{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T06:01:43Z","timestamp":1774418503055,"version":"3.50.1"},"reference-count":33,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2017,7,4]],"date-time":"2017-07-04T00:00:00Z","timestamp":1499126400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Flemish FWO SBO","award":["S004017N"],"award-info":[{"award-number":["S004017N"]}]},{"DOI":"10.13039\/501100006769","name":"Russian Science Foundation","doi-asserted-by":"publisher","award":["14-50-00150"],"award-info":[{"award-number":["14-50-00150"]}],"id":[{"id":"10.13039\/501100006769","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>IEEE 802.11ah, marketed as Wi-Fi HaLow, extends Wi-Fi to the sub-1 GHz spectrum. Through a number of physical layer (PHY) and media access control (MAC) optimizations, it aims to bring greatly increased range, energy-efficiency, and scalability. This makes 802.11ah the perfect candidate for providing connectivity to Internet of Things (IoT) devices. One of these new features, referred to as the Restricted Access Window (RAW), focuses on improving scalability in highly dense deployments. RAW divides stations into groups and reduces contention and collisions by only allowing channel access to one group at a time. However, the standard does not dictate how to determine the optimal RAW grouping parameters. The optimal parameters depend on the current network conditions, and it has been shown that incorrect configuration severely impacts throughput, latency and energy efficiency. In this paper, we propose a traffic-adaptive RAW optimization algorithm (TAROA) to adapt the RAW parameters in real time based on the current traffic conditions, optimized for sensor networks in which each sensor transmits packets with a certain (predictable) frequency and may change the transmission frequency over time. The TAROA algorithm is executed at each target beacon transmission time (TBTT), and it first estimates the packet transmission interval of each station only based on packet transmission information obtained by access point (AP) during the last beacon interval. Then, TAROA determines the RAW parameters and assigns stations to RAW slots based on this estimated transmission frequency. The simulation results show that, compared to enhanced distributed channel access\/distributed coordination function (EDCA\/DCF), the TAROA algorithm can highly improve the performance of IEEE 802.11ah dense networks in terms of throughput, especially when hidden nodes exist, although it does not always achieve better latency performance. This paper contributes with a practical approach to optimizing RAW grouping under dynamic traffic in real time, which is a major leap towards applying RAW mechanism in real-life IoT networks.<\/jats:p>","DOI":"10.3390\/s17071559","type":"journal-article","created":{"date-parts":[[2017,7,4]],"date-time":"2017-07-04T10:31:57Z","timestamp":1499164317000},"page":"1559","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":61,"title":["Real-Time Station Grouping under Dynamic Traffic for IEEE 802.11ah"],"prefix":"10.3390","volume":"17","author":[{"given":"Le","family":"Tian","sequence":"first","affiliation":[{"name":"IDLab, Department of Mathematics and Computer Science, University of Antwerp\u2014imec, 2020 Antwerp, Belgium"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5541-4671","authenticated-orcid":false,"given":"Evgeny","family":"Khorov","sequence":"additional","affiliation":[{"name":"Network Protocols Research Lab, Institute for Information Transmission Problems, Russian Academy of Sciences, 127051 Moscow, Russia"}]},{"given":"Steven","family":"Latr\u00e9","sequence":"additional","affiliation":[{"name":"IDLab, Department of Mathematics and Computer Science, University of Antwerp\u2014imec, 2020 Antwerp, Belgium"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3587-1354","authenticated-orcid":false,"given":"Jeroen","family":"Famaey","sequence":"additional","affiliation":[{"name":"IDLab, Department of Mathematics and Computer Science, University of Antwerp\u2014imec, 2020 Antwerp, Belgium"}]}],"member":"1968","published-online":{"date-parts":[[2017,7,4]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Tian, L., Famaey, J., and Latr\u00e9, S. 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