Shiva Utrathandavam Optimization Algorithm

sphere function is tested

Explanation of the Algorithm

1. Creation Phase: The algorithm generates new solutions randomly to explore the search space.
2. Preservation Phase: It retains the best solutions to ensure convergence toward an optimal solution.
3. Destruction Phase: The algorithm eliminates a fraction of the poorer solutions and replaces them with new random solutions to maintain diversity.
4. Chaos and Balance Mechanism: Controlled disturbances are periodically introduced to escape local optima and balance the search process.

You can customize the parameters, such as the destruction ratio or the frequency of disturbances, to suit specific optimization problems. This implementation provides a basic structure, which can be further refined or extended based on your needs.