Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes
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 utiliz...
Gespeichert in:
Veröffentlicht in: | IEEE transactions on communications 2022-01, Vol.70 (1), p.19-31 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 31 |
---|---|
container_issue | 1 |
container_start_page | 19 |
container_title | IEEE transactions on communications |
container_volume | 70 |
creator | Haytaoglu, Elif Kaya, Erdi Arslan, Suayb S. |
description | 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. |
doi_str_mv | 10.1109/TCOMM.2021.3118027 |
format | Article |
fullrecord | <record><control><sourceid>proquest_RIE</sourceid><recordid>TN_cdi_ieee_primary_9559994</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>9559994</ieee_id><sourcerecordid>2619589884</sourcerecordid><originalsourceid>FETCH-LOGICAL-c295t-25113f1f3f404d7780b5728bd3a45581624829aa90278616b38560dac105fbcf3</originalsourceid><addsrcrecordid>eNo9kEFOwzAQRS0EEqVwAdhYYp0yY8eJvUQpBaSUItSuLSexUUpIip0IcXtSWrGazX8zfx4h1wgzRFB362y1XM4YMJxxRAksPSETFEJGIEV6SiYACqIkTeU5uQhhCwAxcD4h-dz0hr7Znal99OBcXda27enCDE1P111jvWlLS13naWabZmiMpy-2_-78R6CbULfvNJ-_ZjTrKhsuyZkzTbBXxzklm8XDOnuK8tXjc3afRyVToo-YQOQOHXcxxNXYCQqRMllU3MRjZUxYLJkyRo1vyASTgkuRQGVKBOGK0vEpuT3s3fnua7Ch19tu8O14UrMElZBKynhMsUOq9F0I3jq98_Wn8T8aQe-t6T9rem9NH62N0M0Bqq21_4ASQikV818fN2ZW</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2619589884</pqid></control><display><type>article</type><title>Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes</title><source>IEEE Electronic Library (IEL)</source><creator>Haytaoglu, Elif ; Kaya, Erdi ; Arslan, Suayb S.</creator><creatorcontrib>Haytaoglu, Elif ; Kaya, Erdi ; Arslan, Suayb S.</creatorcontrib><description>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.</description><identifier>ISSN: 0090-6778</identifier><identifier>EISSN: 1558-0857</identifier><identifier>DOI: 10.1109/TCOMM.2021.3118027</identifier><identifier>CODEN: IECMBT</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>5G and beyond ; Algorithms ; Bandwidth ; Caching ; Cellular communication ; Cellular networks ; cellular systems ; coded caching ; Codes ; Communication ; Communications traffic ; Costs ; Data loss ; Distributed databases ; distributed systems ; Electronic devices ; Encoding ; Fault tolerance ; Low density parity check codes ; Low-Density Parity Check (LDPC) ; Maintenance engineering ; Network coding ; Nodes ; Parity check codes ; Performance assessment ; Radio equipment ; Repair</subject><ispartof>IEEE transactions on communications, 2022-01, Vol.70 (1), p.19-31</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c295t-25113f1f3f404d7780b5728bd3a45581624829aa90278616b38560dac105fbcf3</citedby><cites>FETCH-LOGICAL-c295t-25113f1f3f404d7780b5728bd3a45581624829aa90278616b38560dac105fbcf3</cites><orcidid>0000-0002-6341-9701 ; 0000-0002-2931-7103 ; 0000-0003-3779-0731</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9559994$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27923,27924,54757</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9559994$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Haytaoglu, Elif</creatorcontrib><creatorcontrib>Kaya, Erdi</creatorcontrib><creatorcontrib>Arslan, Suayb S.</creatorcontrib><title>Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes</title><title>IEEE transactions on communications</title><addtitle>TCOMM</addtitle><description>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.</description><subject>5G and beyond</subject><subject>Algorithms</subject><subject>Bandwidth</subject><subject>Caching</subject><subject>Cellular communication</subject><subject>Cellular networks</subject><subject>cellular systems</subject><subject>coded caching</subject><subject>Codes</subject><subject>Communication</subject><subject>Communications traffic</subject><subject>Costs</subject><subject>Data loss</subject><subject>Distributed databases</subject><subject>distributed systems</subject><subject>Electronic devices</subject><subject>Encoding</subject><subject>Fault tolerance</subject><subject>Low density parity check codes</subject><subject>Low-Density Parity Check (LDPC)</subject><subject>Maintenance engineering</subject><subject>Network coding</subject><subject>Nodes</subject><subject>Parity check codes</subject><subject>Performance assessment</subject><subject>Radio equipment</subject><subject>Repair</subject><issn>0090-6778</issn><issn>1558-0857</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kEFOwzAQRS0EEqVwAdhYYp0yY8eJvUQpBaSUItSuLSexUUpIip0IcXtSWrGazX8zfx4h1wgzRFB362y1XM4YMJxxRAksPSETFEJGIEV6SiYACqIkTeU5uQhhCwAxcD4h-dz0hr7Znal99OBcXda27enCDE1P111jvWlLS13naWabZmiMpy-2_-78R6CbULfvNJ-_ZjTrKhsuyZkzTbBXxzklm8XDOnuK8tXjc3afRyVToo-YQOQOHXcxxNXYCQqRMllU3MRjZUxYLJkyRo1vyASTgkuRQGVKBOGK0vEpuT3s3fnua7Ch19tu8O14UrMElZBKynhMsUOq9F0I3jq98_Wn8T8aQe-t6T9rem9NH62N0M0Bqq21_4ASQikV818fN2ZW</recordid><startdate>202201</startdate><enddate>202201</enddate><creator>Haytaoglu, Elif</creator><creator>Kaya, Erdi</creator><creator>Arslan, Suayb S.</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>8FD</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-6341-9701</orcidid><orcidid>https://orcid.org/0000-0002-2931-7103</orcidid><orcidid>https://orcid.org/0000-0003-3779-0731</orcidid></search><sort><creationdate>202201</creationdate><title>Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes</title><author>Haytaoglu, Elif ; Kaya, Erdi ; Arslan, Suayb S.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c295t-25113f1f3f404d7780b5728bd3a45581624829aa90278616b38560dac105fbcf3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>5G and beyond</topic><topic>Algorithms</topic><topic>Bandwidth</topic><topic>Caching</topic><topic>Cellular communication</topic><topic>Cellular networks</topic><topic>cellular systems</topic><topic>coded caching</topic><topic>Codes</topic><topic>Communication</topic><topic>Communications traffic</topic><topic>Costs</topic><topic>Data loss</topic><topic>Distributed databases</topic><topic>distributed systems</topic><topic>Electronic devices</topic><topic>Encoding</topic><topic>Fault tolerance</topic><topic>Low density parity check codes</topic><topic>Low-Density Parity Check (LDPC)</topic><topic>Maintenance engineering</topic><topic>Network coding</topic><topic>Nodes</topic><topic>Parity check codes</topic><topic>Performance assessment</topic><topic>Radio equipment</topic><topic>Repair</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Haytaoglu, Elif</creatorcontrib><creatorcontrib>Kaya, Erdi</creatorcontrib><creatorcontrib>Arslan, Suayb S.</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEEE transactions on communications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Haytaoglu, Elif</au><au>Kaya, Erdi</au><au>Arslan, Suayb S.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes</atitle><jtitle>IEEE transactions on communications</jtitle><stitle>TCOMM</stitle><date>2022-01</date><risdate>2022</risdate><volume>70</volume><issue>1</issue><spage>19</spage><epage>31</epage><pages>19-31</pages><issn>0090-6778</issn><eissn>1558-0857</eissn><coden>IECMBT</coden><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.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TCOMM.2021.3118027</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-6341-9701</orcidid><orcidid>https://orcid.org/0000-0002-2931-7103</orcidid><orcidid>https://orcid.org/0000-0003-3779-0731</orcidid></addata></record> |
fulltext | fulltext_linktorsrc |
identifier | ISSN: 0090-6778 |
ispartof | IEEE transactions on communications, 2022-01, Vol.70 (1), p.19-31 |
issn | 0090-6778 1558-0857 |
language | eng |
recordid | cdi_ieee_primary_9559994 |
source | IEEE Electronic Library (IEL) |
subjects | 5G and beyond Algorithms Bandwidth Caching Cellular communication Cellular networks cellular systems coded caching Codes Communication Communications traffic Costs Data loss Distributed databases distributed systems Electronic devices Encoding Fault tolerance Low density parity check codes Low-Density Parity Check (LDPC) Maintenance engineering Network coding Nodes Parity check codes Performance assessment Radio equipment Repair |
title | Data Repair-Efficient Fault Tolerance for Cellular Networks Using LDPC Codes |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-11T17%3A02%3A39IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_RIE&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Data%20Repair-Efficient%20Fault%20Tolerance%20for%20Cellular%20Networks%20Using%20LDPC%20Codes&rft.jtitle=IEEE%20transactions%20on%20communications&rft.au=Haytaoglu,%20Elif&rft.date=2022-01&rft.volume=70&rft.issue=1&rft.spage=19&rft.epage=31&rft.pages=19-31&rft.issn=0090-6778&rft.eissn=1558-0857&rft.coden=IECMBT&rft_id=info:doi/10.1109/TCOMM.2021.3118027&rft_dat=%3Cproquest_RIE%3E2619589884%3C/proquest_RIE%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2619589884&rft_id=info:pmid/&rft_ieee_id=9559994&rfr_iscdi=true |