Self-Organizing Map for the Prize-Collecting Traveling Salesman Problem
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F14%3A00225364" target="_blank" >RIV/68407700:21230/14:00225364 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-07695-9_27" target="_blank" >http://dx.doi.org/10.1007/978-3-319-07695-9_27</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-07695-9_27" target="_blank" >10.1007/978-3-319-07695-9_27</a>
Alternative languages
Result language
angličtina
Original language name
Self-Organizing Map for the Prize-Collecting Traveling Salesman Problem
Original language description
In this paper, we propose novel adaptation rules for the self-organizing map to solve the prize-collecting traveling salesman problem (PC-TSP). The goal of the PC-TSP is to find a cost-efficient tour to collect prizes by visiting a subset of a given setof locations. In contrast with the classical traveling salesman problem, where all given locations must be visited, locations in the PC-TSP may be skipped at the cost of some additional penalty. Using the self-organizing map, locations for the final solution may be selected during network adaptation, and locations where visitation would be more expensive than their penalty can be avoided. We have applied the proposed self-organizing map learning procedure to autonomous data collection problems, where the proposed approach provides results competitive with an existing combinatorial solver. Springer International Publishing Switzerland 2014.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
JC - Computer hardware and software
OECD FORD branch
—
Result continuities
Project
<a href="/en/project/GP13-18316P" target="_blank" >GP13-18316P: Self-Organizing Maps for Multi-Goal Path Planning Tasks</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Advances in Intelligent Systems and Computing
ISBN
978-3-319-07694-2
ISSN
2194-5357
e-ISSN
—
Number of pages
11
Pages from-to
281-291
Publisher name
Springer VDI Verlag
Place of publication
Düsseldorf
Event location
Mittweida
Event date
Jun 2, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—