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      Beamforming Optimization in Internet of Things Applications Using Robust Swarm Algorithm in Conjunction with Connectable and Collaborative Sensors

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          Abstract

          The integration of the Internet of Things (IoT) with Wireless Sensor Networks (WSNs) typically involves multihop relaying combined with sophisticated signal processing to serve as an information provider for several applications such as smart grids, industrial, and search-and-rescue operations. These applications entail deploying many sensors in environments that are often random which motivated the study of beamforming using random geometric topologies. This paper introduces a new algorithm for the synthesis of several geometries of Collaborative Beamforming (CB) of virtual sensor antenna arrays with maximum mainlobe and minimum sidelobe levels (SLL) as well as null control using Canonical Swarm Optimization (CPSO) algorithm. The optimal beampattern is achieved by optimizing the current excitation weights for uniform and non-uniform interelement spacings based on the network connectivity of the virtual antenna arrays using a node selection scheme. As compared to conventional beamforming, convex optimization, Genetic Algorithm (GA), and Particle Swarm Optimization (PSO), the proposed CPSO achieves significant reduction in SLL, control of nulls, and increased gain in mainlobe directed towards the desired base station when the node selection technique is implemented with CB.

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          Binary PSO with mutation operator for feature selection using decision tree applied to spam detection

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            Sidelobe reduction in array-pattern synthesis using genetic algorithm

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              Antenna array pattern synthesis via convex optimization

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                Author and article information

                Journal
                Sensors (Basel)
                Sensors (Basel)
                sensors
                Sensors (Basel, Switzerland)
                MDPI
                1424-8220
                06 April 2020
                April 2020
                : 20
                : 7
                : 2048
                Affiliations
                [1 ]College of Computer Science and Mathematics, University of Mosul, Mosul 41002, Iraq
                [2 ]Systems Engineering Department, Donaghey College of Engineering & Information Technology, University of Arkansas, Little Rock, AR 72701, USA; hmalrizzo@ 123456ualr.edu
                Author notes
                [* ]Correspondence: mzhasan@ 123456uomosul.edu.iq ; Tel.: +964-751-0143-199
                Author information
                https://orcid.org/0000-0002-4950-4029
                https://orcid.org/0000-0002-7280-5313
                Article
                sensors-20-02048
                10.3390/s20072048
                7181185
                32268475
                f186ac0f-56aa-4f3c-8bda-11547256cf42
                © 2020 by the authors.

                Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( http://creativecommons.org/licenses/by/4.0/).

                History
                : 12 February 2020
                : 30 March 2020
                Categories
                Article

                Biomedical engineering
                robust optimization,internet of things,collaborative sensor,beamforming,antenna array

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