Design Flow and Methodology for Dynamic and Static Energy-constrained Scheduling Framework in Heterogeneous Multicore Embedded Devices

Guoqi Xie, Hao Peng, Xiongren Xiao, Yao Liu, Renfa Li
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引用次数: 2

Abstract

With Internet of things technologies, billions of embedded devices, including smart gateways, smart phones, and mobile robots, are connected and deeply integrated. Almost all these embedded devices are battery-constrained and energy-limited systems. In recent years, several works used energy pre-assignment techniques to study the dynamic energy-constrained scheduling of a parallel application in heterogeneous multicore embedded systems. However, the existing energy pre-assignment techniques cannot satisfy the actual energy constraint, because it is the joint constraint on dynamic energy and static energy. Further, the modeling and verification of these works are based on the simulations, which have not been verified in real embedded devices. This study aims to propose a dynamic and static energy-constrained scheduling framework in heterogeneous multicore embedded devices. Solving this problem can utilize existing energy pre-assignment techniques, but it requires a deeply integrated design flow and methodology. The design flow consists of four processes: (1) power and energy modeling; (2) power parameter measurement; (3) basic framework design including energy pre-assignment; and (4) framework optimization. Each design flow has corresponding design methodology. Both our theoretical analysis and practical verification using the low-power ODROID-XU4 device confirm the effectiveness of the proposed framework.
异构多核嵌入式设备中动态和静态能量约束调度框架的设计流程与方法
借助物联网技术,包括智能网关、智能手机、移动机器人在内的数十亿个嵌入式设备相互连接并深度融合。几乎所有这些嵌入式设备都是电池有限和能量有限的系统。近年来,一些研究利用能量预分配技术研究了异构多核嵌入式系统中并行应用的动态能量约束调度问题。然而,现有的能量预分配技术不能满足实际的能量约束,因为它是动态能量和静态能量的联合约束。此外,这些工作的建模和验证是基于仿真的,尚未在实际嵌入式设备中得到验证。本研究旨在提出一种异构多核嵌入式设备的动态和静态能量约束调度框架。解决这一问题可以利用现有的能量预分配技术,但需要一个深度集成的设计流程和方法。设计流程包括四个过程:(1)功率和能量建模;(2)功率参数测量;(3)基本框架设计,包括能量预分配;(4)框架优化。每个设计流程都有相应的设计方法。我们的理论分析和使用低功耗ODROID-XU4器件的实际验证都证实了所提出框架的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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