Software Release Planning Using Grey Wolf Optimizer

Vibha Verma, N. Neha, A. Aggarwal
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引用次数: 5

Abstract

This chapter presents the application of grey wolf optimizer in software release planning considering warranty based on the proposed mathematical model that measures reliability growth of software systems. Hence, optimal release and warranty time is determined while minimizing the overall software development cost. The software cost model is based on failure phenomenon modelled by incorporating fault removal efficiency, fault reduction factor, and error generation. The model has been validated on the fault dataset of ERP systems. Sensitivity analysis has been carried out to study the discrete changes in the cost parameter due to changes in optimal solution. The work significantly contributes to the literature by fulfilling gaps of reliability growth models, release problems considering warranty, and efficient ways for solving optimization problems. Further, the grey wolf optimizer result has been compared with genetic algorithm and particle swarm optimization techniques.
使用灰狼优化器进行软件发布计划
本章基于所提出的测量软件系统可靠性增长的数学模型,介绍了灰狼优化器在考虑质保的软件发布计划中的应用。因此,在最小化整个软件开发成本的同时,确定了最佳的发布和保证时间。软件成本模型以故障现象为基础,结合故障去除效率、故障减少因子和错误产生等因素对故障现象进行建模。在ERP系统故障数据集上对该模型进行了验证。采用灵敏度分析方法研究了成本参数因最优解变化而引起的离散变化。该工作通过填补可靠性增长模型的空白,考虑保修的发布问题,以及解决优化问题的有效方法,对文献做出了重大贡献。进一步,将灰狼优化算法与遗传算法和粒子群优化技术进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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