کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
380625 1437449 2014 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Stability and chaos analysis of a novel swarm dynamics with applications to multi-agent systems
ترجمه فارسی عنوان
تجزیه و تحلیل ثبات و هرج و مرج یک پویایی نوآوری جدید با برنامه های کاربردی به سیستم های چند عامل
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

This paper presents a novel swarm dynamics and illustrates its applications in automated multi-agent systems. The motion of the particles of the swarm in a particular landscape is governed by an attractant–repellent profile, which has an intimate linkage with the distance separating the particles. Following standard stability and chaos analysis procedures, it is demonstrated that the dynamics indeed simulates a swarm. We adopt a Lyapunov-function based stability and chaos analysis procedure to this effect. The parameterized conditions for which the dynamics exhibits chaotic characteristics are also investigated. Finally, the swarming dynamics is applied to a practical problem, thus elucidating how the proposition can be of use in a real-life situation. Since the dynamics rests on the values of certain parameters, we can control the areas in which we want to use the dynamics by controlling these parameters. The proposed dynamics will be shown to produce convergent, limit cyclic and chaotic behavior. This swarming dynamics can therefore be put to myriad uses depending on the application that is required.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Engineering Applications of Artificial Intelligence - Volume 30, April 2014, Pages 189–198
نویسندگان
, , , ,