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Principles of Stochastic Computing: Fundamental Concepts and Applications
arXiv - CS - Emerging Technologies Pub Date : 2020-11-08 , DOI: arxiv-2011.05153
S. Rahimi Kari

The semiconductor and IC industry is facing the issue of high energy consumption. In modern days computers and processing systems are designed based on the Turing machine and Von Neumann's architecture. This architecture mainly focused on designing systems based on deterministic behaviors. To tackle energy consumption and reliability in systems, Stochastic Computing was introduced. In this research, we aim to review and study the principles behind stochastic computing and its implementation techniques. By utilizing stochastic computing, we can achieve higher energy efficiency and smaller area sizes in terms of designing arithmetic units. Also, we aim to popularize the affiliation of Stochastic systems in designing futuristic BLSI and Neuromorphic systems.

中文翻译:

随机计算原理:基本概念和应用

半导体和IC产业正面临着高能耗的问题。在现代,计算机和处理系统是基于图灵机和冯诺依曼架构设计的。这种架构主要侧重于设计基于确定性行为的系统。为了解决系统中的能耗和可靠性问题,引入了随机计算。在这项研究中,我们旨在回顾和研究随机计算背后的原理及其实现技术。通过利用随机计算,我们可以在设计算术单元方面实现更高的能源效率和更小的面积。此外,我们的目标是在设计未来的 BLSI 和神经形态系统时推广随机系统的隶属关系。
更新日期:2020-11-11
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