保护布隆过滤器免受软错误的方法

P. Reviriego, S. Pontarelli, J. A. Maestro, M. Ottavi
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引用次数: 6

摘要

布隆过滤器在许多计算和网络应用程序中使用,它们提供了一种简单的方法来测试元素是否存在于集合中。在其中一些系统中,可靠性是一个主要问题,因此应该保护Bloom过滤器,以确保错误不会影响系统行为。布隆滤波器的电子实现中最常见的误差类型之一是辐射引起的软误差。软错误会破坏布隆过滤器的内容,导致假阳性和假阴性。纠错码(ecc)可用于保护布隆滤波器,以便检测和纠正例如单比特错误。然而,ECCs的使用会影响实现区域、功率和延迟。本文提出了一种有效保护布隆滤波器内容的方法。该方案利用假阳性和假阴性在系统级的不同效果,以较低的成本实现有效的错误保护。为了说明所提出的方法的好处,提出了一个案例研究,其中所提出的实现与使用传统的汉明ECC进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A method to protect Bloom filters from soft errors
Bloom filters are used in many computing and networking applications where they provide a simple method to test if an element is present in a set. In some of those systems, reliability is a major concern and therefore the Bloom filters should be protected to ensure that errors do not affect the system behavior. One of the most common type of errors in electronic implementations of Bloom filters are radiation induced soft errors. Soft errors can corrupt the contents of a Bloom filter causing false positives and false negatives. Error Correction Codes (ECCs) can be used to protect the Bloom filter so that for example single bit errors are detected and corrected. However, the use of ECCs impacts the implementation area, power and delay. In this paper, a method to efficiently protect the contents of a Bloom filter is presented. The scheme exploits the different effects at the system level of false positives and false negatives to achieve effective error protection at lower cost than that of a traditional ECC. To illustrate the benefits of the proposed method, a case study is presented where the proposed implementation is compared with the use of a traditional Hamming ECC.
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