HERMIT: A Benchmark Suite for the Internet of Medical Things

HERMIT: A Benchmark Suite for the Internet of Medical Things
复制标题

DOI:
10.1109/jiot.2018.2849859
复制
发表时间:
2018-10-01
影响因子:
10.6
通讯作者:
Adegbija, Tosiron
Adegbija, Tosiron
中科院分区:
计算机科学1区
文献类型:
--
作者:
Limaye, Ankur;Adegbija, Tosiron

文献摘要

被引文献

相似文献

物联网(IoT)的发展将改变医疗保健行业,并促成医疗物联网(IoMT)的出现。在本文中,我们提出并分析了HERMIT,一个基准套件的IoMT。HERMIT的目标是促进对新的微架构和优化的研究,这些微架构和优化将使新兴的IoMT应用程序能够有效执行。HERMIT包括医疗保健行业各个领域的应用,包括计算机断层扫描,超声,磁共振成像,植入式心脏监测器,可穿戴设备。HERMIT还包括安全和数据压缩的补充应用程序。我们在物联网原型平台上分析了HERMIT,以深入了解IoMT应用程序的计算和内存特性。我们还将HERMIT与三个常用的基准测试套件进行了比较:1)MiBench; 2)SPEC CPU 2006; 3)PARSEC,并表明IoMT应用程序的特性与现有基准测试不同。我们的研究结果激发了对新基准套件的需求,以实现针对IoMT的微架构研究。
The growth of the Internet of Things (IoT) will transform the healthcare industry, and enable the emergence of the Internet of Medical Things (IoMT). In this paper, we present and analyze HERMIT, a benchmark suite for the IoMT. The goal of HERMIT is to facilitate research into new microarchitectures and optimizations that will enable efficient execution of emerging IoMT applications. HERMIT comprises of applications spanning various domains in the healthcare industry, including computerized tomography scan, ultrasound, magnetic resonance imaging, implantable heart monitors, wearable devices. HERMIT also includes supplementary applications for security and data compression. We analyze HERMIT on an IoT prototyping platform to derive insights into IoMT applications' compute and memory characteristics. We also compare HERMIT to three commonly used benchmark suites: 1) MiBench; 2) SPEC CPU2006; and 3) PARSEC, and show that IoMT applications' characteristics differ from existing benchmarks. Our results motivate the need for a new benchmark suite to enable IoMT-targeted microarchitecture research.