Abstract: | In the present work, a system for adaptive encoding of representation
space is applied to Differential Evolution algorithm. At first, the
Differential Evolution (DE) and Covariance Matrix Adaptation - Evolution
Strategy (CMA-ES) are described. Then, the adaptive encoding system derived from CMA-ES is introduced and applied to DE.
The resulting algorithm DE+AE is tested using platform COCO for variety
of setting and compared with original DE and CMA-ES algorithms.
Experiments prove that, adaptive encoding improves performance of DE
algorithm on non-separable function.
|
---|