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            <front>

                <journal-meta>
                                    <journal-id></journal-id>
            <journal-title-group>
                                                                                    <journal-title>Balkan Journal of Electrical and Computer Engineering</journal-title>
            </journal-title-group>
                            <issn pub-type="ppub">2147-284X</issn>
                                        <issn pub-type="epub">2147-284X</issn>
                                                                                            <publisher>
                    <publisher-name>MUSA YILMAZ</publisher-name>
                </publisher>
                    </journal-meta>
                <article-meta>
                                        <article-id pub-id-type="doi">10.17694/bajece.654499</article-id>
                                                                <article-categories>
                                            <subj-group  xml:lang="en">
                                                            <subject>Electrical Engineering</subject>
                                                    </subj-group>
                                            <subj-group  xml:lang="tr">
                                                            <subject>Elektrik Mühendisliği</subject>
                                                    </subj-group>
                                    </article-categories>
                                                                                                                                                        <title-group>
                                                                                                                                                            <article-title>Estimation of Small Unmanned Aerial Vehicle Lateral Dynamic Model with System Identification Approaches</article-title>
                                                                                                    </title-group>
            
                                                    <contrib-group content-type="authors">
                                                                        <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0001-5852-1085</contrib-id>
                                                                <name>
                                    <surname>Belge</surname>
                                    <given-names>Egemen</given-names>
                                </name>
                                                                    <aff>Zonguldak Bülent Ecevit University</aff>
                                                            </contrib>
                                                    <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0001-5203-8092</contrib-id>
                                                                <name>
                                    <surname>Kaba</surname>
                                    <given-names>Hızır</given-names>
                                </name>
                                                                    <aff>Zonguldak Bülent Ecevit University</aff>
                                                            </contrib>
                                                    <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0003-0751-2263</contrib-id>
                                                                <name>
                                    <surname>Parlak</surname>
                                    <given-names>Ahmet</given-names>
                                </name>
                                                                    <aff>Zonguldak Bülent Ecevit University</aff>
                                                            </contrib>
                                                    <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0001-7923-4528</contrib-id>
                                                                <name>
                                    <surname>Altan</surname>
                                    <given-names>Aytaç</given-names>
                                </name>
                                                                    <aff>Zonguldak Bülent Ecevit University</aff>
                                                            </contrib>
                                                    <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0002-2480-0729</contrib-id>
                                                                <name>
                                    <surname>Hacıoğlu</surname>
                                    <given-names>Rifat</given-names>
                                </name>
                                                                    <aff>ZONGULDAK BÜLENT ECEVİT ÜNİVERSİTESİ</aff>
                                                            </contrib>
                                                                                </contrib-group>
                        
                                        <pub-date pub-type="pub" iso-8601-date="20200430">
                    <day>04</day>
                    <month>30</month>
                    <year>2020</year>
                </pub-date>
                                        <volume>8</volume>
                                        <issue>2</issue>
                                        <fpage>121</fpage>
                                        <lpage>126</lpage>
                        
                        <history>
                                    <date date-type="received" iso-8601-date="20191203">
                        <day>12</day>
                        <month>03</month>
                        <year>2019</year>
                    </date>
                                                    <date date-type="accepted" iso-8601-date="20200217">
                        <day>02</day>
                        <month>17</month>
                        <year>2020</year>
                    </date>
                            </history>
                                        <permissions>
                    <copyright-statement>Copyright © 2013, Balkan Journal of Electrical and Computer Engineering</copyright-statement>
                    <copyright-year>2013</copyright-year>
                    <copyright-holder>Balkan Journal of Electrical and Computer Engineering</copyright-holder>
                </permissions>
            
                                                                                                                        <abstract><p>Modeling of unmanned aerial vehicle (UAV) with system identification is very important in terms of its model-based effective control. The modeling of UAV is required for aircraft crashes, analyzing autonomous aircrafts, preventing external disturbances, pre-flight analysis. However, since UAV has nonlinear inherent dynamics including inherent chaoticity and fractality, it becomes difficult to obtain a mathematical model under external disturbance. In this study, some of the inherent nonlinear dynamics of UAV are linearized and the model of UAV is obtained by system identification approaches under external disturbance. The linearized lateral dynamics of a fixed wing UAV is used in this study. Further, the flight motion equations applied to fixed wing UAV have been utilized for obtaining the coefficients of lateral model for straight and level flight. The roll angles are calculated using transfer functions for aileron, rudder and deflections inputs. The autoregressive exogenous (ARX), autoregressive moving average with exogenous (ARMAX) and output error (OE) parametric system identification approaches are performed to estimate UAV lateral dynamic system response as using empirical input-output data sets. The accuracy of parametric model estimation and model degrees are compared for different external disturbance effects.</p></abstract>
                                                            
            
                                                                                        <kwd-group>
                                                    <kwd>System identification</kwd>
                                                    <kwd>  </kwd>
                                                    <kwd>  UAV</kwd>
                                                    <kwd>  Leteral Dynamic Model</kwd>
                                                    <kwd>  Parameter Estimation</kwd>
                                                    <kwd>  External Disturbance</kwd>
                                            </kwd-group>
                            
                                                                                                                                                    </article-meta>
    </front>
    <back>
                            <ref-list>
                                    <ref id="ref1">
                        <label>1</label>
                        <mixed-citation publication-type="journal">A. Loya, M. Duraid, K. Maqsood, R. R. Khan, “The implementation and lateral control optimization of a UAV based on phase lead compensator and signal constraint controller.” Engineering, vol. 10. 10, 2018.</mixed-citation>
                    </ref>
                                    <ref id="ref2">
                        <label>2</label>
                        <mixed-citation publication-type="journal">P. D. Jameson, A. Cooke, “Developing real-time system identification for UAVs.” 2012 UKACC International Conference on Control, 2012.</mixed-citation>
                    </ref>
                                    <ref id="ref3">
                        <label>3</label>
                        <mixed-citation publication-type="journal">W. Saengphet, S. Tantrairatn, C. Thumtae, J. Srisertpol, “Implementation of system identification and flight control system for UAV.”, 3rd International and Flight Control System for UAV, 2017.</mixed-citation>
                    </ref>
                                    <ref id="ref4">
                        <label>4</label>
                        <mixed-citation publication-type="journal">A. Dorobantu, A. Murch, B. Mettler, G. Balas, ”System identification for small, low-cost, fixed-wing unmanned aircraft.” Journal of Aircraft, vol. 50. 4, 2013, pp.1117-1130.</mixed-citation>
                    </ref>
                                    <ref id="ref5">
                        <label>5</label>
                        <mixed-citation publication-type="journal">V. Puttige, S. Anavatti, “Real-time system identification of unmanned aerial vehicles: A multi-network approach.” Journal of Computers, vol. 3.7, 2008.</mixed-citation>
                    </ref>
                                    <ref id="ref6">
                        <label>6</label>
                        <mixed-citation publication-type="journal">W. Wei, M. B. Tischler, N. Schwartz, K. Cohen, “System identification and flight control of an unmanned quadrotor.” Advanced UAV Aerodynamics, Flight Stability and Control: Novel Concepts, Theory and Applications, 2017, pp.695-727.</mixed-citation>
                    </ref>
                                    <ref id="ref7">
                        <label>7</label>
                        <mixed-citation publication-type="journal">A. E. Ahmed, A. Hafez, A. N. Ouda, H. E. H. Ahmed, H. M. Abd-Elkader, “Modeling of a small unmanned aerial vehicle.” International Journal of Aerospace and Mechanical Engineering, vol. 9. 3, 2015.</mixed-citation>
                    </ref>
                                    <ref id="ref8">
                        <label>8</label>
                        <mixed-citation publication-type="journal">L. Ljung, System identification, System identification theory for the users, 1999, p. 609.</mixed-citation>
                    </ref>
                            </ref-list>
                    </back>
    </article>
