A Parallel Multi-objective Local Search ...
Document type :
Communication dans un congrès avec actes
DOI :
Title :
A Parallel Multi-objective Local Search for AEDB Protocol Tuning
Author(s) :
Iturriaga, Santiago [Auteur]
Universidad de la República [Montevideo] [UDELAR]
Ruiz, Patricia [Auteur]
Computer Science and Communications Research Unit [Luxembourg] [CSC]
Nesmachnow, Sergio [Auteur]
UDELAR, Facultad de Ingenieria [Montevideo] [UDELAR]
Dorronsoro, Bernabé [Auteur]
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Bouvry, Pascal [Auteur]
Université du Luxembourg = University of Luxembourg = Universität Luxemburg [uni.lu]
Universidad de la República [Montevideo] [UDELAR]
Ruiz, Patricia [Auteur]
Computer Science and Communications Research Unit [Luxembourg] [CSC]
Nesmachnow, Sergio [Auteur]
UDELAR, Facultad de Ingenieria [Montevideo] [UDELAR]
Dorronsoro, Bernabé [Auteur]
Parallel Cooperative Multi-criteria Optimization [DOLPHIN]
Bouvry, Pascal [Auteur]
Université du Luxembourg = University of Luxembourg = Universität Luxemburg [uni.lu]
Conference title :
NIDISC 2013 - 16th International Workshop on Nature Inspired Distributed Computing
City :
Boston
Country :
Etats-Unis d'Amérique
Start date of the conference :
2013-05-20
Book title :
Parallel and Distributed Processing Symposium Workshops & PhD Forum (IPDPSW), 2013 IEEE 27th International
Publisher :
IEEE
Publication date :
2013-05-27
HAL domain(s) :
Informatique [cs]/Intelligence artificielle [cs.AI]
English abstract : [en]
Mobile ad hoc networks are infrastructure less communication networks that are spontaneously created by a number of mobile devices. Due to the highly fluctuating topology of such networks, finding the optimal configuration ...
Show more >Mobile ad hoc networks are infrastructure less communication networks that are spontaneously created by a number of mobile devices. Due to the highly fluctuating topology of such networks, finding the optimal configuration of communication protocols is a complex and crucial task. Additionally, different objectives must be usually considered. Small changes in the values of the parameters directly affects the performance of the protocol, promoting one objective while reducing another. Therefore, multi-objective optimisation is needed for fine tuning the protocol. In this work, we propose a novel parallel multi-objective local search that optimises an energy efficient broadcasting algorithm in terms of coverage, energy used, broadcasting time, and network resources. The proposed method looks for appropriate values for a set of 5 variables that markedly influence the behavior of the protocol to provide accurate tradeoff configurations in a reasonable short execution time. The new proposed algorithm is validated versus two efficient multi-objective evolutionary algorithms from the state of the art, offering comparable quality results in much shorter times.Show less >
Show more >Mobile ad hoc networks are infrastructure less communication networks that are spontaneously created by a number of mobile devices. Due to the highly fluctuating topology of such networks, finding the optimal configuration of communication protocols is a complex and crucial task. Additionally, different objectives must be usually considered. Small changes in the values of the parameters directly affects the performance of the protocol, promoting one objective while reducing another. Therefore, multi-objective optimisation is needed for fine tuning the protocol. In this work, we propose a novel parallel multi-objective local search that optimises an energy efficient broadcasting algorithm in terms of coverage, energy used, broadcasting time, and network resources. The proposed method looks for appropriate values for a set of 5 variables that markedly influence the behavior of the protocol to provide accurate tradeoff configurations in a reasonable short execution time. The new proposed algorithm is validated versus two efficient multi-objective evolutionary algorithms from the state of the art, offering comparable quality results in much shorter times.Show less >
Language :
Anglais
Peer reviewed article :
Oui
Audience :
Internationale
Popular science :
Non
Collections :
Source :
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