Concurrency Computation Practice and Experience, volume 30, issue 6, pages e4346
Trust model for reliable node allocation based on daily computer usage behavior
Y. Shang
1, 2
,
Ling Shang
2
Publication type: Journal Article
Publication date: 2017-10-05
scimago Q2
SJR: 0.533
CiteScore: 5.0
Impact factor: 1.5
ISSN: 15320626, 15320634
DOI:
10.1002/cpe.4346
Computer Science Applications
Computational Theory and Mathematics
Computer Networks and Communications
Software
Theoretical Computer Science
Abstract
Summary
Resource volatility is a major challenge on desktop grid platforms with characteristics that primarily depend on human computer usage behavior. This study proposes a trust model based on Dempster–Shafer theory that predicts the relative reliability of nodes using information on daily computer usage behavior based on the historical information from a desktop grid platform for a desktop grid. In the proposed trust model, called TM-DG, a degree of trustworthiness is introduced for the nodes to quantify their reliability. Dempster's rule of combination is also applied to exploit two bodies of independent evidence: 1) current node availability as actively probed by a special test node and 2) proportion of allocated tasks successfully completed. The simulations performed on a lightweight desktop grid platform illustrate how TM-DG can fully utilize the most reliable nodes for a given computation, leading to a reduction in the communication overhead and an improvement in the computing power of the platform.
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