Dr. Eng. Charles Punuhsingon ST. MT Universitas Sam Ratulangi Email Charles_punuhsingon [at] unsrat.ac.id Expertise System Management & Engineering Research Interest Neural Networks Particle Swarm Optimization Response Surface Methodology