Abstract:
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 system...Show MoreMetadata
Abstract:
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.
Published in: 2015 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFTS)
Date of Conference: 12-14 October 2015
Date Added to IEEE Xplore: 09 November 2015
ISBN Information:
ISSN Information:
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- IEEE Keywords
- Index Terms
- Bloom Filter ,
- Soft Errors ,
- False Positive ,
- False Negative ,
- Bit Error ,
- Forward Error Correction ,
- Error Rate ,
- False Positive Rate ,
- Power Consumption ,
- Average Results ,
- Effect Of Error ,
- Access Time ,
- Error Detection ,
- Bit Error Rate ,
- Hash Function ,
- Negligible Impact ,
- Bitrate ,
- Failure Time ,
- Impact Of Errors ,
- Memory Size ,
- Parity-check ,
- Errors In Dataset ,
- Word Size
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Bloom Filter ,
- Soft Errors ,
- False Positive ,
- False Negative ,
- Bit Error ,
- Forward Error Correction ,
- Error Rate ,
- False Positive Rate ,
- Power Consumption ,
- Average Results ,
- Effect Of Error ,
- Access Time ,
- Error Detection ,
- Bit Error Rate ,
- Hash Function ,
- Negligible Impact ,
- Bitrate ,
- Failure Time ,
- Impact Of Errors ,
- Memory Size ,
- Parity-check ,
- Errors In Dataset ,
- Word Size
- Author Keywords