Project portfolio

Applied AI and research-software case studies.

These projects are selected to show practical engineering-data workflows, digital-twin prototypes, anomaly detection and scientific modelling in Python.

Hydraulic digital twin workflow diagram

Hydraulic Digital Twin

Confidentiality-safe digital-twin demonstration using synthetic sensor data, validation checks, anomaly detection, operating-state classification and automated reports.

digital twinsynthetic datareports
TDMS synchronisation checker workflow diagram

TDMS Sync Checker

Engineering-data QA/QC tool for TDMS files, with timing metadata inspection, group/channel synchronisation review and continuity diagnostics.

TDMSDAQsensor QA/QC
Structural audio anomaly workflow diagram

Structural Audio Anomaly Detection

Signal-processing and ML workflow for structural-test monitoring, including feature extraction, similarity scores and anomaly labels.

audioanomaly detectionstructural testing
LDSFL meander modelling workflow diagram

LDSFL Meander

Research-software implementation of a reduced meander-morphodynamics model, with reproducible examples, documentation and GUI/CLI execution paths.

morphodynamicsscientific PythonGUI/CLI