کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
563098 875469 2009 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Force-directed hybrid PSO–SNTO algorithm for acoustic source localization in sensor networks
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر پردازش سیگنال
پیش نمایش صفحه اول مقاله
Force-directed hybrid PSO–SNTO algorithm for acoustic source localization in sensor networks
چکیده انگلیسی

As a smart combination of particle swarm optimization (PSO) and sequential number-theoretic optimization (SNTO), a new hybrid PSO–SNTO algorithm is proposed to handle the initialization dependence of basic PSO algorithm. We then apply the hybrid algorithm to the acoustic source localization problem in sensor networks, which is modeled as a maximum likelihood estimation problem. Furthermore, a heuristic method based on virtual force is used to direct the particles of PSO to the global optimum, which can efficiently speed up the algorithm convergence. Simulation results demonstrate that the hybrid algorithm can achieve robust convergence with sophisticated estimation performance, and the convergence rate can be largely enhanced with the assistance of the force-directed heuristics.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Signal Processing - Volume 89, Issue 8, August 2009, Pages 1671–1677
نویسندگان
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