基于反馈控制理论的软件质量运行时优化研究

Bihuan Chen, Xin Peng, Wenyun Zhao
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引用次数: 7

摘要

当今软件系统运行的环境越来越复杂,使得运行时软件质量不稳定,很难处于最佳状态,特别是对于那些处于开放和动态环境中的系统,例如互联网。本文探讨了软件控制论和反馈控制理论在运行时软件质量优化中的有效性。提出了一种基于反馈控制理论的运行质量优化方法。特别地,我们考虑基于web系统的特定质量属性(即吞吐量)的运行时优化问题。针对该问题设计了双层反馈控制模型,实现了运行时优化控制方法。在该方法中,控制模型收集运行时反馈并利用这些反馈来调整相关的控制参数。实验研究证明了软件控制论和反馈控制理论在运行时质量优化中的有效性。
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Towards runtime optimization of software quality based on feedback control theory
The increasingly complex environments in which software systems are running today have made runtime software quality unstable and hardly in an optimal state, especially for those systems in open and dynamic environments, e.g. Internetware. In this paper, we explore the effectiveness of software cybernetics and feedback control theory in runtime software quality optimization. We propose a method of runtime quality optimization by using feedback control theory. Specially, we consider the problem of runtime optimization for a specific quality attribute, namely throughput, for Web-based systems. We design a double-layer feedback control model for the problem and implement the runtime optimization control method. In the method, runtime feedbacks are collected and used by the control model to adjust related control parameters. The experimental study has demonstrated the effectiveness of software cybernetics and feedback control theory in runtime quality optimization.
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