Resume Journal Hobby

Projects

Engineering and research projects.

Structural Response Prediction using LSTM (Linear 3-DOF + Nonlinear Bouc-Wen SDOF)

Sequence-to-sequence LSTM models trained to predict structural displacement from ground acceleration for linear and nonlinear systems.

Overview

  • Linear 3-DOF lumped-mass building model
  • Nonlinear SDOF Bouc–Wen hysteretic system
  • Input: ground acceleration → Output: displacement response
LSTM Structural Dynamics Time Series
Read More

Post-Hurricane Building Damage Mapping (GIS + CNN)

Deep-learning-based building damage classification integrated with GIS spatial analysis for Hurricane Harvey.

Overview

  • ResNet-18 CNN trained on xBD satellite imagery
  • Binary damage classification (damaged / undamaged)
  • Predictions integrated into ArcGIS Pro
  • Spatial analysis using distance-to-river and KDE
CNN GIS Remote Sensing
Read More