DocumentCode
3773737
Title
Packing equal disks in a unit square: an immunological optimization approach
Author
Giovanni Stracquadanio;Ornella Greco;Piero Conca;Vincenzo Cutello;Mario Pavone;Giuseppe Nicosia
Author_Institution
Nuffield Department of Clinical Medicine, University of Oxford, OX3 9DU, Oxford, UK
fYear
2015
fDate
7/1/2015 12:00:00 AM
Firstpage
1
Lastpage
5
Abstract
Packing equal disks in a unit square is a classical geometrical problem which arises in many industrial and scientific fields. Finding optimal solutions has been proved to be NP-hard, therefore, only local optimal solutions can be identified. We tackle this problem by means of the optimization Immune Algorithm (optIA), which has been proved to be among the best derivative-free optimization algorithms. In particular, OPTIA is used to pack up to 150 disks in a unit square. Experimental results show that the immune algorithm is able to locate the putative global optimum for all the instances. Moreover, a comparison with the Covariance Matrix Adaptation Evolution Strategy (CMA-ES) shows that OPTIA is more robust.
Keywords
"Immune system","Optimization","Sociology","Cloning","Aging","Covariance matrices"
Publisher
ieee
Conference_Titel
Artificial Immune Systems (AIS), 2015 International Workshop on
Type
conf
DOI
10.1109/AISW.2015.7469239
Filename
7469239
Link To Document