Research that stays explicit about evidence and limits.

CNC Process-Health Monitoring

PNEC, NUST

Pakistan Science Foundation-funded research on CNC machining signals: dataset preprocessing, operation-wise segmentation and labeling, model evaluation with PyTorch/TensorFlow, and vibration-signal inference for IoT and edge integration. Contributing as Research Analyst since September 2026.

MS-ADA: AI-Powered Intelligent Traffic Surveillance for Real-Time Accident and Hit-and-Run Detection & Tracking

Academic computer-vision research from the NED Final Year Project (June 2025 - August 2026), combining YOLO11 detection, ByteTrack tracking, EasyOCR-based Pakistani ALPR, and multi-signal accident reasoning. Tested on multiple raw traffic videos with snapshots, evidence clips, and structured event outputs. Manuscript under peer review; no publication or acceptance is claimed.