Dr Negin Yousefpour
Senior Lecturer in Geotechnical Engineering
Department of Infrastructure Engineering
33 Scholarly works
6 Projects
HIGHLIGHTS
2026
Journal article
Detecting Internal Erosion in Earth Dams: Frequency-Domain Analysis with Mel Spectrograms and Convolutional Autoencoders
DOI: 10.1061/JCCEE5.CPENG-66292022
Research grants (ARC, NHMRC, MRFF)
ARC Research Hub for Resilient and Intelligent Infrastructure Systems (RIIS) in Urban, Resources and Energy Sectors
2021
Research Contracts
ScourSense, AI Application for Bridge Scour Management
2021
Journal article
Stiffness and Strength of Stabilized Organic Soils—Part II/II: Parametric Analysis and Modeling with Machine Learning
DOI: 10.3390/geosciences110502182021
Journal article
Machine Learning Solutions for Bridge Scour Forecast Based on Monitoring Data
DOI: 10.1177/036119812110126932021
Internal Research Grant
Early Detection of Internal Eroison for Earth Dams Using AI
2020
Journal article
Probabilistic evaluation of unknown foundations for scour susceptible bridges
DOI: 10.1061/(ASCE)BE.1943-5592.0001569
RECENT SCHOLARLY WORKS
2026
Book Chapter
Artificial intelligence-enhanced geotechnical risk assessment and decision-making
DOI: 10.1016/b978-0-443-27708-5.00007-22025
Journal article
Data-Driven Detection of Internal Erosion Initiation in Gap-Graded Soils: Combining Particle-Scale CFD-DEM Simulation With 3D Convolutional Autoencoder
DOI: 10.1002/nag.700632025
Journal article
Elastic-Viscoplastic Soil Constitutive Model for Simulation of Barrier Piles under Vehicle Crash Impact
DOI: 10.1061/JGGEFK.GTENG-137962025
Journal article
Deep Learning for Time Series Forecasting: Review and Applications in Geotechnics and Geosciences
DOI: 10.1007/s11831-025-10244-52025
Journal article
Offshore turbidity currents forecasting (part I): Integrating deep learning and computational fluid dynamics
DOI: 10.1016/j.oceaneng.2025.1213602025
Conference Proceedings
A ML Approach for Reliability-Based Design of Vertically Loaded Piles Using Sparse CPT Data
DOI: 10.3997/2214-4609.2025750142025
Journal article
Investigating Knowledge Transfer in Residual Physics-Informed Neural Networks Using Connected Vehicles Traffic Data
DOI: 10.1109/TITS.2025.35903842025
Journal article
Investigating the Nonlinear Soil Behaviour in Piled Barrier Performance
DOI: 10.1007/s40515-025-00606-8