Project Title: Validating and Optimizing Simulation Parameters For Autonomous Vehicles Student: Archie HILTON Course: BSc in Computer Science Abstract: Autonomous vehicle simulation is challenging. With the proprietary nature of most real-world models, the best that people endeavouring to simulate these kinds of vehicles can do right now is an educated guessor approximation at what the parameters should be for a given model. This dissertation investigates the parameters chosen by a specific author, Duff, in his 2018 paper, attempting to validate or invalidate his autonomous driver modelling methods. From there, this project then aims to find either a suitable model, or an improvement over Duff ’s. Results from this simulation show that Duff ’s model was indeed invalid when compared to what real-world research expected; a more suitable model was also found, though its validity may be questionable. Overall, this dissertation succeeded in its goals, but only just. Many aspects could be improved, which are discussed.