Title :
Adaptive Control Parameters for Dispersal of Multi-Agent Mobile Ad Hoc Network (MANET) Swarms
Author :
Derr, Kurt ; Manic, Milos
Author_Institution :
Idaho Nat. Lab., Idaho Falls, ID, USA
Abstract :
A mobile ad hoc network is a collection of independent nodes that communicate wirelessly with one another. This paper investigates nodes that are swarm robots with communications and sensing capabilities. Each robot in the swarm may operate in a distributed and decentralized manner to achieve some goal. This paper presents a novel approach to dynamically adapting control parameters to achieve mesh configuration stability. The presented approach to robot interaction is based on spring force laws (attraction and repulsion laws) to create near-optimal mesh like configurations. In prior work, we presented the extended virtual spring mesh (EVSM) algorithm for the dispersion of robot swarms. This paper extends the EVSM framework by providing the first known study on the effects of adaptive versus static control parameters on robot swarm stability. The EVSM algorithm provides the following novelties: 1) improved performance with adaptive control parameters and 2) accelerated convergence with high formation effectiveness. Simulation results show that 120 robots reach convergence using adaptive control parameters more than twice as fast as with static control parameters in a multiple obstacle environment.
Keywords :
adaptive control; collision avoidance; mobile robots; multi-robot systems; EVSM algorithm; MANET swarm dispersal; adaptive control parameters; attraction law; extended virtual spring mesh algorithm; mesh configuration stability; multi-agent mobile ad hoc network swarms; multiple obstacle environment; near-optimal mesh like configuration; repulsion law; robot communication capability; robot interaction; robot sensing capability; robot swarm stability; spring force laws; static control parameters; swarm robots; Adaptive control; Mobile ad hoc networks; Self-organizing networks; Wireless sensor networks; Adaptive algorithm; control parameter; extended virtual spring mesh (EVSM); formation; multi-agent mobile ad hoc network (MANET); robot; self repair; self-organizing network; self-stabilizing; swarm; wireless sensor network;
Journal_Title :
Industrial Informatics, IEEE Transactions on
DOI :
10.1109/TII.2012.2228870