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https://hdl.handle.net/11499/46598
Title: | Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes | Authors: | Haytaoglu, Elif Kaya, Erdi Arslan, Suayb S. |
Keywords: | Maintenance engineering Parity check codes Costs Distributed databases Bandwidth Cellular networks Encoding Network coding cellular systems Low-Density Parity Check (LDPC) coded caching distributed systems 5G and beyond Distributed Storage Wireless Networks |
Publisher: | Ieee-Inst Electrical Electronics Engineers Inc | 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 Low-Density Parity Check (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. | URI: | https://doi.org/10.1109/TCOMM.2021.3118027 https://hdl.handle.net/11499/46598 |
ISSN: | 0090-6778 1558-0857 |
Appears in Collections: | Mühendislik Fakültesi Koleksiyonu Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
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