This paper describes the research project OPTIMIST at the University of Skövde. The project is focused on the development and application of intelligent techniques for simulation-based optimisation of real-world industrial problems. A software environment called OPTIMISE which tightly integrates Discrete-Event Simulation systems with AIbased optimisation is developed within the project.