Research Domains for AI based Modelling:

• Complex Systems Analysis

  • Health Monitoring of Water Distribution Systems
  • Resource Allocation Optimization for Water Systems Management
  • Health Monitoring of Offshore Wind Turbines
  • Optimization of Energy Systems in Buildings
  • Self-Learning Agents for Construction Site Works
  • Traffic Route Optimization for Traditional Vehicles
  • Computer Vision for Carbon Condition Monitoring

• Decision Support Systems for Extreme-Events

  • Pre-Event Analysis
  • During-Event Analysis
  • Post-Event Analysis

• Probabilistic Structural Demand Analysis (PSDA)

  • Structural Digital Twining and Surrogate Modelling
  • Structural Demand Estimation Models (SDEMs) for Seismic Demand Prediction
  • Multi-Hazard Structural Demand Spectrum (SSDS) for PSDA
  • PSDA for Multiple Sequential and Joint Hazards

• System Identification and Model Updating

  • Bridge Model Updating using Bayesian State and Parameter Estimation Methods
  • System Identification and Frequency Analysis of Offshore Wind Turbines

• Seismic Ground Motion Analysis

  • Real-Time and Near-Real-Time Estimation of Ground Motion Time-Series
  • Generalized Ground Motion Models (GGMMs) for Ground Motion Intensity Prediction
  • Sensitivity Analysis of Ground Motions from Crustal and Subduction Environments
  • Risk/Vulnerability/Hazard Analysis of Structures under Ground Motions Sequences

• Synthetic Seismic Ground Motions Analysis

  • Evaluation of Physics-Based Simulated Ground Motions
  • Validation and Utilization of Site-Based Simulated Ground Motions
  • Efficient Algorithms to Simulate Intensity-Targeted Site-Based Ground Motions

• Reliability Analysis

  • Effects of Vertical Component of Earthquake Ground Motions on Structural Reliability
  • Reliability Analysis of Different Base-Plate Connections for Steel Structures

• Alternate Construction Materials

  • Fibre Reinforced Polymers (FRP)
  • Controlled Low-Strength Materials (CLSM)