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  1. Swarm Intelligence
  2. Swarm Intelligence : Volume 6
  3. Swarm Intelligence : Volume 6, Issue 4, December 2012
  4. Set-based particle swarm optimization applied to the multidimensional knapsack problem
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Swarm Intelligence : Volume 11
Swarm Intelligence : Volume 10
Swarm Intelligence : Volume 9
Swarm Intelligence : Volume 8
Swarm Intelligence : Volume 7
Swarm Intelligence : Volume 6
Swarm Intelligence : Volume 6, Issue 4, December 2012
ARGoS: a modular, parallel, multi-engine simulator for multi-robot systems
Set-based particle swarm optimization applied to the multidimensional knapsack problem
The dynamics of ant colony optimization algorithms applied to binary chains
Swarm Intelligence : Volume 6, Issue 3, September 2012
Swarm Intelligence : Volume 6, Issue 2, June 2012
Swarm Intelligence : Volume 6, Issue 1, March 2012
Swarm Intelligence : Volume 5
Swarm Intelligence : Volume 4
Swarm Intelligence : Volume 3
Swarm Intelligence : Volume 2
Swarm Intelligence : Volume 1

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Set-based particle swarm optimization applied to the multidimensional knapsack problem

Content Provider SpringerLink
Author Langeveld, Joost Engelbrecht, Andries P.
Copyright Year 2012
Abstract Particle swarm optimization algorithms have been successfully applied to discrete/valued optimization problems. However, in many cases the algorithms have been tailored specifically for the problem at hand. This paper proposes a generic set-based particle swarm optimization algorithm for use in discrete-valued optimization problems that can be formulated as set-based problems. A detailed sensitivity analysis of the parameters of the algorithm is conducted. The performance of the proposed algorithm is then compared against three other discrete particle swarm optimization algorithms from literature using the multidimensional knapsack problem and is shown to statistically outperform the existing algorithms.
Starting Page 297
Ending Page 342
Page Count 46
File Format PDF
ISSN 19353812
Journal Swarm Intelligence
Volume Number 6
Issue Number 4
e-ISSN 19353820
Language English
Publisher Springer US
Publisher Date 2012-11-29
Publisher Place Boston
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Discrete optimization Multidimensional knapsack problem Particle swarm optimization Set-based optimization problem Artificial Intelligence (incl. Robotics) Computer Systems Organization and Communication Networks ApplicationMathematics/Computational Methods of Engineering Communications Engineering, Networks Computer Communication Networks
Content Type Text
Resource Type Article
Subject Artificial Intelligence
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