\input zb-basic \input zb-ioport \iteman{io-port 05931083} \itemau{Bozkurt, Batuhan; Y\"uksel, Kamer Ali} \itemti{Parallel evolutionary optimization of digital sound synthesis parameters.} \itemso{Di Chio, Cecilia (ed.) et al., Applications of evolutionary computation. EvoApplications 2011: EvoCOMNET, EvoFIN, EvoHOT, EvoMUSART, EvoSTIM, and EvoTRANSLOG, Torino, Italy, April 27--29, 2011. Proceedings, Part II. Berlin: Springer (ISBN 978-3-642-20519-4/pbk). Lecture Notes in Computer Science 6625, 194-203 (2011).} \itemab Summary: In this research, we propose a novel parallelizable architecture for the optimization of various sound synthesis parameters. The architecture employs genetic algorithms to match the parameters of different sound synthesizer topologies to target sounds. The fitness function is evaluated in parallel to decrease its convergence time. Based on the proposed architecture, we have implemented a framework using the SuperCollider audio synthesis and programming environment and conducted several experiments. The results of the experiments have shown that the framework can be utilized for accurate estimation of the sound synthesis parameters at promising speeds. \itemrv{~} \itemcc{} \itemut{computer music; parameter estimation; evolutionary computation; parallel computing} \itemli{doi:10.1007/978-3-642-20520-0\_20} \end