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Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance
Performance evaluation in Internet of Things (IoT) networks is becoming more and more important due to the increasing demand for quality of service (QoS). In addition to basic statistical properties based on the distribution of interarrival times of packets, actual network traffic exhibits correlati...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302563/ http://dx.doi.org/10.1007/978-3-030-50426-7_32 |
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author | Wlodarski, Przemyslaw |
author_facet | Wlodarski, Przemyslaw |
author_sort | Wlodarski, Przemyslaw |
collection | PubMed |
description | Performance evaluation in Internet of Things (IoT) networks is becoming more and more important due to the increasing demand for quality of service (QoS). In addition to basic statistical properties based on the distribution of interarrival times of packets, actual network traffic exhibits correlations over a wide range of time scales associated with long-range dependence (LRD). This article focuses on examining the impact of both LRD and number of nodes that transmit packets in a typical IoT wireless local network, on performance of the backhaul link. The analysis of latency and packet loss led to an interesting observation that the aggregation of packet streams, originating from single nodes, lowers the importance of LRD, even causing an underestimation of performance results when compared to the queueing system with Markovian input. |
format | Online Article Text |
id | pubmed-7302563 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-73025632020-06-19 Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance Wlodarski, Przemyslaw Computational Science – ICCS 2020 Article Performance evaluation in Internet of Things (IoT) networks is becoming more and more important due to the increasing demand for quality of service (QoS). In addition to basic statistical properties based on the distribution of interarrival times of packets, actual network traffic exhibits correlations over a wide range of time scales associated with long-range dependence (LRD). This article focuses on examining the impact of both LRD and number of nodes that transmit packets in a typical IoT wireless local network, on performance of the backhaul link. The analysis of latency and packet loss led to an interesting observation that the aggregation of packet streams, originating from single nodes, lowers the importance of LRD, even causing an underestimation of performance results when compared to the queueing system with Markovian input. 2020-05-25 /pmc/articles/PMC7302563/ http://dx.doi.org/10.1007/978-3-030-50426-7_32 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Wlodarski, Przemyslaw Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance |
title | Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance |
title_full | Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance |
title_fullStr | Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance |
title_full_unstemmed | Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance |
title_short | Impact of Long-Range Dependent Traffic in IoT Local Wireless Networks on Backhaul Link Performance |
title_sort | impact of long-range dependent traffic in iot local wireless networks on backhaul link performance |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302563/ http://dx.doi.org/10.1007/978-3-030-50426-7_32 |
work_keys_str_mv | AT wlodarskiprzemyslaw impactoflongrangedependenttrafficiniotlocalwirelessnetworksonbackhaullinkperformance |