Using decision diagrams to compactly represent the state space for explicit model checking

Hao Zheng, Andrew Price, C. Myers
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引用次数: 5

Abstract

The enormous number of states reachable during explicit model checking is the main bottleneck for scalability. This paper presents approaches of using decision diagrams to represent very large state space compactly and efficiently. This is possible for asynchronous systems as two system states connected by a transition often share many same local portions. Using decision diagrams can significantly reduce memory demand by not using memory to store the redundant information among different states. This paper considers multi-value decision diagrams for this purpose. Additionally, a technique to reduce the runtime overhead of using these diagrams is also described. Experimental results and comparison with the state compression method as implemented in the model checker SPIN show that the approaches presented in this paper are memory efficient for storing large state space with acceptable runtime overhead.
使用决策图紧凑地表示状态空间,以便进行显式模型检查
在显式模型检查期间可到达的大量状态是可伸缩性的主要瓶颈。本文提出了用决策图紧凑而高效地表示超大状态空间的方法。这对于异步系统是可能的,因为通过转换连接的两个系统状态通常共享许多相同的本地部分。使用决策图可以通过不使用内存来存储不同状态之间的冗余信息来显著减少内存需求。为此,本文考虑了多值决策图。此外,还描述了一种减少使用这些图的运行时开销的技术。实验结果以及与模型检查器SPIN中实现的状态压缩方法的比较表明,本文提出的方法对于存储大的状态空间是有效的,并且运行时开销是可以接受的。
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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