Estimation of Software Reliability Using p – TEF Models

Authors

  • Saxena S Department of Mathematics, SRMS College of Engineering & Technology, Bareilly, India
  • Gupta A Department of Mathematics, BIT, Muzaffarnagar, India.

Keywords:

Fault removal efficiency, Test Effort Function, NHPP Models, Akaike’s Information Criterion

Abstract

The paper present NHPP Software Reliability Growth model involving test effort function(TEF) and fault removal efficiency(TEF). TEF deals with the problem of limited time and resources available during software testing phase. FRE addresses the problem of multiple occurrences of fault before its final removal. In this paper we propose p-TEF models which incorporate both TEF and FRE. p is FRE which represent fraction of faults detected and corrected. If p is less than one, then debugging is imperfect whereas for p equals to one debugging is perfect. Existing TEF models compared with p-TEF models using statistical tools SSE , R2 and AIC. Results suggest that the p-TEF models fits and predict faults detection data better.

References

S. Yamada, H. Ohtera, and H. Narihisa, “Software Reliability Growth Models with Testing-effort”, IEEE Trans. Reliability,1986, R-35,1, pp 19–23.

S. Yamada, J. Hishitani, and S. Osaki, “Software Reliability Growth Model with Weibull Testing Effort: A Model And Application”, IEEE Trans. Reliability,1993, 42, pp 100–105.

P.K. Kapur, and S. Younes, “Modeling an Imperfect Debugging Phenomenon with Testing Effort”, In: Proceedings of 5th International Symposium on Software Reliability Engineering, 1994, pp 178-183.

M. Shepperd, and C. Schofield, “Estimating Software Project Effort using Analogies”, IEEE Trans. Software Engineering,1997, 23, pp 736–743.

C.Y. Huang, S.Y. Kuo, and I.Y. Chen, “Analysis of a Software Reliability Growth Model with Logistic Testing-Effort Function”, In Proceedings of 8th International Symposium on Software Reliability Engineering (ISSRE’1997),1997, pp 378–388.

C.Y. Huang, J.H. Lo, S.Y. Kuo, and M.R. Lyu, “Software Reliability Modeling and Cost Estimation Incorporating Testing-Effort And Efficiency”, In Proceedings of 8th International Symposium on Software Reliability Engineering (ISSRE’1999), 1999, pp 62–72.

C.Y. Huang, and S.Y. Kuo, “Analysis of Incorporating Logistic Testing-Effort Function into Software Reliability Modeling”, IEEE Transactions On Reliability,2002, 51, 3, pp 261-270.

C.Y. Huang, “Performance Analysis Of Software Reliability Growth Models With Testing-Effort And Change Point”, Journal of Systems and Software, 2005 76, pp 181- 194.

M. Kumar, N. Ahmad, and S.M.K. Quadri, S.M.K. “Software Reliability Growth Models and Data Analysis with a Pareto Test-Effort”, RAU Journal of Research, 2005, 15 (1-2), pp 124-128.

N. Ahmad, M.U. Bokhari, S.M.K. Quadri, and M.G.M. Khan, “The Exponentiated Weibull Software Reliability Growth Model with Various Testing-Efforts and Optimal Release Policy: A Performance Analysis”, International Journal of Quality and Reliability Management, 2008, 25 (2), pp 211-235.

N. Ahmad, M.G.M Khan, S.M.K Quadri, and M. Kumar, M. “Modeling And Analysis of Software Reliability With Burr Type X Testing-Effort and Release-Time Determination”, Journal of Modeling in Management, 2009, 4(1), pp 28-54.

N. Ahmad, M.G.M Khan, and L.S. Rafi, “Analysis of an Inflection S-Shaped Software Reliability Model Considering Log-Logistic Testing-Effort and Imperfect Debugging”, International Journal of Computer Science and Network Security,2011, 11, 1, pp 161-171.

A.G. Agarwal, P.K. Kapur, G. Kaur, and R. Kumar, “Genetic Algorithm Based Optimal Testing Effort Allocation Problem for Modular Software”, BIJIT-BVICAM’s International Journal of Information Technology, 2012, 4,1, pp 445-451.

K.V.S Reddy and B. Raveendrababu, “Software Reliability Growth Model with Testing-Effort by Failure Free Software”, International Journal of Engineering and Innovative Technology, 2012, Vol 2, 6, pp 103-107.

D.R. Jeske, X.M. Zhang and L. Pham “Accounting for Realities when Estimating the Field Failure Rate of Software”, In Proceedings of 8th International Symposium on Software Reliability Engineering (ISSRE’01), 2001 pp 332-339.

X.M. Zhang, X.L. Teng and H. Pham, “Considering Fault Removal Efficiency in Software Reliability Assessment”, IEEE Trans. Systems, Man and Cybernetics-Part A: System and Humans, 2003, 33, 1, pp 114-120.

B. Purnaiah, K.V. Rama and V.K.G. Bala, “Fault Removal

Efficiency in Software Reliability Growth Model”, Advances in Computational Research, 2012 4, 1, pp 74-77.

Musa. “DACS software reliability dataset”, Data & Analysis Center for Software, J.D. 980. www.dacs.dtic.mil/databases/sled/swrel.shtml.

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Published

2025-11-11

How to Cite

[1]
S. Saxena and A. Gupta, “Estimation of Software Reliability Using p – TEF Models”, Int. J. Comp. Sci. Eng., vol. 4, no. 7, pp. 129–132, Nov. 2025.

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Section

Research Article