Data Repair-Efficient Fault Tolerance for Cellular Networks Using Ldpc Codes
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Date
2021
Authors
Journal Title
Journal ISSN
Volume Title
Publisher
IEEE
Open Access Color
Green Open Access
Yes
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Publicly Funded
No
Abstract
The base station-mobile device communication traffic has dramatically increased recently due to mobile data, which in turn heavily overloaded the underlying infrastructure. To decrease Base Station (BS) interaction, intra-cell communication between local devices, known as Device-to-Device, is utilized for distributed data caching. Nevertheless, due to the continuous departure of existing nodes and the arrival of newcomers, the missing cached data may lead to permanent data loss. In this study, we propose and analyze a class of LDPC codes for distributed data caching in cellular networks. Contrary to traditional distributed storage, a novel repair algorithm for LDPC codes is proposed which is designed to exploit the minimal direct BS communication. To assess the versatility of LDPC codes and establish performance comparisons to classic coding techniques, novel theoretical and experimental evaluations are derived. Essentially, the theoretical/numerical results for repair bandwidth cost in presence of BS are presented in a distributed caching setting. Accordingly, when the gap between the cost of downloading a symbol from BS and from other local network nodes is not dramatically high, we demonstrate that LDPC codes can be considered as a viable fault-tolerance alternative in cellular systems with caching capabilities for both low and high code rates.
Description
Keywords
Coded caching, Maintenance engineering , parity check codes , costs , distributed databases , bandwidth , cellular networks , encoding, Distributed systems, Network coding, Cellular systems, Ldpc, 5g and beyond, distributed systems, Distributed databases, Wireless Networks, Cellular networks, 5G and beyond, Low-Density Parity Check (LDPC), Maintenance engineering, 004, 620, Costs, cellular systems, Bandwidth, Network coding, Encoding, Parity check codes, coded caching, Distributed Storage
Turkish CoHE Thesis Center URL
Fields of Science
02 engineering and technology, 0203 mechanical engineering, 0202 electrical engineering, electronic engineering, information engineering
Citation
Haytaoglu, E., Kaya, E., & Arslan, S. S. (05 October 2021). Data Repair-Efficient Fault Tolerance for Cellular Networks using LDPC codes. IEEE Transactions on Communications, 1–13. https://doi.org/10.1109/tcomm.2021.3118027
WoS Q
Q1
Scopus Q
Q1

OpenCitations Citation Count
4
Source
IEEE Transactions on Communications
Volume
70
Issue
Start Page
1-13
End Page
31
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Citations
CrossRef : 2
Scopus : 5
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0.82815878
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