Segment-Aware Dynamic Partitioning PCM-DRAM: A Solution to IoT Devices Development Constraints

Qijin Zhu, Shuyi Liu, Zahid Akhtar, Kamran Siddique
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引用次数: 0

Abstract

The Internet of Things(IoT) furnishes a visual blueprint for the future internet. It serves upsensors, actuators, and distal devices on the edge of the network, creating agiant interconnected network. The IoT era refers to the future where all theconceivable data streams are integrated into the IoT, granting human-barrierfree access to physical entities on the internet. Along with the rapid progressof IoT, pressing issues have emerged. Energy dissipation, limited processingefficiency, and confined memory have become severe constraints for the IoT era.Phase Change Memory with Dynamic Random-Access Memory (PCM-DRAM) is ahybrid memory system that has been proven to reduce energy dissipation. It isknown to have a great capacity, higher endurance, and low latency. In thisstudy, we first analyze the significant constraints faced in the IoTdevelopment. We then analyze how these constraints can be solved by PCM-DRAMmemory. To this end, we propose a PCM-DRAM hybrid memory system called“Segment-Aware and Dynamic Partitioning PCM-DRAM” (SADP PCM-DRAM). Our proposalis grounded in a meticulous evaluation of the specific requirements posed byIoT applications. Furthermore, we also proposed two essential equations forquantifying energy consumption and the overall performance in terms ofaverage memory hit time.
段感知动态分区PCM-DRAM:物联网设备开发约束的解决方案
物联网(IoT)为未来的互联网提供了可视化的蓝图。它为网络边缘的传感器、执行器和远端设备提供服务,创建了巨大的互联网络。物联网时代是指未来所有可想象的数据流都被集成到物联网中,使人类能够无障碍地访问互联网上的物理实体。随着物联网的快速发展,一些紧迫的问题也出现了。能量消耗、有限的处理效率和有限的内存已经成为物联网时代的严重制约因素。相变存储器与动态随机存取存储器(PCM-DRAM)是一种混合存储系统,已被证明可以降低能量消耗。众所周知,它具有巨大的容量,更高的耐力和低延迟。在本研究中,我们首先分析了物联网发展面临的重大制约因素。然后,我们分析了pcm - dram存储器如何解决这些限制。为此,我们提出了一种PCM-DRAM混合存储系统,称为“段感知和动态分区PCM-DRAM”(SADP PCM-DRAM)。我们的提案基于对物联网应用所提出的具体要求的细致评估。此外,我们还提出了两个基本方程来量化能量消耗和平均内存命中时间方面的整体性能。
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来源期刊
Journal of Computer Science
Journal of Computer Science Computer Science-Computer Networks and Communications
CiteScore
1.70
自引率
0.00%
发文量
92
期刊介绍: Journal of Computer Science is aimed to publish research articles on theoretical foundations of information and computation, and of practical techniques for their implementation and application in computer systems. JCS updated twelve times a year and is a peer reviewed journal covers the latest and most compelling research of the time.
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