Title: Reliability analysis of software with three types of errors and imperfect debugging using Markov model
Authors: Gireesh Kumar; Manju Kaushik; Rajesh Purohit
Addresses: Department of CSE, JECRC University, Jaipur 303905, India ' Department of CSE, JECRC University, Jaipur 303905, India ' Department of ECE, JK Lakshmipat University, Jaipur 302026, India
Abstract: In this analysis, we consider a Markovian software reliability model (SRM) with imperfect debugging (ID) wherein software may fail due to three types of errors called error generation (EG). For developing the governing differential equations of SRM with three types of errors, an irreducible Markov process is used. Further, we have applied the method namely 'Runge-Kutta' (R-K) under transient condition for obtaining reliability of concerned system in different configurations. Moreover, we suggest various software reliability indices like reliability, failure frequency and mean time to failure (MTTF). By taking a numerical illustration, the sensitivity analysis is done to demonstrate the validity of analytical outcomes and to explore the effects of various parameters. Moreover, the analytical results are also compared with adaptive neuro-fuzzy inference system (ANFIS). At last, conclusions are given.
Keywords: software reliability model; Markov model; imperfect debugging; errors; R-K method.
International Journal of Computer Applications in Technology, 2018 Vol.58 No.3, pp.241 - 249
Available online: 18 Oct 2018 *Full-text access for editors Access for subscribers Purchase this article Comment on this article