Software Engineering Meets Control Theory

A. Filieri, M. Maggio, Konstantinos Angelopoulos, Nicolás D'Ippolito, I. Gerostathopoulos, A. B. Hempel, H. Hoffmann, Pooyan Jamshidi, Evangelia Kalyvianaki, C. Klein, Filip Krikava, Sasa Misailovic, A. Papadopoulos, S. Ray, Amir Molzam Sharifloo, S. Shevtsov, M. Ujma, T. Vogel
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引用次数: 94

Abstract

The software engineering community has proposed numerous approaches for making software self-adaptive. These approaches take inspiration from machine learning and control theory, constructing software that monitors and modifies its own behavior to meet goals. Control theory, in particular, has received considerable attention as it represents a general methodology for creating adaptive systems. Control-theoretical software implementations, however, tend to be ad hoc. While such solutions often work in practice, it is difficult to understand and reason about the desired properties and behavior of the resulting adaptive software and its controller. This paper discusses a control design process for software systems which enables automatic analysis and synthesis of a controller that is guaranteed to have the desired properties and behavior. The paper documents the process and illustrates its use in an example that walks through all necessary steps for self-adaptive controller synthesis.
软件工程与控制理论相结合
软件工程界已经提出了许多使软件自适应的方法。这些方法从机器学习和控制理论中获得灵感,构建监控和修改自身行为以实现目标的软件。特别是控制理论,因为它代表了创建自适应系统的一般方法而受到了相当大的关注。然而,控制理论的软件实现往往是特别的。虽然这样的解决方案通常在实践中有效,但很难理解和推理所产生的自适应软件及其控制器的期望属性和行为。本文讨论了一种软件系统的控制设计过程,该过程能够自动分析和合成保证具有所需性能和行为的控制器。本文记录了这一过程,并举例说明了它在一个例子中的使用,该例子通过了自适应控制器合成的所有必要步骤。
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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