延迟-D:无人驾驶飞行器中存储设备的寿命和性能研究

IF 2.1 3区 工程技术 Q2 ENGINEERING, AEROSPACE
Donghyun Kang
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引用次数: 0

摘要

尽管无人驾驶飞行器(UAV)的技术成就在学术界和工业界不断增长,但对无人驾驶飞行器中的存储设备却缺乏研究。然而,这是一个重要方面,因为无人机中的存储设备寿命和性能有限,而且由于采用片上系统架构,很少更换。在本文中,我们研究了无人机在飞越过程中捕捉图像时如何影响底层存储设备的寿命和性能。我们还提出了一种新的寿命和性能节省机制,称为 Delay-D,它是在内核级设计的,可有效利用基于 NAND 闪存的存储设备的特性。为了证实 Delay-D 的有效性,我们实施了一个模拟器,在无人飞行器上重现真实的写入模式,并在两个不同的实验环境中进行定量评估。在我们的评估中,Delay-D 通过减少存储设备内部的额外写入次数,显著延长了使用寿命,并将商用 NVMe SSD 的整体性能提高了 2.1 倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Delay-D: Research on the Lifespan and Performance of Storage Devices in Unmanned Aerial Vehicles
Despite the technological achievements of unmanned aerial vehicles (UAVs) growing in academia and industry, there is a lack of studies on the storage devices in UAVs. However, this is an important aspect because the storage devices in UAVs have a limited lifespan and performance and are rarely replaced due to a system-on-chip architecture. In this paper, we study how UAVs impact the lifespan and performance of the underlying storage device while capturing images during overflight. We also propose a new lifespan and performance-saving mechanism, called Delay-D, which is designed at the kernel level to efficiently utilize the features of NAND flash-based storage devices. To confirm the effectiveness of Delay-D, we implement a simulator that replays realistic write patterns on UAVs and evaluate quantitative experiments in two different experimental environments. In our evaluation, Delay-D demonstrates the dramatic extension possibility of the lifespan by reducing the number of extra writes inside the storage device and improving the overall performance by up to 2.1× on the commercial NVMe SSD.
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来源期刊
Aerospace
Aerospace ENGINEERING, AEROSPACE-
CiteScore
3.40
自引率
23.10%
发文量
661
审稿时长
6 weeks
期刊介绍: Aerospace is a multidisciplinary science inviting submissions on, but not limited to, the following subject areas: aerodynamics computational fluid dynamics fluid-structure interaction flight mechanics plasmas research instrumentation test facilities environment material science structural analysis thermophysics and heat transfer thermal-structure interaction aeroacoustics optics electromagnetism and radar propulsion power generation and conversion fuels and propellants combustion multidisciplinary design optimization software engineering data analysis signal and image processing artificial intelligence aerospace vehicles'' operation, control and maintenance risk and reliability human factors human-automation interaction airline operations and management air traffic management airport design meteorology space exploration multi-physics interaction.
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