A Dynamic Dual Fixed-Point Arithmetic Architecture for FPGAs

Author:

Vera G. Alonzo1,Pattichis Marios1,Lyke James2

Affiliation:

1. Department of Electrical and Computer Engineering, The University of New Mexico, Albuquerque, NM 87101, USA

2. Space Electronics Branch of the Space Vehicles, Directorate of the Air Force Research Laboratory, NM 87117-5776, USA

Abstract

In FPGA embedded systems, designers usually have to make a compromise between numerical precision and logical resources. Scientific computations in particular, usually require highly accurate calculations and are computing intensive. In this context, a designer is left with the task of implementing several arithmetic cores for parallel processing while supporting high numerical precision with finite logical resources. This paper introduces an arithmetic architecture that uses runtime partial reconfiguration to dynamically adapt its numerical precision, without requiring significant additional logical resources. The paper also quantifies the relationship between reduced logical resources and savings in power consumption, which is particularly important for FPGA implementations. Finally, our results show performance benefits when this approach is compared to alternative static solutions within bounds on the reconfiguration rate.

Funder

Air Force Research Laboratory

Publisher

Hindawi Limited

Subject

Hardware and Architecture

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Deep Neural Network Interlayer Feature Map Compression Based on Least-Squares Fitting;2022 IEEE International Symposium on Circuits and Systems (ISCAS);2022-05-28

2. Hybrid Dynamic Fixed Point Quantization Methodology for AI Accelerators;2021 18th International SoC Design Conference (ISOCC);2021-10-06

3. Triple Fixed-Point MAC Unit for Deep Learning;2021 Design, Automation & Test in Europe Conference & Exhibition (DATE);2021-02-01

4. Digital Signal Processing Flexed-Point Representation;Procedia Manufacturing;2020

5. Dynamic Energy, Performance, and Accuracy Optimization and Management Using Automatically Generated Constraints for Separable 2D FIR Filtering for Digital Video Processing;ACM Transactions on Reconfigurable Technology and Systems;2015-01-23

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3