Retaining Walls

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

    Transportation Infrastructure Geotechnology, Volume 12, article number 76, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 2.600

  • A new approach for Quantitative Precipitation Estimation from Radar Reflectivity

    Thi-Linh Dinh, Dai-Khanh Phung, Seon-Ho Kim, Deg-Hyo Bae

    Tạp chí Q1 về tài nguyên nước, 2025

    • Journal article
    • Journal quartile Q1
    • Indexed in SCI
    • Impact factor: 6.300

  • A novel hybrid model for hourly streamflow and water level prediction from radar reflectivity using deep learning approaches

    Thi-Linh Dinh, Dai-Khanh Phung, Hyun-Han Kwon, Deg-Hyo Bae

    Water Resources Management, 39, 5929-5948, 2025

    • Journal article
    • Journal quartile Q1
    • Indexed in SCI
    • Impact factor: 4.700

  • Analyzing the Effects of Depth, Displacement, Pore Water Pressure, and Suction Efficiency on Vertical Effective Stress Using FEA and Artificial Neural Networks

    Phuong Nguyen Tuan, Tuan Anh Nguyen, Hoa Van Vu Tran

    Studies in Systems, Decision and Control (Springer), 2025

    • Book chapter
    • Journal quartile Q4
    • Indexed in Scopus

  • Assessment of the Impact of Pile Characteristics on the Horizontal Displacement of Retaining Walls under Heavy Rainfall: A Case Study in Vietnam

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

    Engineering, Technology & Applied Science Research, Vol. 15, No. 2, 21208-21213, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Cubic regression-based analysis of bored pile bearing capacity in sandy soils: An evaluation approach

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

    International Journal of GEOMATE, Vol. 28, Issue 130, 70-77, 2025

    • Journal article
    • Journal quartile Q3
    • Indexed in ESCI
    • Indexed in Scopus
    • Impact factor: 0.900

  • 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

  • Enhanced Prediction of Active Pore Pressure with FEA and Random Forest Modeling

    Phuong Nguyen Tuan, Tuan Anh Nguyen, Hoa Van Vu Tran

    Studies in Systems, Decision and Control (Springer), 2025

    • Book chapter
    • Journal quartile Q4
    • Indexed in Scopus

  • Enhancing Bored Pile Settlement Prediction in Silty Clay Using a Genetic Algorithm Optimized XGBoost Model

    Hoa Van Vu Tran và cộng sự

    Transportation Infrastructure Geotechnology, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • Enhancing Horizontal Displacement Prediction of Shoring Systems in Deep Urban Excavations Using Artificial Neural Networks

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

    Civil Engineering and Architecture, 13(3), 1616-1623, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Enhancing Prediction Capabilities for Barrette Wall Displacement Using the Finite Element Method and Artificial Neural Networks

    Truong Xuan Dang, Tuan Anh Nguyen, Luan Nhat Vo, Hoa Van Vu Tran

    Engineering, Technology & Applied Science Research, Vol. 15, No. 4, 25207-25212, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • Enhancing Vertical Displacement Prediction of Soil during Deep Excavation Using Artificial Neural Networks

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

    Transportation Infrastructure Geotechnology, Volume 12, article number 121, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 2.600

  • Enhancing the Accuracy in Predicting the Maximum Bearing Capacity of Bored Piles Using Derivative Analysis and FEM Simulation

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

    Transportation Infrastructure Geotechnology, Volume 12, article number 77, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 2.600

  • Evaluating Geotechnical Factors Affecting Suction Efficiency Using FEA and Random Forest

    Luan Vo Nhat, Tuan Anh Nguyen, Hoa Van Vu Tran

    Studies in Systems, Decision and Control (Springer), 2025

    • Book chapter
    • Journal quartile Q4
    • Indexed in Scopus

  • Evaluating the Impact of Horizontal Displacement and Forces on Excavation Depth Using Artificial Neural Networks and Finite Element Analysis

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

    Studies in Systems, Decision and Control (Springer), ICSPBT 2024, Muscat - Oman, 2025

    • Book chapter
    • Journal quartile Q4
    • Indexed in Scopus

  • Hybrid Machine Learning Framework for Pile Capacity Prediction Using FEM-based Data

    Hoa Van Vu Tran và cộng sự

    Transportation Infrastructure Geotechnology, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • Hybrid Machine Learning for Predicting Bored Pile Settlement in Clayey Sand: A Comparative Study Using FEM Data

    Hoa Van Vu Tran và cộng sự

    Transportation Infrastructure Geotechnology, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • Hybrid Modeling for Ground Displacement Prediction Around Excavations: FEA and Machine Learning

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

    Studies in Systems, Decision and Control (Springer), ICSPBT 2024, Muscat - Oman, 2025

    • Book chapter
    • Journal quartile Q4
    • Indexed in Scopus

  • Impact of Barrette Wall Thickness on Displacement and Force in Deep Excavation Project

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

    International Journal of GEOMATE, Vol. 28, Issue 125, 75-82, 2025

    • Journal article
    • Journal quartile Q3
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 0.900

  • Integration of FEM-ANN Methods for Predicting the Horizontal Displacement of Barrette Walls

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

    Engineering, Technology & Applied Science Research, Vol. 15, No. 2, 21526-21531, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Integration of Finite Element Analysis and Artificial Neural Networks for Evaluating Pore Water Pressures in Urban Deep Excavation Projects

    Luan Vo Nhat, Tuan Anh Nguyen, Hoa Van Vu Tran

    Studies in Systems, Decision and Control (Springer), 2025

    • Book chapter
    • Journal quartile Q4
    • Indexed in Scopus

  • Nghiên cứu móng bè kết hợp cọc để đưa ra giải pháp móng hiệu quả cho nhà cao tầng xây dựng trong đô thị ở Việt Nam

    Phạm Trung Hiếu, Đặng Xuân Trường

    Tạp chí Xây dựng, Số 7/2025, 74-77, 2025

    • Journal article

  • Nghiên cứu đánh giá xu thế biến đổi mưa cực đoan tại khu vực phía Đông Bắc, tỉnh Cà Mau

    Lê Minh Lưu

    Tạp chí Khoa học Biến đổi Khí hậu, Số 36, 9, 2025

    • Journal article

  • Nghiên cứu đánh giá xu thế biến đổi mưa lớn tại Thành phố Hồ Chí Minh

    Lê Minh Lưu

    Tạp chí Khoa học Biến đổi Khí hậu, Số 34, 8, 2025

    • Journal article

  • The Optimization of Predicting the Bearing Capacity of Bored Piles Using the Finite Element Method and the Artificial Neural Network

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

    Civil Engineering and Architecture, 13(5), 4019-4030, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • Ultimate Bearing Capacity of Bored Piles Determined Using Finite Element Analysis and Cubic Regression

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

    Transportation Infrastructure Geotechnology, Volume 12, article number 26, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 2.600

  • Ultimate Bearing Capacity of Bored Piles in Clayey Sand Determined Using Artificial Neural Networks

    Hoa Van Vu Tran và cộng sự

    Transportation Infrastructure Geotechnology, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • XGBoost-Based Prediction of Bored Pile Settlement on Clayey Sand Using FEM-Based Data

    Hoa Van Vu Tran và cộng sự

    Transportation Infrastructure Geotechnology, 2025

    • Journal article
    • Journal quartile Q2
    • Indexed in ESCI
    • Indexed in Scopus

  • A Novel Methodological Approach to assessing Deformation and Force in Barrette Walls using FEM and ANOVA

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

    Engineering, Technology & Applied Science Research, Volume 14, Issue 5, 16395-16403, 2024

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Assessing Barrette Wall Stability in Critical Sections during Excavation Using Statistical Testing

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

    Civil Engineering and Architecture, Vol. 12(6), 3797-3809, 2024

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Determination of the Ultimate Bearing Capacity of a Single Barrette Wall using FEA and Cubic Nonlinear Regression

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

    Engineering, Technology & Applied Science Research, Volume 14, Issue 6, 18967-18972, 2024

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Enhancing Soil Elastic Modulus Estimation through Derivative Calculations and Consolidation Test

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

    International Journal of GEOMATE, Vol. 27, Issue 121, 77-84, 2024

    • Journal article
    • Journal quartile Q3
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 0.900

  • Gia cố nền công trình hiện hữu bằng giải pháp cọc ống thép phụt vữa

    Đặng Xuân Trường, Nguyễn Thị Huyền, Nguyễn Thắng Nhật Quang

    Tạp chí Giao thông vận tải, Số 10/2024, 70-75, 2024

    • Journal article

  • Giải pháp tường vây bằng cọc ống thép phụt vữa khi thi công tầng hầm nhà ở đô thị trong điều kiện xây chen

    Đặng Xuân Trường, Nguyễn Hoàng Nguyên

    Tạp chí Giao thông vận tải, Số 7/2024, 56-59, 2024

    • Journal article

  • Optimization of Barrette Wall Depths for Urban Excavation Stability Using FEM and ANOVA Testing

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

    Civil Engineering and Architecture, Vol. 12(5), 3530-3544, 2024

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus

  • Overall Assessment of Deformation and Force of Diaphragm Wall Joints during the Stages of Deep Excavation Construction

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

    International Journal for Computational Civil and Structural Engineering, Volume 20, Issue 2, 163-176, 2024

    • Journal article
    • Journal quartile Q3
    • Indexed in SCI
    • Indexed in Scopus

  • Ultimate Bearing Capacity of Clay Soils Determined Using Finite Element Analysis and Derivative-based Cubic Regression

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

    Transportation Infrastructure Geotechnology, Volume 12, article number 7, 2024

    • Journal article
    • Journal quartile Q2
    • Indexed in SCI
    • Indexed in Scopus
    • Impact factor: 2.600

  • Xây dựng tiêu chí lựa chọn phương pháp đánh giá độ ổn định mốc lưới độ cao cơ sở trong quan trắc lún công trình

    Đoàn Thị Bích Ngọc

    Tạp chí Xây dựng, Số tháng 9, 108-111, 2024

    • Journal article

  • Ứng dụng neo trong đất để ổn định tường đứng hố đào trong thi công tầng hầm nhà cao tầng

    Nguyễn Thanh Phong, Đặng Xuân Trường

    Tạp chí Giao thông vận tải, Số 3, 122-125, 2023

    • Journal article

  • Đánh giá tác động môi trường của chất thải polymer từ công nghệ khoan cọc nhồi trong xây dựng

    Đặng Xuân Trường, Trương Minh Hồng, Nguyễn Anh Hiệp

    Tạp chí Giao thông vận tải, Số 11/2022, 93-97, 2022

    • Journal article

  • Ứng dụng phương pháp Markuze vào phân tích độ ổn định mốc lưới độ cao cơ sở

    Đoàn Thị Bích Ngọc, Đặng Xuân Trường, Lê Thùy Linh

    Tạp chí Khí tượng Thủy văn, Số tháng 4, 122-131, 2022

    • Journal article

  • Phân tích biến động đường bờ sông bằng ảnh Sentinel-2A và công cụ DSAS

    Đoàn Thị Bích Ngọc, Nguyễn Thị Hải Yến, Lê Thùy Linh

    Tạp chí Giao thông vận tải, Số tháng 7, 81-84, 2021

    • Journal article

  • Calculation for random wave parameter using Regression method

    Dang Xuan Truong

    Strength of Materials and Theory of Structures, No. 95, 114-122, 2015

    • Journal article
    • Journal quartile Q4
    • Indexed in Scopus

  • A method of determining the coordinates of the stiffness center and the stiffness principal axis of the vibrating system with damping

    Dang Xuan Truong, Tran Duc Chinh

    Strength of Materials and Theory of Structures, No. 93, 73-83, 2014

    • Journal article
    • Journal quartile Q4
    • Indexed in Scopus