PYCELLGA Documentation

pycellga: A Python Package for Improved Cellular Genetic Algorithms

pycellga is a Python package that implements cellular genetic algorithms (CGAs) for optimizing complex problems. CGAs combine the principles of cellular automata and traditional genetic algorithms, utilizing a spatially structured population organized in a grid-like topology.

This structure allows each individual to interact only with its neighboring individuals, promoting diversity and maintaining a balance between exploration and exploitation during the optimization process. pycellga has machine coded operators with byte implementations. Beside it has Alpha-male CGA, Machine Coded Compact CGA and Improved CGA with Machine Coded Operators for real-valued optimization problems.

Table of Contents :

• Installation
• pycellga: A Comprehensive Guide
• Usage Examples
• Contributing
• Citing