International Journal of Computational Intelligence Systems

Volume 7, Issue 4, August 2014, Pages 785 - 795

ACO-BTM: A Behavior Trust Model in Cloud Computing Environment

Authors
Guoyuan Lin, Yuyu Bie, Min Lei, Kangfeng Zheng
Corresponding Author
Guoyuan Lin
Received 30 July 2013, Accepted 17 August 2013, Available Online 1 August 2014.
DOI
10.1080/18756891.2013.864479How to use a DOI?
Keywords
cloud computing, behavior trust, ant colony optimization, trust pheromone, heuristic pheromone
Abstract

Considering trust issues in cloud computing, we analyze the feasibility of adopting ant colony optimization algorithm to simulate trust relationships between entities in the cloud and then propose a novel behavior trust model: ACO-BTM. Trust relationships between entities in cloud computing are dynamic, uncertain and hard to quantify. ACO-BTM introduces the conception of ‘pheromone’ and transition probability to represent behavior trust. Then, it focuses on the research of dynamic trust evaluation, time constraint and some other issues. Furthermore, a detailed algorithm process of behavior trust evaluation is given in this context. Finally, ACO-BTM is applied to cloud computing platform to simulate the establishment of behavior trust relationships. The simulation experiment verifies that trust degree change with time varies and the frequency of interactions. Compared with the other model, ACO-BTM can provide better trust recommendation services and protect against attacks of malicious nodes effectively in cloud computing environment. It is proved that ACO-BTM has good flexibility, accuracy and robustness.

Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Journal
International Journal of Computational Intelligence Systems
Volume-Issue
7 - 4
Pages
785 - 795
Publication Date
2014/08/01
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.1080/18756891.2013.864479How to use a DOI?
Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - JOUR
AU  - Guoyuan Lin
AU  - Yuyu Bie
AU  - Min Lei
AU  - Kangfeng Zheng
PY  - 2014
DA  - 2014/08/01
TI  - ACO-BTM: A Behavior Trust Model in Cloud Computing Environment
JO  - International Journal of Computational Intelligence Systems
SP  - 785
EP  - 795
VL  - 7
IS  - 4
SN  - 1875-6883
UR  - https://doi.org/10.1080/18756891.2013.864479
DO  - 10.1080/18756891.2013.864479
ID  - Lin2014
ER  -