On the Analysis of a Swarm-Intelligence Coordination Model for Swarm Robots

نویسندگان

  • Caio D. D. Monteiro
  • Diego M. P. F. Silva
چکیده

In this paper, we propose three specific scenarios in order to allow one to analyze the performance of swarmintelligence based coordination models for swarm of robots. The specific scenarios aim to assess some features presented on swarm robots: (i) contraction and expansion; (ii) selfsegregation and self-aggregation; and (iii) the capacity to change abruptly the fly direction whenever it is necessary. We also propose a metric to analyze the cohesion of the swarm during a mission, named COE. We analyzed a recently proposed model based on the Particle Swarm Optimization technique designed to coordinate automatically swarms of robots in terms of Collision rate and COE. We performed simulations varying all the parameters in the three scenarios and we observed that the main problem is related to collisions when the width of the passageway is not much more higher than the UAVs collision radius. Keywords-Unmanned Aerial Vehicles; Swarm Robots; Swarm intelligence; Particle Swarm Optimization; Specific Scenarios.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Swarm Robotics

Swarm robotics is a novel approach to the coordination of large numbers of robots and has emerged as the application of swarm intelligence to multi-robot systems. Different from other swarm intelligence studies, swarm robotics puts emphases on the physical embodiment of individuals and realistic interactions among the individuals and between the individuals and the environment. In this chapter,...

متن کامل

Direct adaptive fuzzy control of flexible-joint robots including actuator dynamics using particle swarm optimization

In this paper a novel direct adaptive fuzzy system is proposed to control flexible-joints robot including actuator dynamics. The design includes two interior loops: the inner loop controls the motor position using proposed approach while the outer loop controls the joint angle of the robot using a PID control law. One novelty of this paper is the use of a PSO algorithm for optimizing the contro...

متن کامل

A Coordination Mechanism for Swarm Navigation: Experiments and Analysis (Short Paper)

We present an algorithm that allows swarms of robots to navigate in environments containing unknown obstacles, moving towards and spreading along 2D shapes given by implicit functions. Basically, a gradient descent approach augmented with local obstacle avoidance is used to control the swarm. To deal with local minima regions, we use a coordination mechanism that reallocates some robots as “res...

متن کامل

Evolution of Collective Behaviors for a Real Swarm of Aquatic Surface Robots

Swarm robotics is a promising approach for the coordination of large numbers of robots. While previous studies have shown that evolutionary robotics techniques can be applied to obtain robust and efficient self-organized behaviors for robot swarms, most studies have been conducted in simulation, and the few that have been conducted on real robots have been confined to laboratory environments. I...

متن کامل

A Multi-Agent Robot Coordination Framework for Goal based Navigation Problem

This paper addresses a vision based solution to collaborative multi-agent system for autonomous mobile robots. Each agent in the swarm is designed based on two different behavioural architectures, allowing them to overcome navigation problem in partly cluttered environment. A simple but efficient communication topology has been applied to the robot agents so as to run them in a swarm methodolog...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2012