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A fuzzy-based angle-of-arrival estimation system (AES) using radiation pattern reconfigurable (RPR) antenna and modified gaussian membership function

Jais, Mohd. Ilman and Sabapathy, Thennarasan and Jusoh, Muzammil and Ahmad, R. Badlishah and Jamaluddin, Mohd. Haizal and Kamarudin, Muhammad Ramlee and Ehkan, Phaklen and Loganathan, L. Murukesan and Soh, Ping Jack (2019) A fuzzy-based angle-of-arrival estimation system (AES) using radiation pattern reconfigurable (RPR) antenna and modified gaussian membership function. IEEE Access, 7 . pp. 145477-145488. ISSN 2169-3536

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Official URL: http://dx.doi.org/10.1109/ACCESS.2019.2945789

Abstract

Angle-of-arrival (AOA) estimation is an important factor in various wireless sensing applications, especially localization systems. This paper proposes a new type of AOA estimation sensor node, known as AOA-estimation system (AES) where the received signal strength indication (RSSI) from multiple radiation pattern reconfigurable (RPR) antennas are used to calculate the AOA. In the proposed framework, three sets of RPR antennas have been used to provide a coverage of 15 regions of radiation patterns at different angles. The salient feature of this RPR-based AOA estimation is the use of Fuzzy Inferences System (FIS) to further enhance the number of estimation points. The introduction of a modified FIS membership function (MF) based on Gaussian function resulted in an improved 85% FIS aggregation percentage between the fuzzy input and output. This later resulted in a low AOA error (of less than 5%) and root-mean-square error (of less than 8°).

Item Type:Article
Uncontrolled Keywords:Angle-of-arrival (AOA), membership function (MF)
Subjects:T Technology > TK Electrical engineering. Electronics Nuclear engineering
Divisions:Electrical Engineering
ID Code:89070
Deposited By: Widya Wahid
Deposited On:26 Jan 2021 08:42
Last Modified:26 Jan 2021 08:42

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