MANAGEMENT OF WIRELESS COMMUNICATION SYSTEMS USING ARTIFICIAL INTELLIGENCE-BASED SOFTWARE DEFINED RADIO

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dc.contributor.advisorTİRYAKİ, VOLKAN MÜJDAT
dc.contributor.authorBARGARAI, FAIQ AHMED MOHAMMED
dc.date.accessioned2019-11-29T04:52:41Z
dc.date.available2019-11-29T04:52:41Z
dc.date.issued2019en_US
dc.date.submitted2019-05-15
dc.departmentEnstitüler, Fen Bilimleri Enstitüsü, Elektrik-Elektronik Mühendisliği Ana Bilim Dalıen_US
dc.description.abstractManagement of wireless communication systems has been investigated thoroughly with novel methods, which led to the development of mainly software based methods rather than hardware. SoftwareDefined Radio (SDR) is a common method for developing and implementing wireless communication protocols. In the proposed artificial intelligence based SDR system, wireless nodes are made self-organized in distributed form by using only local information. The proposed software based method can be used to control the channel frequency, bandwidth, and modulation format. The advantages of the software based system are explained. The general performance of the system is improved in terms of connectivity which belong to the SDR capabilities supported by wireless nodes, as well as a controlled mobility function. The requirements for the restricted connectivity by using SDR are made more stringent with regard to the maximum coverage.en_US
dc.description.tableofcontentsTABLE OF CONTENTS Page ACKNOWLEDGMENT .........................................................................................................................İİİ TABLE OF CONTENTS ........................................................................................................................İV LIST OF FIGURES............................................................................................................................... Vİİ ABBREVIATIONS AND SYMBOL LISTS.......................................................................................Vİİİ ÖZET........................................................................................................................................................İX ABSTRACT................................................................................................................................................X 1. INTRODUCTION ................................................................................................................................. 1 1.1 PROBLEM STATEMENT ....................................................................................................................... 5 1.2. HYPOTHESIS...................................................................................................................................... 7 1.3. RESEARCH FOCUS ............................................................................................................................. 7 1.4. PURPOSE STATEMENT ....................................................................................................................... 7 1.5. SCOPE AND LIMITATIONS OF THE STUDY ........................................................................................... 9 1.6. THE AIM OF THE STUDY..................................................................................................................... 9 1.7. THESIS OUTLINE ............................................................................................................................... 9 2. LITERATURE REVIEW ................................................................................................................... 10 2.1. SDR AND ITS CAPABILITIES ............................................................................................................ 11 2.2. THE APPLICATION OF SDR.............................................................................................................. 14 2.3. THE IMPACT OF SDR IN NETWORK MANAGEMENT AND COMMUNICATION SYSTEM ........................ 15 2.4. ARTIFICIAL NEURAL NETWORKS..................................................................................................... 16 2.5. THE ANN ARCHITECTURE .............................................................................................................. 19 2.6. THE IMPACT OF ANN IN THE MANAGEMENT OF A WIRELESS COMMUNICATION SYSTEM................. 22 2.7. MODULATION SCHEMES IN SDR..................................................................................................... 23 3. MATERIALS AND METHODS ........................................................................................................ 24 3.1. WORK STEPS: .................................................................................................................................. 24 3.2. THE DESCRIPTION OF THE WIRELESS MOBILE PLATFORM .............................................................. 24 3.3. SDR................................................................................................................................................ 24 3.4. THE SYSTEM STRUCTURE ................................................................................................................ 24 3.4.1. Purchase................................................................................................................................. 25 3.4.2. Host PC and Enabling Software............................................................................................. 26 3.4.3. Connecting the RTL-SDR ....................................................................................................... 27 3.4.4. RTL-SDR Ready to Receive and Process FM Signals............................................................ 28 v 3.5. THE MATHEMATICAL MODEL......................................................................................................... 30 3. 6. ANN STEPS .................................................................................................................................... 31 3.7. THE GA FOR TSP............................................................................................................................ 35 4. RESULTS AND DISCUSSION..................................................................................................... 37 4.1 THE SDR INSTALLATION AND SIGNAL PROCESSING ......................................................................... 37 4.2. ANN RESULTS ................................................................................................................................ 46 4.2.1 ANN training results................................................................................................................ 46 4.2.2 GA for TSP Results.................................................................................................................. 48 4.2.3 The ANN and GA for one TSP to select nodes locations......................................................... 51 4.2.4 GA for TSP optimization nodes distribution in the specific area ............................................ 52 5. CONCLUSIONS AND FUTURE WORK ......................................................................................... 56 5.1. CONCLUSIONS................................................................................................................................. 56 5.2. FUTURE WORK................................................................................................................................ 56 CURRICULUM VITAE.......................................................................................................................... 61en_US
dc.identifier.citationBargarai, Faiq Ahmed Mohammed, Management of wireless communication systems using artificial intelligence-based software defined radio, Siirt Üniversitesi Fen Bilimleri Enstitüsü Yüksek Lisans Tezi, 2019.en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12604/2096
dc.identifier.yoktezid547388
dc.institutionauthorTİRYAKİ, VOLKAN MÜJDAT
dc.language.isoenen_US
dc.publisherSİİRT ÜNİVERSİTESİ FEN BİLİMLERİ ENSTİTÜSÜen_US
dc.relation.publicationcategoryTezen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.snmz#KayıtKontrol#
dc.subjectSoftware defined radioen_US
dc.subjectArtificial intelligenceen_US
dc.subjectGenetic algorithmen_US
dc.subjectMobile nodesen_US
dc.titleMANAGEMENT OF WIRELESS COMMUNICATION SYSTEMS USING ARTIFICIAL INTELLIGENCE-BASED SOFTWARE DEFINED RADIOen_US
dc.typeMaster Thesisen_US

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