Incorporating Burr Type XII Testing-efforts into Software Reliability Growth Modeling and Actual Data Analysis with Applications

نویسندگان

  • Mohammad Ubaidullah Bokhari
  • Nesar Ahmad
چکیده

Software reliability is the probability that the given software functions correctly under a given environment, during the specified period of time. During the software-testing phase, software reliability is highly related to the amount of development resources spent on detecting and correcting latent software errors, i.e. the amount of testing effort expenditures. This paper develops software reliability growth models (SRGM) based on non homogeneous Poisson process (NHPP) which incorporates the Burr Type XII testing-effort functions (TEF). Numerous testing-effort functions for modeling software reliability growth based on NHPP have been proposed in the past decade. This paper shows that the Burr Type XII testingeffort function can be expressed as the actual testing-effort consumption during software development process. Its fault-prediction capability is evaluated through the numerical experiments. SRGM parameters are estimated by least square estimation (LSE) and maximum likelihood estimation (MLE) methods and computational experiments performed on actual software failure data set from various software projects. The results show that the proposed testing-efforts functions predicts fault better than the other existing models. Thus, the proposed models evaluate software reliability more realistically. In addition, the optimal release policy based on reliability and cost criteria for software system are proposed.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Considering Residual Faults of Burr Type XII Software Reliability Growth Model

Software Reliability Growth model (SRGM) is a mathematical model of how the software reliability improves as faults are detected and repaired. A large number of software reliability growth models have been proposed to analyze the reliability of software application during the testing phase, with the increasing demand to deliver high-quality software, more accurate software reliability models ar...

متن کامل

Software Reliability Growth Models Incorporating Burr Type III Test-Effort and Cost-reliability Analysis

Software reliability growth model is one of the fundamental techniques to assess software reliability quantitatively. A number of testing-effort functions for modeling software reliability based on the nonhomogeneous Poisson process (NHPP) have been proposed in the past decades. Although these models are quite helpful for the software testing, we still need to put more testing-effort into softw...

متن کامل

Modeling of splat particle splashing data during thermal spraying with the Burr distribution

Splashing of splat particles is one of the most important phenomena in industrial processes such as thermal spray coating. The data relative to the degree of splashing of splats sprayed with a normal angle are commonly characterized by the Weibull distribution function. In this present study, an effort has been made to show that the Burr distribution is better than the Weibull distribution for ...

متن کامل

Tracking Interval for Doubly Censored Data with Application of Plasma Droplet Spread Samples

Doubly censoring scheme, which includes left as well as right censored observations, is frequently observed in practical studies. In this paper we introduce a new interval say tracking interval for comparing the two rival models when the data are doubly censored. We obtain the asymptotic properties of maximum likelihood estimator under doubly censored data and drive a statistic for testing the ...

متن کامل

Unified Framework for Developing Testing Effort Dependent Software Reliability Growth Models

Several software reliability growth models (SRGMs) have been presented in the literature in the last three decades. These SRGMs take into account different testing environment depending on size and efficiency of testing team, type of components and faults, design of test cases, software architecture etc. The plethora of models makes the model selection an uphill task. Recently, some authors hav...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • JSW

دوره 9  شماره 

صفحات  -

تاریخ انتشار 2014