Masters Theses

Title

A probabilistic approach to measuring robustness in distributed computing systems

Keywords and Phrases

Robustness metric; Mahalanobis distance

Abstract

"The robust design of computing and communication systems is becoming an increasingly important issue. Parallel and distributed heterogeneous computing systems may operate in dynamic environments that undergo unpredictable changes causing certain system performance features to degrade. Such systems need robustness to guarantee limited degradation despite fluctuations in behavior of its component parts or environment. There is a need for research that addresses the issue of developing a generalized robustness metric. This thesis describes a probabilistic approach to measuring robustness such that variance and correlation are considered in the robustness measure. In addition, this research presents a methodology where perturbations of different kinds, e.g., in both message sizes and computation times, could be incorporated in the robustness metric. This will be an important step towards ongoing efforts to create robust designs"--Abstract, leaf iii.

Department(s)

Electrical and Computer Engineering

Degree Name

M.S. in Computer Engineering

Publisher

University of Missouri--Rolla

Publication Date

Fall 2005

Journal article titles appearing in thesis/dissertation

  • Incorporating multiple kinds of perturbations in the robustness measure
  • Incorporating probabilistic information in the robustness measure

Pagination

viii, 44 leaves

Rights

© 2005 Behdis Eslamnour, All rights reserved.

Document Type

Thesis - Citation

File Type

text

Language

English

Library of Congress Subject Headings

Computer systems -- Reliability
Electronic data processing -- Distributed processing
Parallel processing (Electronic computers)

Thesis Number

T 8884

Print OCLC #

70826218

Link to Catalog Record

Full-text not available: Request this publication directly from Missouri S&T Library or contact your local library.

http://laurel.lso.missouri.edu/record=b5596304~S5

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