Efficient Binary Decision Diagram Manipulation by Reducing the Number of Intermediate Nodes

Rune Krauss, Mehran Goli, R. Drechsler
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Abstract

The complexity of hardware systems has increased significantly in recent decades. Due to increasing user requirements, there is a need to develop more efficient data structures and algorithms to guarantee the correct behavior of such systems. A Reduced Ordered Binary Decision Diagram (BDD) is a suitable data structure as it represents all Boolean functions canonically given a variable order as well as provides algorithms for efficient manipulation. However, BDDs also have challenges: practicability depends on their minimization and there is a large memory consumption for some complex functions.To address these issues, this work investigates the number of emerged intermediate nodes that are not used in the final BDD result and presents a novel approach for efficient BDD manipulation by reducing the number of such nodes. Experiments on BDD benchmarks show that peak BDD node sizes can be significantly reduced, leading to accelerated BDD manipulation.
减少中间节点数的高效二值决策图处理
近几十年来,硬件系统的复杂性显著增加。由于用户需求的增加,需要开发更有效的数据结构和算法来保证这些系统的正确行为。降序二进制决策图(BDD)是一种合适的数据结构,因为它代表了所有布尔函数,通常给定一个可变的顺序,并提供了有效操作的算法。然而,bdd也有一些挑战:实用性取决于它们的最小化,而且一些复杂的功能会消耗大量内存。为了解决这些问题,本研究调查了最终BDD结果中未使用的中间节点的数量,并提出了一种通过减少此类节点的数量来有效操作BDD的新方法。在BDD基准测试上的实验表明,峰值BDD节点大小可以显著减小,从而加速BDD操作。
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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