Research Article

Uniformity-Comprehensive Multiobjective Optimization Evolutionary Algorithm Based on Machine Learning

Algorithm 2

Train and measure SOM.
Input: (population)
Output: (offspring output), Unevenness (Euclidean distance).
(1)NET ⟵ Initialize a new SOM network
(2)NET ⟵ train (NET, )/ Training the SOM network /
(3) ⟵ NET.IW {pdist (1)}
(4)Unevenness ⟵ sum (pdist ())/ Calculation of inhomogeneity /
(5)return [Unevenness, ]