Evolving ensembles of traffic lights controllers
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F18%3A10388390" target="_blank" >RIV/00216208:11320/18:10388390 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/8576146" target="_blank" >https://ieeexplore.ieee.org/document/8576146</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICTAI.2018.00148" target="_blank" >10.1109/ICTAI.2018.00148</a>
Alternative languages
Result language
angličtina
Original language name
Evolving ensembles of traffic lights controllers
Original language description
We describe first results on a traffic-lights controller based on neural networks optimized by an evolutionary algorithm. Among the inputs of the neural network are outputs of other popular control algorithms, thus the evolved controller can be considered and ensemble controller. In a series of experiments, we show that evolution is capable of creating controllers that provide promising performance better than any of a number of baselines.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/GJ17-17125Y" target="_blank" >GJ17-17125Y: Balancing Deliberative and Reactive Behaviour of Intelligent Agents</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI
ISBN
978-1-5386-7449-9
ISSN
1082-3409
e-ISSN
neuvedeno
Number of pages
5
Pages from-to
958-962
Publisher name
IEEE Computer Society
Place of publication
Neuveden
Event location
Volos, Řecko
Event date
Nov 5, 2018
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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