Significance of Adaptive mutation
Adaptive mutation balances exploration and exploitation in evolutionary processes. The probability of adaptive mutation is adjusted throughout the process, starting with larger values early on to encourage exploration. As evolution progresses, the probability decreases to facilitate exploitation of already discovered advantageous traits. This dynamic adjustment helps optimize the search for solutions by prioritizing exploration initially and then focusing on refining promising results.
Synonyms: Variation, Modification, Adjustment, Alteration, Change
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The concept of Adaptive mutation in scientific sources
Adaptive mutation balances exploration and exploitation in evolutionary algorithms. It adjusts the mutation probability, using larger values early for exploration and smaller values later for exploitation.
From: Sustainability Journal (MDPI)
(1) The adaptive mutation probability is used to balance exploration and exploitation, with larger values in early stages and smaller values in later stages of evolution.[1]