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具有故障检测的开源软件的多版本可靠性模型,遵守三参数终身分布的故障检测
Jinyong Wang1, Pengda Li2, Jiaxuan Hu2
1School of Automation and Software Engineering, Shanxi University, Taiyuan, People's Republic of China. wjy@sxu.edu.cn.
Scientific reports
|August 23, 2024
概括
一个新的多版本开源软件 (OSS) 可靠性模型,基于三参数寿命分布,有效地适应不断变化的故障检测率. 该模型证明了OSS可靠性评估的优越适配和预测性能.
科学领域:
- 计算机科学 计算机科学
- 软件工程 软件工程 软件工程
- 可靠性工程可靠性工程
背景情况:
- 开源软件 (OSS) 开发对可靠性评估提出了独特的挑战.
- 现有的OSS可靠性模型很难适应复杂的开发和测试环境中固有的动态故障检测率.
- 准确的软件可靠性对于OSS的广泛采用和信任至关重要.
研究的目的:
- 提出一个新的多版本开源软件可靠性模型.
- 解决当前模型在处理OSS中的可变故障检测率方面的局限性.
- 为开发人员提高OSS可靠性评估的准确性.
主要方法:
- 开发使用三参数生命周期分布的多发行OSS可靠性模型.
- 对拟议模型与现有多次发布的OSS可靠性模型进行比较分析.
- 通过实验结果进行验证,重点关注适配和预测性能.
主要成果:
- 拟议的模型证明了在开发和测试过程中有效适应OSS故障检测的复杂变化.
- 实验结果显示,与其他多释放式OSS可靠性模型相比,更优越的适配和预测性能.
- 该模型显示了对各种OSS故障检测环境的增强适应性.
结论:
- 拟议的基于生命周期分布的三参数模型为评估多发行OSS可靠性提供了显著的改进.
- 该模型为在动态和复杂的环境中评估OSS可靠性提供了更强大的解决方案.
- 它是开发人员准确评估和管理开源软件可靠性的宝贵工具.
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