Quantum annealing is an emerging new platform for combinatorial optimization, requiring an Ising model formulation for optimization problems. The formulation can be an essential obstacle to the permeation of this innovation into broad areas of everyday life. Our research is aimed at the proposal of a Petri net modeling approach for an Ising model formulation. Although the proposed method requires users to model their optimization problems with Petri nets, this process can be carried out in a relatively straightforward manner if we know the target problem and the simple Petri net modeling rules. With our method, the constraints and objective functions in the target optimization problems are represented as fundamental characteristics of Petri net models, extracted systematically from Petri net models, and then converted into binary quadratic nets, equivalent to Ising models. The proposed method can drastically reduce the difficulty of the Ising model formulation.
翻译:量子肛门编织是一个新出现的组合优化新平台,需要用Ising模型来提出优化问题。配方可以成为将这一创新渗透到日常生活广泛领域的主要障碍。我们的研究旨在为Ising模型的配方提出Petri净额建模方法的建议。虽然拟议的方法要求用户用Petri 网模拟其优化问题,但是,如果我们了解目标问题和简单的Petri 网络建模规则,这一过程可以比较直接地进行。用我们的方法,目标优化问题中的制约因素和客观功能可以作为Petri 网模型的基本特征,从Petri 网模型中系统地提取,然后转换成相当于Ising模型的二元二次二次二次二次裁剪网。拟议的方法可以大幅降低Ising模型的难度。