Oscillator-Inspired Dynamical Systems to Solve Boolean Satisfiability

IF 2 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Journal on Exploratory Solid-State Computational Devices and Circuits Pub Date : 2023-01-31 DOI:10.1109/JXCDC.2023.3241045
Mohammad Khairul Bashar;Zongli Lin;Nikhil Shukla
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引用次数: 3

Abstract

Dynamical systems can offer a novel non-Boolean approach to computing. Specifically, the natural minimization of energy in the system is a valuable property for minimizing the objective functions of combinatorial optimization problems, many of which are still challenging to solve using conventional digital solvers. In this work, we design two oscillator-inspired dynamical systems to solve quintessential computationally intractable problems in Boolean satisfiability (SAT). The system dynamics are engineered such that they facilitate solutions to two different flavors of the SAT problem. We formulate the first dynamical system to compute the solution to the 3-SAT problem, while for the second system, we show that its dynamics map to the solution of the Max-not-all-equal (NAE)-3-SAT problem. Our work advances our understanding of how this physics-inspired approach can be used to address challenging problems in computing.
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求解布尔可满足性的振子激励动力系统
动态系统可以提供一种新颖的非布尔计算方法。具体来说,系统中能量的自然最小化是最小化组合优化问题目标函数的一个有价值的属性,其中许多问题仍然难以使用传统的数字求解器来解决。在这项工作中,我们设计了两个振子激励的动力系统来解决布尔可满足性(SAT)中典型的计算棘手问题。系统动力学是这样设计的,它们有助于解决两种不同风格的SAT问题。我们建立了第一个动力系统来计算3-SAT问题的解,而对于第二个系统,我们证明了它的动力学映射到最大不全等于(NAE)-3-SAT问题的解。我们的工作促进了我们对如何使用这种受物理启发的方法来解决计算中的挑战性问题的理解。
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来源期刊
CiteScore
5.00
自引率
4.20%
发文量
11
审稿时长
13 weeks
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