Data Placement Through Clustering Sequential Writes and Isolating Cold Pages for Write Amplification Reduction in NAND Flash Memory

IF 3.4 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Access Pub Date : 2024-10-01 DOI:10.1109/ACCESS.2024.3470812
Seungsu Baik;Taehwa Lee;Jaehyuk Cha
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Abstract

NAND flash-based solid-state drives have revolutionized storage solutions in resource-restrictive electronics owing to their compact size, low power consumption, and high shock resistance. However, they face limitations such as asymmetrical read, write, and erase operations, leading to write amplification (WA), decreased performance, and shorter lifespan. This paper introduces clustering sequential writes and cold isolation (CSWCI), a novel data placement scheme that addresses two critical challenges: identifying sequential writes hidden within random input/output streams and efficiently migrating cold pages. CSWCI employs logical address-based clustering to detect sequential patterns, enhancing spatial locality and reducing random writes. Additionally, it accurately isolates frozen pages that have not been used recently and are not expected to be used again during garbage collection, thus minimizing unnecessary migrations and WA. Unlike conventional methods, CSWCI optimizes memory usage, aligning with the low power consumption requirement of mobile devices such as smartphone and tablet PC. Experimental results demonstrate a maximum 33% reduction in valid page copies, which typically worsens WA compared to existing schemes, indicating improved performance and durability.
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通过集群顺序写入和冷页面隔离实现数据放置,从而降低 NAND 闪存中的写入放大率
基于 NAND 闪存的固态硬盘具有体积小、功耗低和抗冲击性强的特点,为资源受限型电子设备的存储解决方案带来了革命性的变化。然而,它们也面临着一些限制,如读取、写入和擦除操作不对称,导致写入放大(WA)、性能下降和寿命缩短。本文介绍了聚类顺序写入和冷隔离(CSWCI),这是一种新型数据放置方案,可解决两个关键难题:识别隐藏在随机输入/输出流中的顺序写入和有效迁移冷页面。CSWCI 采用基于逻辑地址的聚类来检测顺序模式,从而增强空间位置性并减少随机写入。此外,它还能准确地隔离最近未使用且预计在垃圾回收期间不会再次使用的冻结页面,从而最大限度地减少不必要的迁移和 WA。与传统方法不同,CSWCI 优化了内存使用,符合智能手机和平板电脑等移动设备的低功耗要求。实验结果表明,与现有方案相比,有效页面拷贝最多可减少 33%,而有效页面拷贝通常会恶化 WA,这表明性能和耐用性得到了提高。
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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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