amirmohamadbabaee / neuroevolutionary-snailjumper

Implementation of a Neuro Evolutionary algorithm to optimize a simple neural net to achieve the best result in SnailJumper game in Spring 2022 at CE@AUT

NeuroEvolutionary-SnailJumper

Implementation of a Neuro Evolutionary algorithm to optimize a simple neural net to achieve the best result in SnailJumper game in Spring 2022 at CE@AUT

Implementation Detail

Neural Network

Input

• Coordinates of k-closest obstacles(snails and bees)
• Euclidean Distance from player to the closest obstacle

Activation Functions

• Sigmoid
• ReLU
• tanh

Selection Algorithms

• Top k Players (based on fitness)
• Roulette Wheel (RW)
• Stochastic Universal Sampling (SUS)
• Tournament Selection (Q-Tournament)

Acknowledgement

I appreciate @SoroushMehraban for his fantastic game. You can find the original game at this link