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Master of Science Thesis


A Reliability Model for A Large-Scale Software System

by Fedon Kadifeli, B.S. in CMPE., Boğaziçi University, 1987

Submitted to the Institute for Graduate Studies in Science and Engineering in partial fulfillment of the requirements for the degree of Master of Science in Computer Engineering, Boğaziçi University, 1989

APPROVED BY
Doç. Dr. Oğuz Tosun (Thesis Supervisor)
Doç. Dr. Selahattin Kuru
Doç. Dr. Süleyman Özekici

DATE OF APPROVAL
12/09/1989

YÖK Record Number
8007

Boğaziçi University Library Catalog


Acknowledgements

I would like to thank Dr. Ufuk Çağlayan who proposed the thesis topic and advised me in all stages of this work. Thanks are also due to Dr. Oğuz Tosun, Neşe Akkaya, and Ayşe Bayazıtoğlu who supplied some of the references used in this thesis. I thank also Dr. Oğuz Tosun, Dr. Selahattin Kuru, and Dr. Süleyman Özekici for their careful reviews.


Abstract

In this thesis a model that can be used for conventional software reliability analysis and prediction is described. The proposed model has been applied on a large-scale distributed commercial software system which is already operational. The model is characterized by the gamma distribution having three unknown parameters. The parameters are estimated from failure time data by using the method of maximum likelihood estimation. The model is shown to fit the data better than other well-known models in the absence of additional information on the software system being analyzed.


Özet

Bu tezde geleneksel yazılım güvenilirliği çözümlemesi ve önkestiriminde kullanılabilecek bir model anlatılmaktadır. Önerilen model işletimsel durumda olan büyük ölçekli dağıtımlı ticari bir yazılım sistemi üzerinde uygulanmıştır. Model üç bilinmeyen parametresi olan gama dağılımı ile tanımlanmaktadır. Bu parametreler başarısızlık zaman verilerinden en çok olabilirlik kestirimi yöntemi kullanılarak kestirilmektedir. Modelin, çözümlenmekte olan yazılım sistemi üzerine daha fazla bilgi yokluğunda, diğer bilinen modellerden verilere daha iyi uyduğu gösterilmektedir.


Table of Contents

     ACKNOWLEDGEMENTS
     ABSTRACT
     ÖZET

     LIST OF FIGURES
     LIST OF TABLES
     LIST OF SYMBOLS

  I. INTRODUCTION
 II. SOFTWARE QUALITY AND RELIABILITY
III. SOFTWARE RELIABILITY MODELING
 IV. PARAMETER ESTIMATION
  V. DESCRIPTION OF COLLECTED DATA
 VI. RELIABILITY MODEL
VII. CONCLUSIONS

  A. OPTIMIZATION ALGORITHM
  B. INDEX

     BIBLIOGRAPHY
     REFERENCES NOT CITED

Text of The Thesis

The full text of the thesis (in Adobe Acrobat Reader format) can be extracted from the archive file msthesis.zip (277 KiB). If you encounter any difficulties in downloading or reading the document, please contact me.


© July 1996 - May 2021, Fedon Kadifeli.