Using Simulated Annealing and Genetic Evolution to Optimize Pitstop Strategy for Multiple F1 Cars - Management Assignment Help

Assignment Task:

Task:

Introduction
NOTE: read the whole assignment brief rst before implementing it contains very important information
In this assignment you will be tasked with doing four things:
• Create a simulation of F1 tyres taking into account tyre degradation on each lap (we will refer to tyre degradation from here on in as deg for short) that takes into account the fuel on board the car and how hard the car works the tyres
• A mapping onto the simanneal library that will use Simulated Annealing algorithm to determine the best strategy
• A mapping onto the deap library that will use genetic evolution to deter- mine the best strategy
• Using both mappings to determine the best strategy in a number of situ- ations for three cars at a time
In terms of e ort the vast majority of your time will be spent on the rst part in creating the simulation. The mappings to both libraries will not take long, and the experimentation to nd the best strategy will be fairly quick.

Simulation Details
The reason why F1 teams run many simulations of this nature is that they need to know the fastest way to complete a race, generally there are two main variables involved how many pitstops should be done over the race and what tyre compounds to use. What we will simulate here will not be to their level of complexity but will roughly simulate what happens.
They generate many strategies to cover many di erent situations. Teams will generally have three dry tyre compounds available to them on each weekend. For the purposes of our called the Soft, Medium, and Hard. The have the following properties:
• Soft: Most grip, fastest lap time, only lasts a short time
• Medium: in between on all properties between Soft and Hard
• Hard: Least grip, slowest lap time, lasts a long time Also teams must use at least two di erent compounds during the race, mean-ing there is one mandatory pitstop and compound change to be made during the race. However, we are going to simulate a rule tweak here. We will require that all three compounds are used during a race requiring a minimum of two stops.

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