基于多体效应的可逆逻辑,具有简单的能量景观和高精度

IF 2 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Yihan He;Chao Fang;Sheng Luo;Gengchiau Liang
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引用次数: 0

摘要

受多体效应的启发,我们提出了一种使用概率比特(p比特)的基于玻尔兹曼机(BM)的可逆逻辑(IL)的新设计。提出了一种基于CMOS的XNOR门作为多体交互的硬件实现,并在此基础上构建了IL家族。与传统的基于两体的设计框架相比,基于多体的设计实现了紧凑的配置,并为基本IL门提供了最简单的二进制能量景观;此外,我们通过将模块化构建块合并到大规模整数分解器(IF)中,证明了基于多体的IL电路的可组合性。为了优化大规模组合IL电路的能量景观,我们引入了能级的简并性,这扩大了最低状态的概率。我们的IF的电路模拟显示了因子分解精度的显著提高。一个2-$\times2$-bit IF的例子表明,随着能级数量从32减少到9,因子分解精度从64.99%增加到91.44%。类似地,我们的6$\times6$-bit IF通过多体设计将精度从4.430%提高到83.65%。总体而言,基于多体的设计方案为未来的IL电路设计提供了有希望的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Many-Body Effects-Based Invertible Logic With a Simple Energy Landscape and High Accuracy
Inspired by many-body effects, we propose a novel design for Boltzmann machine (BM)-based invertible logic (IL) using probabilistic bits (p-bits). A CMOS-based XNOR gate is derived to serve as the hardware implementation of many-body interactions, and an IL family is built based on this design. Compared to the conventional two-body-based design framework, the many-body-based design enables compact configuration and provides the simplest binarized energy landscape for fundamental IL gates; furthermore, we demonstrate the composability of the many-body-based IL circuit by merging modular building blocks into large-scale integer factorizers (IFs). To optimize the energy landscape of large-scale combinatorial IL circuits, we introduce degeneracy in energy levels, which enlarges the probabilities for the lowest states. Circuit simulations of our IFs reveal a significant boost in factorization accuracy. An example of a 2- $\times2$ -bit IF demonstrated an increment of factorization accuracy from 64.99% to 91.44% with a reduction in the number of energy levels from 32 to 9. Similarly, our 6- $\times6$ -bit IF increases the accuracy from 4.430% to 83.65% with the many-body design. Overall, the many-body-based design scheme provides promising results for future IL circuit designs.
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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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