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The aim of this study was identifying the speaker using evolutionary algorithm such as Genetic Algorithm (GA). This study provides an efficient approach for speaker identification using Discrete Wavelet Transform (DWT) and the Energy in feature extraction stage and Genetic Algorithm used in classification stage to recognize the sound of speaker. Speaker recognition is the process of automatically recognizing who is speaking on the basis of individual information included in speech waves. Thedoi:10.19026/rjaset.13.3345 fatcat:gdyxeyqvbbfprcuclycxwoa47y