Supriya Ghosh (Editor)

Evolution window

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It was observed in evolution strategies that significant progress toward the fitness/objective function's optimum, generally, can only happen in a narrow band of the mutation step size σ. That narrow band is called evolution window.

There are three well-known methods to adapt the mutation step size σ in evolution strategies:

  • (1/5-th) Success Rule
  • Self-Adaptation (for example through log-normal mutations)
  • Cumulative Step Size Adaptation (CSA)
  • On simple functions all of them have been empirically shown to keep the step size within the evolution window.

    References

    Evolution window Wikipedia