MODIFIED GENETIC ALGORITHM BASED SOFTWARE RELIABILITY USING SPRT: RAYLEIGH MODEL

Authors

  • Dr. R.Satyaprasad Associate Professor, Department of CSE, Acharya Nagarjuna University, India
  • Ch.Surya Kiran Research Scholar, Department of CSE, Acharya Nagarjuna University, India
  • Dr. G.Krishna Mohan Professor, Department of CSE, KL University, Vaddeswaram, India

DOI:

https://doi.org/10.29121/ijetmr.v5.i4.2018.204

Keywords:

Rayleigh Model, Genetic Algorithm, SPRT

Abstract

In Classical Hypothesis testing volumes of data is to be collected and then the conclusions are drawn, which may need more time. But, Sequential Analysis of Statistical science could be adopted in order to decide upon the reliability or unreliability of the developed software very quickly. The procedure adopted for this is, Sequential Probability Ratio Test (SPRT). It is designed for continuous monitoring. The likelihood based SPRT proposed by Wald is very general and it can be used for many different probability distributions. In the present paper we propose the performance of SPRT on 6 data sets of Time domain data using Rayleigh model and analyzed the results. The parameters are estimated using Modified Genetic Algorithm.

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References

Goldberg, D. E.(1989). “Genetic Algorithms in Search, Optimization, and Machine Learning”, Addison-Wesley.

JIANG, H. Y. (2006). "Can the Genetic algorithm be a good tool for software engineering Searching problems?" Proceedings of the 30th IEEE International computer software and applications conference (COMPSAC 2006), PP. 362-366, Chicago, USA.

Krishna Mohan. G and Satya Prasad. R. (2011). “Detection of Reliable Software using SPRT on Time Domain data”, International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol. 1, No. 4, pp[92-99].

Lyu, M.R. (1996). “The hand book of software reliability engineering”, McGrawHill & IEEE Computer Society press.

Pham. H., (2006). “System software reliability”, Springer. DOI: https://doi.org/10.1007/1-84628-295-0

Reckase, M. D. (1983). “A procedure for decision making using tailored testing”, In D. J. Weiss (Ed.), New horizons in testing: Latent trait theory and computerized adaptive testing (pp. 237-254). New York: Academic Press.

Satyaprasad (2007).”Half logistic Software reliability growth model “Ph.D Thesis of ANU, India.

Stieber, H.A. (1997). “Statistical Quality Control: How To Detect Unreliable Software Components”, Proceedings the 8th International Symposium on Software Reliability Engineering, 8-12. DOI: https://doi.org/10.1109/ISSRE.1997.630843

Wald. A., (1947). “Sequential Analysis”, John Wiley and Son, Inc, New York.

Xie, M., Goh. T.N., Ranjan.P. (2002). “Some effective control chart procedures for reliability monitoring” -Reliability engineering and System Safety 77 143 -150 DOI: https://doi.org/10.1016/S0951-8320(02)00041-8

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Published

2018-04-30

How to Cite

Satyaprasad, R., Kiran, S., & Mohan, G. (2018). MODIFIED GENETIC ALGORITHM BASED SOFTWARE RELIABILITY USING SPRT: RAYLEIGH MODEL. International Journal of Engineering Technologies and Management Research, 5(4), 17–25. https://doi.org/10.29121/ijetmr.v5.i4.2018.204