Research
Papers and publications.
- Predictive maintenance Applied study 2025
Leveraging Lightweight AI for Anomaly Detection in Mechanical Power Transmission at the Edge
A TinyML model on an Arduino Nano 33 BLE Sense with an IMU detects DC-motor faults (loose, misaligned, noisy) from vibration signals, reaching 97.1% validation accuracy with millisecond on-device inference for low-cost predictive maintenance.
- Medical AI Journal paper 2025
AI-Powered CNN Model for Automated Lung Cancer Diagnosis in Medical Imaging
Int. J. of Statistics in Medical Research (2025)A convolutional neural network for automated lung-cancer classification on the IQ-OTHNCCD CT dataset (benign / malignant / normal), achieving 95% accuracy and a 0.95 F1-score. Peer-reviewed and published open access.