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Trust model for reliable node allocation based on daily computer usage behavior
Author(s) -
Shang Yizi,
Shang Ling
Publication year - 2017
Publication title -
concurrency and computation: practice and experience
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.309
H-Index - 67
eISSN - 1532-0634
pISSN - 1532-0626
DOI - 10.1002/cpe.4346
Subject(s) - computer science , exploit , reliability (semiconductor) , grid , node (physics) , overhead (engineering) , computation , distributed computing , grid computing , trustworthiness , power (physics) , computer security , operating system , algorithm , physics , geometry , mathematics , structural engineering , quantum mechanics , engineering
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.