Wi-Fi Meets ML: A Survey on Improving IEEE 802.11 Performance With Machine Learning
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A Review Paper on IEEE 802.11 WLAN
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- First Online: 01 January 2013
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- Vikram Singh 6 &
- Lalit Kumar Awasthi 6
Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 216))
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IEEE 802.11 wireless networks are becoming omnipresent nowadays, providing mobility as well as flexibility to the users accessing the information. Presently, it acts as an alternative to the wired network, but soon it may replace the wired network completely. The protocol is based on multiple access where a node competes with other nodes to get access to the communication medium and to transmit the data. A major aspect of wireless technology is roaming, which is defined as the ability to seamlessly change from one wireless AP to another. TCP used in wired networks is not appropriate for wireless networks because TCP assumes all loses as a result of congestion, which is not the case always in wireless links. Also, wireless networks are more vulnerable to security threats as compared to wired networks.
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Department of Computer Science and Engineering, National Institute of Technology, Hamirpur, Himachal Pradesh, 177005, India
Vikram Singh & Lalit Kumar Awasthi
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Correspondence to Vikram Singh .
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School of Electrical and Information Eng, University of Sydney, Sydney, New South Wales, Australia
Swamidoss Sathiakumar
Dept of Computer Science & Engg., National Institute of Technology, Hamirpur, Himachal Pradesh, India
Lalit Kumar Awasthi
School of Computing Sciences, Hindustan University, Chennai, Tamil Nadu, India
M. Roberts Masillamani
Department of CSE, SRM University, Chennai, Tamil Nadu, India
S S Sridhar
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Singh, V., Awasthi, L.K. (2014). A Review Paper on IEEE 802.11 WLAN. In: Sathiakumar, S., Awasthi, L., Masillamani, M., Sridhar, S. (eds) Proceedings of International Conference on Internet Computing and Information Communications. Advances in Intelligent Systems and Computing, vol 216. Springer, New Delhi. https://doi.org/10.1007/978-81-322-1299-7_24
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DOI : https://doi.org/10.1007/978-81-322-1299-7_24
Published : 24 September 2013
Publisher Name : Springer, New Delhi
Print ISBN : 978-81-322-1298-0
Online ISBN : 978-81-322-1299-7
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IMAGES
COMMENTS
Wireless local area networks (WLANs) empowered by IEEE 802.11 (Wi-Fi) hold a dominant position in providing Internet access thanks to their freedom of deployment and configuration as well as the existence of affordable and highly interoperable devices. The Wi-Fi community is currently deploying Wi-Fi 6 and developing Wi-Fi 7, which will bring higher data rates, better multi-user and multi-AP ...
technology i.e. IEEE 802.11,which is a set of. physical layer standard for implement ing. wireless local area network computer. communication in the 2.4,3.6,5 and 60GHz. frequency band. They fix ...
The IEEE 802.11 standard for wireless local area networking (WLAN), commercially known as Wi-Fi, has become a necessity in our day-to-day life. Over a billion Wi-Fi access points connect close to hundred billion of IoT devices, smart phones, tablets, laptops, desktops, smart TVs, video cameras, monitors, printers, and other consumer devices to the Internet to enable millions of applications to ...
Wireless local area networks (WLANs), standardized in. IEEE 802.11 and commercialized as Wi-Fi, hold a dominant. position in providing wireless Internet access. Cisco's V isual. Networking Index ...
1According to ABI Research, in 2013 more than two billion IEEE 802.11-enabled devices were shipped. Several factors have contributed to the success of the IEEE 802.11 family of standards, interoperability, ease of use, and exibility being among the most important. First, the IEEE 802.11 standards were initially designed to be
research papers on this topic; we refer the reader to papers such as [9], [11] for a detailed (though still wireless networking-related) treatment of these methods. The overall structure of the survey is depicted in Fig. 2 together with an indication of the ML methods reported in the state-of-the-art papers, for each of the surveyed area. After
IEEE-802.11 standard updates are often required as a consequence of emerging technologies and the need for new, error-prone, and rapid connections. The purpose of this research is to provide the findings of a systematic assessment conducted using reports, IEEE-802.11 standard documents, and peer-reviewed publications.
HiperLANs' failure over IEEE 802.11. Lastly we conclude our paper in section 10. 2. Development of IEEE 802.11 The Physical layer (PHY) and medium access control (MAC) layer were mainly targeted by the IEEE 802 project. When the idea of wireless local area network (WLAN) was first conceived, it was just thought of another PHY of one of the ...
Wireless local area networks (WLANs), standardized in. IEEE 802.11 and commercialized as Wi-Fi, hold a dominant. position in providing wireless Internet access. Cisco's V isual. Networking Index ...
In this paper we have described the main scenarios, novel functionalities and mechanisms that will characterise the use, operation and performance of next-generation WLANs and provided an extensive and thorough review of the IEEE 802.11ac, IEEE 802.11aa, IEEE 802.11ah, and IEEE 802.11af amendments. The paper also provides an up-to-date survey ...
Given the importance of WLANs, other surveys have been published on the IEEE 802.11 standards. Earlier surveys primarily focused on presenting the different classes of proposed MAC protocols [18].A complete overview of the wealth of amendments that have been accepted or were in the process of being standardised before 2010 is provided in [1].More recently, other surveys have given detailed ...
IEEE 802.11. This was the first WLAN standard developed in 1997. It supported data rate of not more than 2 Mbps, which was too low for most of the applications. So it is not in much use now [ 1 ]. IEEE 802.11b. It was developed in 1999 and it supported data rate up to 11 Mbps. It operates on 2.4 GHz. IEEE 802.11a.
In this survey, we adopt a structured approach to describe the various Wi-Fi areas where ML is applied. To this end, we analyze over 250 papers in the field, providing readers with an overview of the main trends. Based on this review, we identify specific open challenges and provide general future research directions.
However, there are still challenges for the IEEE 802.11 technology in such scenarios. For those reasons, this special issue is aimed at collecting high-quality research papers and review articles focusing on the latest trends in the use of IEEE 802.11 in wireless sensor network and IoT scenarios. We seek original papers showing recent advances ...
IEEE-802.11 standard updates are often required as a consequence of emerging technologies and the need for new, error-prone, and rapid connections. The purpose of this research is to provide the findings of a systematic assessment conducted using reports, IEEE-802.11 standard documents, and peer-reviewed publications.
A BSTRACT. The introduction of IEEE's 802.11 standards. has enabled a mass market, with a huge impact. in the home, office, and public areas. Today, lap-. tops, PCs, printers, cellular phones ...
For example, in Europe, LoRa and 802.15.4g partly share the frequency spectrum with IEEE 802.11ah. A limited research on interference between 802.15.4g and IEEE 802.11ah has demonstrated that fair spectrum sharing between them can be achieved (Liu et al., 2018). However, considering long transmission times of LoRa and the back-off mechanisms of ...
IEEE 802.11bn UHR: Fig. 1 summarizes the ongoing IEEE standardization effort for 802.11bn (bottom) alongside the nearly completed 802.11be amendment (top) and its con-solidated main features. The UHR Study Group (SG) was established in July 2022 to discuss and produce a new Project Authorization Request (PAR) defining the set of objectives,
S. Szott et al., "Wi-Fi Meets ML: A Survey on Improving IEEE 802.11 Performance With Machine Learning," in IEEE Communications Surveys & Tutorials, vol. 24, no. 3, pp. 1843- ... reviewed almost 600 research papers on ML in 5G systems. However, neither these nor other recent surveys (reviewed in Section II) describe in detail the Wi-Fi ...