A New Method to Optimize the Reliability of Software Reliability Growth Models using Modified Genetic Swarm Optimization

Abstract

Software reliability is one of the key attributes to determine

A Comprehensive Study on Workloads in Cloud Computing

“…Frequently unwavering quality issue happens with programming frameworks. A portion of the arrangement methods for dependability issues are proposed in [6][7][8][9] Some of the normally utilized benchmarks for the age of engineered outstanding tasks at hand are RUBiS, Cloud Stone, TPC-W. Be that as it may, RUBiS and TPC-W the two benchmarks are obsolete, yet these benchmarks are as yet utilizing in the examination region.…”

Exploring Ant Lion Optimization Algorithm to Enhance the Choice of an Appropriate Software Reliability Growth Model

“…Mallikharjuna and K. Anuradha [10] in 2016 investigated the improvement and application of Modified Genetic Swarm Optimization algorithm to optimize the parameters of SRGM TEF. In the same year, Alaa and Amal [11] explored the algorithm of Grey Wolf Optimization (GWO) in estimating the parameters value of SRGMs, the goal is reducing the difference between the estimated and the actual number of the software system failures.…”

“…Goel-Okumoto Model(Goel_O) [13], Gomperts Model(Gomperts) [3], Inflection S-Shaped Model(Inflection_S-S) [10], Logistic Growth Model(Logistic_G) [3], Modified Duane Model(Modified_D) [14], Musa Okumoto Model(Musa_O) [15], Yamada Imperfect Debugging Model1(Yamada_I_D Model1) [10], Delayed S-Shaped Model(Delayed_S-S) [11], Yamada Rayleigh Model(Yamada_R) [10], Yamada imperfect debugging Model2(Yamada_I_DModel2) [16], Yamada Exponential Model(Yamada_E) [10], P-N-Z Model(P_N_Z) [16], Pham Zhang IFD Model(Pham_Z_I) [14] ,P-Z Model(P_Z) [13] and Zhang-Teng-Pham Model(Zhang_T_P) [14].…”

“…For all Other models that are subject to the previous two conditions, we calculate the value of PRED from equation (15). After that we calculated the values of EST from equation (16) for time (5,10,15,20) Using computed data, models may be ranked by applying equation (17), then we choose appropriate model from amongst the top models ranked, the Generalized_Goel model (Generalized_G) is gives best future prediction for all times as shown in table(3). Fig.…”

“…In the second case study, we used DS2 that including 34 measurements as presented in [24]. Its include the failures' (Zhang_T_P).Therefore, we calculate the values of PRED for these models only from equation (15), After that we calculated the values of EST from equation (16) for times (5,10,15,20,25,30). Now we will arrange the models based on the previously calculated values and according to equation (17), then we choose appropriate model from amongst the top models ranked, table (6) shown that Yamada_I_D Model1is the best model that fits to DS2.…”