Circular Virtual Array Beamforming in Wireless Sensor Network Using Backtracking Search Algorithm

Collaborative beamforming (CB) in wireless sensor networks (WSNs) increases the transmission distance, which allow nodes to transmit data directly can affects the sidelobe level (SLL) of the radiation beampattern, thus the energy efficiency of WSN. Therefore, a proposed AI-based algorithm is designed and implemented to optimize the radiation beampattern performance by finding the inter-element spacing between the sensor nodes based on circular antenna array. In this work, the Backtracking Search Algorithm (BSA) is adopted to implement the proposed Circular BSA. Four different cases are implemented to verify the effectiveness and reliability of the proposed algorithm to achieve the objectives of SLL suppression, adaptive main beam angle, null placement. Results show that the proposed Circular BSA overcome the previous conventional Circular Array (CFA) in all the performance metrics.

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Publication Details

Published
2024-09-09
DOI
https://doi.org/10.1109/atnt61688.2024.10719193
Primary Topic
Antenna Design and Optimization
Type
article
Field-Weighted Citation Impact
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article

Circular Virtual Array Beamforming in Wireless Sensor Network Using Backtracking Search Algorithm

Najla Ilyana Ab Majid, Rashidah Siti Saedah binti Arsat, Nik Noordini Nik Abd Malik, J. J. Chew
Antenna Design and Optimization
article

Circular Virtual Array Beamforming in Wireless Sensor Network Using Backtracking Search Algorithm

Najla Ilyana Ab Majid, Rashidah Siti Saedah binti Arsat, Nik Noordini Nik Abd Malik, J. J. Chew
article en

Abstract

Collaborative beamforming (CB) in wireless sensor networks (WSNs) increases the transmission distance, which allow nodes to transmit data directly can affects the sidelobe level (SLL) of the radiation beampattern, thus the energy efficiency of WSN. Therefore, a proposed AI-based algorithm is designed and implemented to optimize the radiation beampattern performance by finding the inter-element spacing between the sensor nodes based on circular antenna array. In this work, the Backtracking Search Algorithm (BSA) is adopted to implement the proposed Circular BSA. Four different cases are implemented to verify the effectiveness and reliability of the proposed algorithm to achieve the objectives of SLL suppression, adaptive main beam angle, null placement. Results show that the proposed Circular BSA overcome the previous conventional Circular Array (CFA) in all the performance metrics.

University of Technology Malaysia (MY)
Universiti Teknologi Malaysia
Affordable and clean energy
Openalex Percentile: Top 71%
Antenna Design and Optimization
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