Research & Initiatives

Exploring the intersections of Artificial Intelligence, Swarm Algorithms, and Network Optimization to solve complex spatial and human-centric challenges.

Current & Recent Projects

Machine Vision

Swarm Intelligence Machine Vision System

Utilizing Enhanced Particle Swarm Optimization (EPSO) algorithms for the real-time detection of motion and emotion to predict human performance metrics.

Spatial AI

GeoAI-Powered Decision Support Systems

Collaborative model development integrating spatial artificial intelligence frameworks to enhance advanced decision-making pipelines.

Edge Computing

Mobile Edge Inference via TFLite

Architecting cross-platform applications leveraging Flutter and TensorFlow Lite for on-device image classification and applied machine learning within educational environments.

Doctoral Research

Cross-Layer Feedback-Based Link Quality Estimation

UNIVERSITI TEKNOLOGI MALAYSIA (UTM) • FACULTY OF ARTIFICIAL INTELLIGENCE

A comprehensive scheme designed to optimize routing protocols and drastically improve overall network reliability within dynamic wireless sensor networks (WSN).