Decentralized Evaluation of Trust in Ad Hoc Networks using Neural Networks
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21240%2F22%3A00365364" target="_blank" >RIV/68407700:21240/22:00365364 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/9941360" target="_blank" >https://ieeexplore.ieee.org/document/9941360</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/WIMOB55322.2022.9941360" target="_blank" >10.1109/WIMOB55322.2022.9941360</a>
Alternative languages
Result language
angličtina
Original language name
Decentralized Evaluation of Trust in Ad Hoc Networks using Neural Networks
Original language description
Trust is an essential concept in ad hoc network security. Creating and maintaining trusted relationships between nodes is a challenging task. This paper proposes a decentralized method for evaluating trust in ad hoc networks. The method uses neural networks and local information to predict the trust of neighboring nodes. The method was compared with the original centralized version, showing that even without global information knowledge, the method has, on average, 97% accuracy in classification and 94% in regression problem. An important contribution of this paper is overcoming the main limitation of the original method, which is the centralized evaluation of trust. Moreover, the decentralized method output is a perfect fit to use as an input to enhance routing in ad hoc networks.
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
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Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2022
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)
ISBN
978-1-6654-6975-3
ISSN
2160-4886
e-ISSN
2160-4894
Number of pages
6
Pages from-to
30-35
Publisher name
IEEE Computer Society
Place of publication
USA
Event location
Thessaloniki (Soluň)
Event date
Oct 10, 2022
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000936188900038