Loading…
Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks
Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of service...
Saved in:
Published in: | Mobile networks and applications 2020-04, Vol.25 (2), p.713-724 |
---|---|
Main Authors: | , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323 |
---|---|
cites | cdi_FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323 |
container_end_page | 724 |
container_issue | 2 |
container_start_page | 713 |
container_title | Mobile networks and applications |
container_volume | 25 |
creator | Xu, Xiaolong Liu, Xihua Xu, Zhanyang Wang, Chuanjian Wan, Shaohua Yang, Xiaoxian |
description | Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of services are produced by the mobile devices. Since the mobile devices have limitations on the battery capacity, physical size, etc., they can hardly complete all the services. To relieve this problem, driven by edge computing, the central units (CUs) in fifth-generation wireless systems (5G) could be enhanced into edge nodes (ENs) for processing. However, during the transmission of edge services, the privacy leakage may occur, and the overall performance of the networks needs to be taken into consideration. In this paper, an optimization problem is defined to improve the resource utilization and load balance for all the ENs while protecting the privacy information and satisfying the time requirement. Then, a balanced service offloading method, abbreviated BSOM, is proposed. Finally, abundant experiments and evaluations are conducted to validate our proposed method is both effective and feasible. |
doi_str_mv | 10.1007/s11036-019-01448-8 |
format | article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_journals_2390462572</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2390462572</sourcerecordid><originalsourceid>FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323</originalsourceid><addsrcrecordid>eNp9kMFOAjEQhhujiYi-gKcmnlfb7e7SHpUgaogYlcRbU7pTLMIW2wLBp7e6Gm8eJjOZ-f-ZzIfQKSXnlJDeRaCUsCojVKQoCp7xPdShZS_POC3ZfqoZZ1lRiZdDdBTCnBBSlrzooM2ds03E41W0S_uhonUNdgY_QnBrrwFPol389lVT45FTNb5SC9Wk4dbGV_zg7UbpXcoQwG9aqXEeD-oZ4KfUshoCtg0uh_ge4tb5t3CMDoxaBDj5yV00uR4892-y0Xh4278cZZpRETMoc8ZI-oDp2lQMOK1FbmrBBBVGE64gLxXXPVMJwafVtGfqKQMhNKegC5azLjpr9668e19DiHKe_mrSSZkzQYoqT4ySKm9V2rsQPBi58nap_E5SIr_4ypavTHzlN1_Jk4m1ppDEzQz83-p_XJ_s0H7N</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2390462572</pqid></control><display><type>article</type><title>Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks</title><source>ABI/INFORM Global</source><source>Springer Nature:Jisc Collections:Springer Nature Read and Publish 2023-2025: Springer Reading List</source><creator>Xu, Xiaolong ; Liu, Xihua ; Xu, Zhanyang ; Wang, Chuanjian ; Wan, Shaohua ; Yang, Xiaoxian</creator><creatorcontrib>Xu, Xiaolong ; Liu, Xihua ; Xu, Zhanyang ; Wang, Chuanjian ; Wan, Shaohua ; Yang, Xiaoxian</creatorcontrib><description>Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of services are produced by the mobile devices. Since the mobile devices have limitations on the battery capacity, physical size, etc., they can hardly complete all the services. To relieve this problem, driven by edge computing, the central units (CUs) in fifth-generation wireless systems (5G) could be enhanced into edge nodes (ENs) for processing. However, during the transmission of edge services, the privacy leakage may occur, and the overall performance of the networks needs to be taken into consideration. In this paper, an optimization problem is defined to improve the resource utilization and load balance for all the ENs while protecting the privacy information and satisfying the time requirement. Then, a balanced service offloading method, abbreviated BSOM, is proposed. Finally, abundant experiments and evaluations are conducted to validate our proposed method is both effective and feasible.</description><identifier>ISSN: 1383-469X</identifier><identifier>EISSN: 1572-8153</identifier><identifier>DOI: 10.1007/s11036-019-01448-8</identifier><language>eng</language><publisher>New York: Springer US</publisher><subject>5G mobile communication ; Communications Engineering ; Computer Communication Networks ; Edge computing ; Electrical Engineering ; Electronic devices ; Engineering ; IT in Business ; Load balancing ; Networks ; Optimization ; Privacy ; Resource utilization ; User requirements ; User satisfaction ; Wireless communications ; Wireless networks</subject><ispartof>Mobile networks and applications, 2020-04, Vol.25 (2), p.713-724</ispartof><rights>Springer Science+Business Media, LLC, part of Springer Nature 2019</rights><rights>Springer Science+Business Media, LLC, part of Springer Nature 2019.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323</citedby><cites>FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323</cites><orcidid>0000-0003-4879-9803</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2390462572/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$H</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2390462572?pq-origsite=primo$$EHTML$$P50$$Gproquest$$H</linktohtml><link.rule.ids>314,780,784,11688,27924,27925,36060,44363,74895</link.rule.ids></links><search><creatorcontrib>Xu, Xiaolong</creatorcontrib><creatorcontrib>Liu, Xihua</creatorcontrib><creatorcontrib>Xu, Zhanyang</creatorcontrib><creatorcontrib>Wang, Chuanjian</creatorcontrib><creatorcontrib>Wan, Shaohua</creatorcontrib><creatorcontrib>Yang, Xiaoxian</creatorcontrib><title>Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks</title><title>Mobile networks and applications</title><addtitle>Mobile Netw Appl</addtitle><description>Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of services are produced by the mobile devices. Since the mobile devices have limitations on the battery capacity, physical size, etc., they can hardly complete all the services. To relieve this problem, driven by edge computing, the central units (CUs) in fifth-generation wireless systems (5G) could be enhanced into edge nodes (ENs) for processing. However, during the transmission of edge services, the privacy leakage may occur, and the overall performance of the networks needs to be taken into consideration. In this paper, an optimization problem is defined to improve the resource utilization and load balance for all the ENs while protecting the privacy information and satisfying the time requirement. Then, a balanced service offloading method, abbreviated BSOM, is proposed. Finally, abundant experiments and evaluations are conducted to validate our proposed method is both effective and feasible.</description><subject>5G mobile communication</subject><subject>Communications Engineering</subject><subject>Computer Communication Networks</subject><subject>Edge computing</subject><subject>Electrical Engineering</subject><subject>Electronic devices</subject><subject>Engineering</subject><subject>IT in Business</subject><subject>Load balancing</subject><subject>Networks</subject><subject>Optimization</subject><subject>Privacy</subject><subject>Resource utilization</subject><subject>User requirements</subject><subject>User satisfaction</subject><subject>Wireless communications</subject><subject>Wireless networks</subject><issn>1383-469X</issn><issn>1572-8153</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>M0C</sourceid><recordid>eNp9kMFOAjEQhhujiYi-gKcmnlfb7e7SHpUgaogYlcRbU7pTLMIW2wLBp7e6Gm8eJjOZ-f-ZzIfQKSXnlJDeRaCUsCojVKQoCp7xPdShZS_POC3ZfqoZZ1lRiZdDdBTCnBBSlrzooM2ds03E41W0S_uhonUNdgY_QnBrrwFPol389lVT45FTNb5SC9Wk4dbGV_zg7UbpXcoQwG9aqXEeD-oZ4KfUshoCtg0uh_ge4tb5t3CMDoxaBDj5yV00uR4892-y0Xh4278cZZpRETMoc8ZI-oDp2lQMOK1FbmrBBBVGE64gLxXXPVMJwafVtGfqKQMhNKegC5azLjpr9668e19DiHKe_mrSSZkzQYoqT4ySKm9V2rsQPBi58nap_E5SIr_4ypavTHzlN1_Jk4m1ppDEzQz83-p_XJ_s0H7N</recordid><startdate>20200401</startdate><enddate>20200401</enddate><creator>Xu, Xiaolong</creator><creator>Liu, Xihua</creator><creator>Xu, Zhanyang</creator><creator>Wang, Chuanjian</creator><creator>Wan, Shaohua</creator><creator>Yang, Xiaoxian</creator><general>Springer US</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7SC</scope><scope>7SP</scope><scope>7WY</scope><scope>7WZ</scope><scope>7XB</scope><scope>87Z</scope><scope>8AL</scope><scope>8AO</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FK</scope><scope>8FL</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BEZIV</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FRNLG</scope><scope>F~G</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>JQ2</scope><scope>K60</scope><scope>K6~</scope><scope>K7-</scope><scope>L.-</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>M0C</scope><scope>M0N</scope><scope>P5Z</scope><scope>P62</scope><scope>PQBIZ</scope><scope>PQBZA</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><orcidid>https://orcid.org/0000-0003-4879-9803</orcidid></search><sort><creationdate>20200401</creationdate><title>Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks</title><author>Xu, Xiaolong ; Liu, Xihua ; Xu, Zhanyang ; Wang, Chuanjian ; Wan, Shaohua ; Yang, Xiaoxian</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>5G mobile communication</topic><topic>Communications Engineering</topic><topic>Computer Communication Networks</topic><topic>Edge computing</topic><topic>Electrical Engineering</topic><topic>Electronic devices</topic><topic>Engineering</topic><topic>IT in Business</topic><topic>Load balancing</topic><topic>Networks</topic><topic>Optimization</topic><topic>Privacy</topic><topic>Resource utilization</topic><topic>User requirements</topic><topic>User satisfaction</topic><topic>Wireless communications</topic><topic>Wireless networks</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Xu, Xiaolong</creatorcontrib><creatorcontrib>Liu, Xihua</creatorcontrib><creatorcontrib>Xu, Zhanyang</creatorcontrib><creatorcontrib>Wang, Chuanjian</creatorcontrib><creatorcontrib>Wan, Shaohua</creatorcontrib><creatorcontrib>Yang, Xiaoxian</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>ABI/INFORM Collection</collection><collection>ABI/INFORM Global (PDF only)</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>ABI/INFORM Global (Alumni Edition)</collection><collection>Computing Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ABI/INFORM Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>Advanced Technologies & Aerospace Collection</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Business Premium Collection</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Business Premium Collection (Alumni)</collection><collection>ABI/INFORM Global (Corporate)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Computer Science Collection</collection><collection>ProQuest Business Collection (Alumni Edition)</collection><collection>ProQuest Business Collection</collection><collection>Computer Science Database</collection><collection>ABI/INFORM Professional Advanced</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts – Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>ABI/INFORM Global</collection><collection>Computing Database</collection><collection>Advanced Technologies & Aerospace Database</collection><collection>ProQuest Advanced Technologies & Aerospace Collection</collection><collection>ProQuest One Business</collection><collection>ProQuest One Business (Alumni)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><jtitle>Mobile networks and applications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Xu, Xiaolong</au><au>Liu, Xihua</au><au>Xu, Zhanyang</au><au>Wang, Chuanjian</au><au>Wan, Shaohua</au><au>Yang, Xiaoxian</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks</atitle><jtitle>Mobile networks and applications</jtitle><stitle>Mobile Netw Appl</stitle><date>2020-04-01</date><risdate>2020</risdate><volume>25</volume><issue>2</issue><spage>713</spage><epage>724</epage><pages>713-724</pages><issn>1383-469X</issn><eissn>1572-8153</eissn><abstract>Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of services are produced by the mobile devices. Since the mobile devices have limitations on the battery capacity, physical size, etc., they can hardly complete all the services. To relieve this problem, driven by edge computing, the central units (CUs) in fifth-generation wireless systems (5G) could be enhanced into edge nodes (ENs) for processing. However, during the transmission of edge services, the privacy leakage may occur, and the overall performance of the networks needs to be taken into consideration. In this paper, an optimization problem is defined to improve the resource utilization and load balance for all the ENs while protecting the privacy information and satisfying the time requirement. Then, a balanced service offloading method, abbreviated BSOM, is proposed. Finally, abundant experiments and evaluations are conducted to validate our proposed method is both effective and feasible.</abstract><cop>New York</cop><pub>Springer US</pub><doi>10.1007/s11036-019-01448-8</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0003-4879-9803</orcidid></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1383-469X |
ispartof | Mobile networks and applications, 2020-04, Vol.25 (2), p.713-724 |
issn | 1383-469X 1572-8153 |
language | eng |
recordid | cdi_proquest_journals_2390462572 |
source | ABI/INFORM Global; Springer Nature:Jisc Collections:Springer Nature Read and Publish 2023-2025: Springer Reading List |
subjects | 5G mobile communication Communications Engineering Computer Communication Networks Edge computing Electrical Engineering Electronic devices Engineering IT in Business Load balancing Networks Optimization Privacy Resource utilization User requirements User satisfaction Wireless communications Wireless networks |
title | Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-06T14%3A55%3A27IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Joint%20Optimization%20of%20Resource%20Utilization%20and%20Load%20Balance%20with%20Privacy%20Preservation%20for%20Edge%20Services%20in%205G%20Networks&rft.jtitle=Mobile%20networks%20and%20applications&rft.au=Xu,%20Xiaolong&rft.date=2020-04-01&rft.volume=25&rft.issue=2&rft.spage=713&rft.epage=724&rft.pages=713-724&rft.issn=1383-469X&rft.eissn=1572-8153&rft_id=info:doi/10.1007/s11036-019-01448-8&rft_dat=%3Cproquest_cross%3E2390462572%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c319t-e523301533cdf63e81d92fd93919fc08ae25a8c7f6998b6b7fdb3e99c81ec4323%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2390462572&rft_id=info:pmid/&rfr_iscdi=true |