Efficient Algorithm for Evaluating the Required Volume of Resource in Wireless Communication Systems under Joint Servicing of Heterogeneous Traffic for the Internet of Things
We construct and study a mathematical model of the distribution of the resource for transmitting information for an isolated cell of an LTE standard mobile network with the joint servicing of heterogeneous traffic from Internet of Things devices. The model considers an arbitrary number of streams of...
Gespeichert in:
Veröffentlicht in: | Automation and remote control 2019-11, Vol.80 (11), p.2017-2032 |
---|---|
Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 2032 |
---|---|
container_issue | 11 |
container_start_page | 2017 |
container_title | Automation and remote control |
container_volume | 80 |
creator | Stepanov, S. N. Stepanov, M. S. |
description | We construct and study a mathematical model of the distribution of the resource for transmitting information for an isolated cell of an LTE standard mobile network with the joint servicing of heterogeneous traffic from Internet of Things devices. The model considers an arbitrary number of streams of multimedia traffic, which differ in the intensity of the arrival of communication sessions, the size of the resource used to service one session, the time of resource occupation, and the probability of a session being allowed to transmit the information stream. We determine quality of service characteristics for incoming sessions and construct an effective algorithm for estimating the amount of resource required to service given traffic flows with required quality. Efficiency of the algorithm is achieved as a result of the implementation of recursion with respect to the available resource and the use of normalized probabilities of model states during calculations. The algorithm is computationally stable and allows to solve the resource estimation problem many times faster than traditional approaches based on calculating the probabilities of all states for each resource value and their subsequent normalization. We give numerical examples illustrating the implementation features of developed computational procedures. |
doi_str_mv | 10.1134/S0005117919110067 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_journals_2314280297</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2314280297</sourcerecordid><originalsourceid>FETCH-LOGICAL-c316t-dc0753b7eff91e7192c6747beea84fdfe3eef91b90dcefd3cb90a28eaf4b806b3</originalsourceid><addsrcrecordid>eNp1kV9LwzAUxYMoOKcfwLeAz9Wk6frnUcZ0E0FwUx9Lm95skTbZklTYl_IzeusEH8SnhJzfOeeGS8glZ9eci-RmyRibcJ4VvOCcsTQ7IiOesjwSTMTHZDTI0aCfkjPv3xlDKhYj8jlTSksNJtDbdm2dDpuOKuvo7KNq-ypos6ZhA_QZdr120NBX2_YdUKvwydveSaDa0DfUWvCeTm3X9UZLdFpDl3sfoPO0Nw04-mA11izBfWAj5mLGHAI4uwYDtvd05aphmu_-oXRhUDUQBnK1QYs_Jyeqaj1c_Jxj8nI3W03n0ePT_WJ6-xhJwdMQNZJlE1FnoFTBIeNFLNMsyWqAKk9Uo0AAoFIXrJGgGiHxVsU5VCqpc5bWYkyuDrlbZ3c9-FC-418NVpax4Emcs7jIkOIHSjrrvQNVbp3uKrcvOSuHtZR_1oKe-ODxyJo1uN_k_01fkeKTuA</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2314280297</pqid></control><display><type>article</type><title>Efficient Algorithm for Evaluating the Required Volume of Resource in Wireless Communication Systems under Joint Servicing of Heterogeneous Traffic for the Internet of Things</title><source>Springer Nature - Complete Springer Journals</source><creator>Stepanov, S. N. ; Stepanov, M. S.</creator><creatorcontrib>Stepanov, S. N. ; Stepanov, M. S.</creatorcontrib><description>We construct and study a mathematical model of the distribution of the resource for transmitting information for an isolated cell of an LTE standard mobile network with the joint servicing of heterogeneous traffic from Internet of Things devices. The model considers an arbitrary number of streams of multimedia traffic, which differ in the intensity of the arrival of communication sessions, the size of the resource used to service one session, the time of resource occupation, and the probability of a session being allowed to transmit the information stream. We determine quality of service characteristics for incoming sessions and construct an effective algorithm for estimating the amount of resource required to service given traffic flows with required quality. Efficiency of the algorithm is achieved as a result of the implementation of recursion with respect to the available resource and the use of normalized probabilities of model states during calculations. The algorithm is computationally stable and allows to solve the resource estimation problem many times faster than traditional approaches based on calculating the probabilities of all states for each resource value and their subsequent normalization. We give numerical examples illustrating the implementation features of developed computational procedures.</description><identifier>ISSN: 0005-1179</identifier><identifier>EISSN: 1608-3032</identifier><identifier>DOI: 10.1134/S0005117919110067</identifier><language>eng</language><publisher>Moscow: Pleiades Publishing</publisher><subject>Algorithms ; CAE) and Design ; Calculus of Variations and Optimal Control; Optimization ; Computer-Aided Engineering (CAD ; Control ; Digital media ; Internet of Things ; Mathematical models ; Mathematics ; Mathematics and Statistics ; Mechanical Engineering ; Mechatronics ; Mobile communication systems ; Multimedia ; Robotics ; Stochastic Systems ; Systems Theory ; Traffic flow ; Wireless communication systems ; Wireless communications ; Wireless networks</subject><ispartof>Automation and remote control, 2019-11, Vol.80 (11), p.2017-2032</ispartof><rights>Pleiades Publishing, Ltd. 2019</rights><rights>Copyright Springer Nature B.V. 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c316t-dc0753b7eff91e7192c6747beea84fdfe3eef91b90dcefd3cb90a28eaf4b806b3</citedby><cites>FETCH-LOGICAL-c316t-dc0753b7eff91e7192c6747beea84fdfe3eef91b90dcefd3cb90a28eaf4b806b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1134/S0005117919110067$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1134/S0005117919110067$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,778,782,27907,27908,41471,42540,51302</link.rule.ids></links><search><creatorcontrib>Stepanov, S. N.</creatorcontrib><creatorcontrib>Stepanov, M. S.</creatorcontrib><title>Efficient Algorithm for Evaluating the Required Volume of Resource in Wireless Communication Systems under Joint Servicing of Heterogeneous Traffic for the Internet of Things</title><title>Automation and remote control</title><addtitle>Autom Remote Control</addtitle><description>We construct and study a mathematical model of the distribution of the resource for transmitting information for an isolated cell of an LTE standard mobile network with the joint servicing of heterogeneous traffic from Internet of Things devices. The model considers an arbitrary number of streams of multimedia traffic, which differ in the intensity of the arrival of communication sessions, the size of the resource used to service one session, the time of resource occupation, and the probability of a session being allowed to transmit the information stream. We determine quality of service characteristics for incoming sessions and construct an effective algorithm for estimating the amount of resource required to service given traffic flows with required quality. Efficiency of the algorithm is achieved as a result of the implementation of recursion with respect to the available resource and the use of normalized probabilities of model states during calculations. The algorithm is computationally stable and allows to solve the resource estimation problem many times faster than traditional approaches based on calculating the probabilities of all states for each resource value and their subsequent normalization. We give numerical examples illustrating the implementation features of developed computational procedures.</description><subject>Algorithms</subject><subject>CAE) and Design</subject><subject>Calculus of Variations and Optimal Control; Optimization</subject><subject>Computer-Aided Engineering (CAD</subject><subject>Control</subject><subject>Digital media</subject><subject>Internet of Things</subject><subject>Mathematical models</subject><subject>Mathematics</subject><subject>Mathematics and Statistics</subject><subject>Mechanical Engineering</subject><subject>Mechatronics</subject><subject>Mobile communication systems</subject><subject>Multimedia</subject><subject>Robotics</subject><subject>Stochastic Systems</subject><subject>Systems Theory</subject><subject>Traffic flow</subject><subject>Wireless communication systems</subject><subject>Wireless communications</subject><subject>Wireless networks</subject><issn>0005-1179</issn><issn>1608-3032</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNp1kV9LwzAUxYMoOKcfwLeAz9Wk6frnUcZ0E0FwUx9Lm95skTbZklTYl_IzeusEH8SnhJzfOeeGS8glZ9eci-RmyRibcJ4VvOCcsTQ7IiOesjwSTMTHZDTI0aCfkjPv3xlDKhYj8jlTSksNJtDbdm2dDpuOKuvo7KNq-ypos6ZhA_QZdr120NBX2_YdUKvwydveSaDa0DfUWvCeTm3X9UZLdFpDl3sfoPO0Nw04-mA11izBfWAj5mLGHAI4uwYDtvd05aphmu_-oXRhUDUQBnK1QYs_Jyeqaj1c_Jxj8nI3W03n0ePT_WJ6-xhJwdMQNZJlE1FnoFTBIeNFLNMsyWqAKk9Uo0AAoFIXrJGgGiHxVsU5VCqpc5bWYkyuDrlbZ3c9-FC-418NVpax4Emcs7jIkOIHSjrrvQNVbp3uKrcvOSuHtZR_1oKe-ODxyJo1uN_k_01fkeKTuA</recordid><startdate>20191101</startdate><enddate>20191101</enddate><creator>Stepanov, S. N.</creator><creator>Stepanov, M. S.</creator><general>Pleiades Publishing</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>20191101</creationdate><title>Efficient Algorithm for Evaluating the Required Volume of Resource in Wireless Communication Systems under Joint Servicing of Heterogeneous Traffic for the Internet of Things</title><author>Stepanov, S. N. ; Stepanov, M. S.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c316t-dc0753b7eff91e7192c6747beea84fdfe3eef91b90dcefd3cb90a28eaf4b806b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Algorithms</topic><topic>CAE) and Design</topic><topic>Calculus of Variations and Optimal Control; Optimization</topic><topic>Computer-Aided Engineering (CAD</topic><topic>Control</topic><topic>Digital media</topic><topic>Internet of Things</topic><topic>Mathematical models</topic><topic>Mathematics</topic><topic>Mathematics and Statistics</topic><topic>Mechanical Engineering</topic><topic>Mechatronics</topic><topic>Mobile communication systems</topic><topic>Multimedia</topic><topic>Robotics</topic><topic>Stochastic Systems</topic><topic>Systems Theory</topic><topic>Traffic flow</topic><topic>Wireless communication systems</topic><topic>Wireless communications</topic><topic>Wireless networks</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Stepanov, S. N.</creatorcontrib><creatorcontrib>Stepanov, M. S.</creatorcontrib><collection>CrossRef</collection><jtitle>Automation and remote control</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Stepanov, S. N.</au><au>Stepanov, M. S.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Efficient Algorithm for Evaluating the Required Volume of Resource in Wireless Communication Systems under Joint Servicing of Heterogeneous Traffic for the Internet of Things</atitle><jtitle>Automation and remote control</jtitle><stitle>Autom Remote Control</stitle><date>2019-11-01</date><risdate>2019</risdate><volume>80</volume><issue>11</issue><spage>2017</spage><epage>2032</epage><pages>2017-2032</pages><issn>0005-1179</issn><eissn>1608-3032</eissn><abstract>We construct and study a mathematical model of the distribution of the resource for transmitting information for an isolated cell of an LTE standard mobile network with the joint servicing of heterogeneous traffic from Internet of Things devices. The model considers an arbitrary number of streams of multimedia traffic, which differ in the intensity of the arrival of communication sessions, the size of the resource used to service one session, the time of resource occupation, and the probability of a session being allowed to transmit the information stream. We determine quality of service characteristics for incoming sessions and construct an effective algorithm for estimating the amount of resource required to service given traffic flows with required quality. Efficiency of the algorithm is achieved as a result of the implementation of recursion with respect to the available resource and the use of normalized probabilities of model states during calculations. The algorithm is computationally stable and allows to solve the resource estimation problem many times faster than traditional approaches based on calculating the probabilities of all states for each resource value and their subsequent normalization. We give numerical examples illustrating the implementation features of developed computational procedures.</abstract><cop>Moscow</cop><pub>Pleiades Publishing</pub><doi>10.1134/S0005117919110067</doi><tpages>16</tpages></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0005-1179 |
ispartof | Automation and remote control, 2019-11, Vol.80 (11), p.2017-2032 |
issn | 0005-1179 1608-3032 |
language | eng |
recordid | cdi_proquest_journals_2314280297 |
source | Springer Nature - Complete Springer Journals |
subjects | Algorithms CAE) and Design Calculus of Variations and Optimal Control Optimization Computer-Aided Engineering (CAD Control Digital media Internet of Things Mathematical models Mathematics Mathematics and Statistics Mechanical Engineering Mechatronics Mobile communication systems Multimedia Robotics Stochastic Systems Systems Theory Traffic flow Wireless communication systems Wireless communications Wireless networks |
title | Efficient Algorithm for Evaluating the Required Volume of Resource in Wireless Communication Systems under Joint Servicing of Heterogeneous Traffic for the Internet of Things |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-16T14%3A14%3A43IST&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=Efficient%20Algorithm%20for%20Evaluating%20the%20Required%20Volume%20of%20Resource%20in%20Wireless%20Communication%20Systems%20under%20Joint%20Servicing%20of%20Heterogeneous%20Traffic%20for%20the%20Internet%20of%20Things&rft.jtitle=Automation%20and%20remote%20control&rft.au=Stepanov,%20S.%20N.&rft.date=2019-11-01&rft.volume=80&rft.issue=11&rft.spage=2017&rft.epage=2032&rft.pages=2017-2032&rft.issn=0005-1179&rft.eissn=1608-3032&rft_id=info:doi/10.1134/S0005117919110067&rft_dat=%3Cproquest_cross%3E2314280297%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2314280297&rft_id=info:pmid/&rfr_iscdi=true |