Design and Implementation of a Lightweight Bloom Filter Accelerator for IoT Applications

Huseyin Aydin Seymen*, Müştak Erhan Yalçin

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1 Atıf (Scopus)

Özet

The Internet of Things (IoT) has evolved into a rapidly expanding web of devices surrounding our lives. This interconnected ecosystem facilitates a new level of collaboration and the collection of precious data to be distributed and analyzed. However, as the number of connected devices grows, the volume and variety of generated data increase significantly, necessitating efficient and scalable solutions.Membership testing is one of the challenging the algorithms used in most of the network applications. To make it fast and lightweight, probabilistic data structures like Bloom Filters are employed. Although variants of this algorithm are proposed in the literature, there are very few addressing low power, low resource implementations with recently developed hashing techniques. Therefore, in this work, we present a practical Bloom filter accelerator design with Murmur3 hash, implemented on a Nexys A7 FPGA board. Then, we test and analyze its performance to identify limitations and explore possible improvements.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığı14th International Conference on Electrical and Electronics Engineering, ELECO 2023 - Proceedings
YayınlayanInstitute of Electrical and Electronics Engineers Inc.
ISBN (Elektronik)9798350360493
DOI'lar
Yayın durumuYayınlandı - 2023
Etkinlik14th International Conference on Electrical and Electronics Engineering, ELECO 2023 - Virtual, Bursa, Turkey
Süre: 30 Kas 20232 Ara 2023

Yayın serisi

Adı14th International Conference on Electrical and Electronics Engineering, ELECO 2023 - Proceedings

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???event.eventtypes.event.conference???14th International Conference on Electrical and Electronics Engineering, ELECO 2023
Ülke/BölgeTurkey
ŞehirVirtual, Bursa
Periyot30/11/232/12/23

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© 2023 IEEE.

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