Author

• Proposes a privacy-aware hybrid edge-cloud architecture using YOLOv8-based occupancy detection on Raspberry Pi.
• Implements smart zoning logic enabling row-wise lighting and proximity-based HVAC control.
• Demonstrates 31% energy reduction over PIR systems and 44% over schedule-only automation in a controlled classroom study.

Inventor

• Designs a hybrid logistics selection engine combining NGO self-pickup, route-coincidence optimization, volunteers, and commercial APIs.
• Implements escrow-based fraud detection with QR verification, GPS validation, and dynamic risk scoring.
• Introduces identity-masked chain-of-custody protocol with phase-based liability allocation framework.

Author / Researcher

• Proposes a machine learning framework to evaluate correlations between computational handwriting features and validated psychometric indicators.
• Integrates traditional ML, CNNs, and Vision Transformers for comparative predictive analysis.
• Critically challenges classical graphology through empirical validation and ethical boundary assessment.