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The Differential Evolution, introduced in 1995 by Storn and Price, considers the population, that is divided into branches, one per computational node. The Differential Evolution Entirely Parallel method takes into account the individual age, that is defined as the number of iterations the individual survived without changes. The introduced improvements are: (I) allow several oldest individuals at (k + 1)th branch to be overwritten by the same number of best ones from kth branch, (II) new selection rule uses several objective functions in offspring evaluation.

This work is supported by SYSPATHO FP7 project №260429 (http://www.syspatho.eu/), RFBR grants 10-01-00627-a,
11-01-00573-a, 11-04-001162-a and State Contract with Russian Ministry of Science
№14.740.11.0166 and №11.519.11.6041