Projects

From research question to working system

Our projects pair rigorous methods with practical software, hardware, and experimental evidence.

Regenerated concept illustration inspired by MetaDrive, with a teal vehicle and perception overlays on a simulated highwayInvestigation
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MetaDrive: Autonomous Driving Simulation

Investigating autonomous vehicle behaviour and embedded decision-making in multi-vehicle road scenarios.

MetaDriveSimulationAutonomous systems
User-supplied terminal screenshot of a document intake prototype using a fictional drone-project corpusPrototype
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RAG Systems: Policy-Aware Document Intake

An intake prototype using an illustrative drone-project corpus to explore document findings, policy checks, and review decisions.

RAG systemsDocument intakeEvidence review
Unmanned aerial vehicle flying above a landscapeActive

UAV Autonomy & Health Monitoring

LLM-assisted parameter mapping, real-time fault detection, and safety-aware deployment for unmanned aerial platforms.

Autonomous systemsEdge AIFault detection
Connected smart-energy infrastructure at duskActive

Intelligent Grid & BESS Integration

Embedded optimization, real-time analytics, and digital-twin methods for resilient energy infrastructure.

Smart energyIoTDigital twins
AI-assisted embedded DevOps pipeline linking code, testing, hardware, and deploymentActive

ESOps: AI-Driven Embedded DevOps

A next-generation pipeline for feature discovery, testing, and certification-ready embedded software delivery.

DevOpsLLMsSafety assurance
Feature-model extraction transforming legacy code into reusable software modules

FeaMod

Automated feature-model extraction that improves modularity, adaptability, and code reuse in legacy embedded systems.

Software reuseStatic analysisFeature models
Connected infrastructure representing vehicular edge computingCompleted

Fog-Based Vehicular OTA Updates

Machine-learning-guided fog resource allocation for faster, scalable software updates in connected vehicles.

Fog computingOTAConnected vehicles
Embedded automotive controller undergoing real-time anomaly and safety testingCompleted

Automotive CAN Anomaly Detection

Deep-learning-based real-time anomaly detection and functional testing for in-vehicle communication.

AutomotiveTestingMachine learning
Robotic hand prototype performing a manipulation experiment on a laboratory work surfacePrototype

AI-Assisted Robotic Hand

A physical embedded testbed for actuator coordination, command interpretation, and repeatable manipulation experiments.

Embedded roboticsActuator controlRapid prototyping