Real-time trajectory tracking of an unmanned aerial vehicle using a self-tuning fuzzy proportional integral derivative controller

In the present study, a desired reference trajectory was autonomously tracked by means of a quadrotor unmanned aerial vehicle with a self-tuning fuzzy proportional integral derivative controller. A proportional integral derivative controller and a fuzzy system tuning gains from proportional integral...

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Published inInternational journal of micro air vehicles Vol. 8; no. 4; pp. 252 - 268
Main Authors Demir, Batıkan E, Bayir, Raif, Duran, Fecir
Format Journal Article
LanguageEnglish
Published London, England SAGE Publications 01.12.2016
Sage Publications Ltd
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Abstract In the present study, a desired reference trajectory was autonomously tracked by means of a quadrotor unmanned aerial vehicle with a self-tuning fuzzy proportional integral derivative controller. A proportional integral derivative controller and a fuzzy system tuning gains from proportional integral derivative controller are applied to stabilize the quadrotor, to control the attitude and to track the trajectory. Inputs of fuzzy logical controller consist of the speed required for the distance between the current position of unmanned aerial vehicle and the defined reference point and differences between orientation angles and variance in differences. Outputs of fuzzy logical controller consist of the proportional integral derivative coefficients which produce pitch, roll, yaw and height values. The fuzzy proportional integral derivative control algorithm is real-time applied to the quadrotor in MATLAB/Simulink environment. Based on data from experimental studies, although both classical proportional integral derivative controller and self-tuning fuzzy proportional integral derivative controller have accomplished to track a defined trajectory with the aircraft, the self-tuning fuzzy proportional integral derivative controller has been able to control with less errors than the classical proportional integral derivative controller.
AbstractList In the present study, a desired reference trajectory was autonomously tracked by means of a quadrotor unmanned aerial vehicle with a self-tuning fuzzy proportional integral derivative controller. A proportional integral derivative controller and a fuzzy system tuning gains from proportional integral derivative controller are applied to stabilize the quadrotor, to control the attitude and to track the trajectory. Inputs of fuzzy logical controller consist of the speed required for the distance between the current position of unmanned aerial vehicle and the defined reference point and differences between orientation angles and variance in differences. Outputs of fuzzy logical controller consist of the proportional integral derivative coefficients which produce pitch, roll, yaw and height values. The fuzzy proportional integral derivative control algorithm is real-time applied to the quadrotor in MATLAB/Simulink environment. Based on data from experimental studies, although both classical proportional integral derivative controller and self-tuning fuzzy proportional integral derivative controller have accomplished to track a defined trajectory with the aircraft, the self-tuning fuzzy proportional integral derivative controller has been able to control with less errors than the classical proportional integral derivative controller.
Author Bayir, Raif
Demir, Batıkan E
Duran, Fecir
Author_xml – sequence: 1
  givenname: Batıkan E
  surname: Demir
  fullname: Demir, Batıkan E
  organization: Department of Computer Engineering, Faculty of Technology, Gazi University, Ankara, Turkey
– sequence: 2
  givenname: Raif
  surname: Bayir
  fullname: Bayir, Raif
  email: rbayir@karabuk.edu.tr
  organization: Department of Computer Engineering, Faculty of Technology, Gazi University, Ankara, Turkey
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  givenname: Fecir
  surname: Duran
  fullname: Duran, Fecir
  organization: Department of Computer Engineering, Faculty of Technology, Gazi University, Ankara, Turkey
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Cites_doi 10.1109/ISMA.2008.4648868
10.1109/MRA.2012.2206474
10.1007/978-3-642-20144-8
10.12928/telkomnika.v12i4.368
10.1109/ROBOT.2002.1013341
10.3182/20120328-3-IT-3014.00048
10.1109/21.52551
10.1109/ICoSC.2013.6750965
10.1007/s10846-012-9747-9
10.1016/j.proeng.2012.07.198
10.5772/56911
10.1109/ICUAS.2014.6842321
10.1109/ICIEA.2006.257198
10.1109/TCST.2012.2200104
10.1109/21.260670
10.1016/j.arcontrol.2014.09.008
10.1109/SIU.2014.6830312
10.1109/CONIELECOMP.2014.6808571
10.1109/IROS.2004.1389776
10.1007/s12555-012-0107-0
10.1016/j.jprocont.2009.01.005
10.1109/IROS.2007.4399042
10.1109/ICUAS.2013.6564735
10.1109/ROBOT.2005.1570447
10.1109/TCST.2005.847331
10.1007/978-4-431-53856-1
10.1109/ISKE.2010.5680812
10.1109/ICSTCC.2013.6689022
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Issue 4
Keywords proportional integral derivative
self-tuning
fuzzy
Quadrotor
trajectory tracking
Language English
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References Gautam, Ha 2013; 10
Gomez-Balderas, Flores, García Carrillo 2013; 70
Gül, Arısoy 2013; 2
Zulfatman, Rahmat 2009; 2
Dydek, Annaswamy, Lavretsky 2013; 21
Ahn, Truong, Thanh 2008; 222
Mosterman, Sanabria Escobar, Bilgin 2014; 38
Mahony, Kumar, Corke 2012; 19
Lee 1990; 20
Castillo, Lozano, Dzul 2005; 16
Ahn, Truong 2009; 19
Erginer, Altuğ 2012; 10
Ang, Chong, Li 2005; 13
Aksoy, Kurnaz 2009; 4
Leong, Low, Ooi 2012; 41
Dikmen, Arısoy, Temeltaş 2010; 4
Sharma, Barve 2012; 1
Zhao, Tomizuka, Isaka 1993; 23
Seidabad, Vandaki, Kamyad 2014; 2
Prayitno, Indrawati, Utomo 2014; 12
bibr40-1756829316675882
bibr15-1756829316675882
bibr32-1756829316675882
bibr36-1756829316675882
bibr23-1756829316675882
bibr10-1756829316675882
Gül G (bibr29-1756829316675882) 2013; 2
bibr7-1756829316675882
Seidabad EA (bibr33-1756829316675882) 2014; 2
bibr20-1756829316675882
bibr19-1756829316675882
bibr6-1756829316675882
bibr24-1756829316675882
Aksoy R (bibr1-1756829316675882) 2009; 4
bibr37-1756829316675882
bibr2-1756829316675882
bibr28-1756829316675882
bibr11-1756829316675882
bibr9-1756829316675882
bibr21-1756829316675882
Zulfatman (bibr31-1756829316675882) 2009; 2
bibr39-1756829316675882
Ahn KK (bibr25-1756829316675882) 2008; 222
bibr18-1756829316675882
bibr34-1756829316675882
bibr12-1756829316675882
bibr5-1756829316675882
bibr27-1756829316675882
bibr14-1756829316675882
bibr38-1756829316675882
bibr22-1756829316675882
bibr35-1756829316675882
bibr17-1756829316675882
Sharma A (bibr13-1756829316675882) 2012; 1
bibr30-1756829316675882
Dikmen İC (bibr3-1756829316675882) 2010; 4
bibr8-1756829316675882
Castillo P (bibr16-1756829316675882) 2005; 16
bibr4-1756829316675882
bibr26-1756829316675882
References_xml – volume: 1
  start-page: 2
  year: 2012
  end-page: 5
  article-title: Controlling of Quad-rotor UAV using PID controller and fuzzy logic controller
  publication-title: Int J Electr Electron Comput Eng
  contributor:
    fullname: Barve
– volume: 70
  start-page: 65
  year: 2013
  end-page: 78
  article-title: Tracking a ground moving target with a quadrotor using switching control
  publication-title: J Intell Robot Syst
  contributor:
    fullname: García Carrillo
– volume: 222
  start-page: 81
  year: 2008
  end-page: 95
  article-title: Online self-tuning fuzzy proportional-integral-derivative control for hydraulic load simulator
  publication-title: Proc Inst Mech Eng I J Syst Control Eng
  contributor:
    fullname: Thanh
– volume: 4
  start-page: 1
  year: 2009
  end-page: 10
  article-title: Unmanned ground vehicles and operational requirements
  publication-title: J Aeronaut Sp Technol
  contributor:
    fullname: Kurnaz
– volume: 16
  start-page: 9
  year: 2005
  end-page: 15
  article-title: Modelling and control of mini-flying machines
  publication-title: Springer
  contributor:
    fullname: Dzul
– volume: 10
  start-page: 61
  year: 2012
  end-page: 70
  article-title: Design and implementation of a hybrid fuzzy logic controller for a quadrotor VTOL vehicle
  publication-title: Int J Control Autom Syst
  contributor:
    fullname: Altuğ
– volume: 13
  start-page: 559
  year: 2005
  end-page: 576
  article-title: PID control system analysis, design, and technology
  publication-title: IEEE Trans Control Syst Technol
  contributor:
    fullname: Li
– volume: 23
  start-page: 1392
  year: 1993
  end-page: 1398
  article-title: Fuzzy gain scheduling of PID controllers
  publication-title: IEEE Trans Syst Man Cybern
  contributor:
    fullname: Isaka
– volume: 12
  start-page: 819
  year: 2014
  end-page: 828
  article-title: Trajectory tracking of AR.Drone quadrotor using fuzzy logic controller
  publication-title: Telkomnika
  contributor:
    fullname: Utomo
– volume: 2
  start-page: 246
  year: 2009
  end-page: 261
  article-title: Application of self-tuning fuzzy PID controller on industrial hydraulic actuator
  publication-title: Int J Smart Sens Intell Syst
  contributor:
    fullname: Rahmat
– volume: 38
  start-page: 259
  year: 2014
  end-page: 270
  article-title: Automating humanitarian missions with a heterogeneous fleet of vehicles
  publication-title: Annu Rev Control
  contributor:
    fullname: Bilgin
– volume: 20
  start-page: 404
  year: 1990
  end-page: 418
  article-title: Fuzzy logic in control systems: fuzzy logic controller—part II
  publication-title: IEEE Trans Syst Man Cybern
  contributor:
    fullname: Lee
– volume: 10
  start-page: 1
  year: 2013
  article-title: Control of a quadrotor using a smart self-tuning fuzzy PID controller
  publication-title: Int J Adv Robot Syst
  contributor:
    fullname: Ha
– volume: 19
  start-page: 20
  year: 2012
  end-page: 32
  article-title: Multirotor aerial vehicles: modeling, estimation, and control of quadrotor
  publication-title: IEEE Robot Autom Mag
  contributor:
    fullname: Corke
– volume: 20
  start-page: 404
  year: 1990
  end-page: 418
  article-title: Fuzzy logic in control systems: fuzzy logic controller—part I
  publication-title: IEEE Trans Syst Man Cybern
  contributor:
    fullname: Lee
– volume: 19
  start-page: 1011
  year: 2009
  end-page: 1023
  article-title: Online tuning fuzzy PID controller using robust extended Kalman filter
  publication-title: J Process Control
  contributor:
    fullname: Truong
– volume: 2
  start-page: 221
  year: 2014
  end-page: 227
  article-title: Designing fuzzy PID controller for quadrotor
  publication-title: Int J Adv Res Comput Sci Technol
  contributor:
    fullname: Kamyad
– volume: 2
  start-page: 59
  year: 2013
  end-page: 68
  article-title: Fuzzy logic controller design for quadrotor in real time
  publication-title: J Aeronaut Sp Technol
  contributor:
    fullname: Arısoy
– volume: 21
  start-page: 1400
  year: 2013
  end-page: 1406
  article-title: Adaptive control of quadrotor UAVs: a design trade study with flight evaluations
  publication-title: IEEE Trans Control Syst Technol
  contributor:
    fullname: Lavretsky
– volume: 4
  start-page: 33
  year: 2010
  end-page: 40
  article-title: Flight control of a VTOL air vehicle (quadrotor)
  publication-title: J Aeronaut Sp Technol
  contributor:
    fullname: Temeltaş
– volume: 41
  start-page: 458
  year: 2012
  end-page: 464
  article-title: Low-cost microcontroller-based hover control design of a quadcopter
  publication-title: Proc Eng
  contributor:
    fullname: Ooi
– ident: bibr8-1756829316675882
  doi: 10.1109/ISMA.2008.4648868
– volume: 2
  start-page: 221
  year: 2014
  ident: bibr33-1756829316675882
  publication-title: Int J Adv Res Comput Sci Technol
  contributor:
    fullname: Seidabad EA
– ident: bibr35-1756829316675882
– volume: 16
  start-page: 9
  year: 2005
  ident: bibr16-1756829316675882
  publication-title: Springer
  contributor:
    fullname: Castillo P
– ident: bibr14-1756829316675882
  doi: 10.1109/MRA.2012.2206474
– ident: bibr39-1756829316675882
  doi: 10.1007/978-3-642-20144-8
– ident: bibr4-1756829316675882
  doi: 10.12928/telkomnika.v12i4.368
– ident: bibr10-1756829316675882
  doi: 10.1109/ROBOT.2002.1013341
– ident: bibr22-1756829316675882
– volume: 4
  start-page: 1
  year: 2009
  ident: bibr1-1756829316675882
  publication-title: J Aeronaut Sp Technol
  contributor:
    fullname: Aksoy R
– ident: bibr9-1756829316675882
  doi: 10.3182/20120328-3-IT-3014.00048
– ident: bibr28-1756829316675882
  doi: 10.1109/21.52551
– ident: bibr32-1756829316675882
  doi: 10.1109/ICoSC.2013.6750965
– volume: 2
  start-page: 246
  year: 2009
  ident: bibr31-1756829316675882
  publication-title: Int J Smart Sens Intell Syst
  contributor:
    fullname: Zulfatman
– ident: bibr15-1756829316675882
  doi: 10.1007/s10846-012-9747-9
– ident: bibr24-1756829316675882
  doi: 10.1016/j.proeng.2012.07.198
– ident: bibr5-1756829316675882
  doi: 10.5772/56911
– volume: 2
  start-page: 59
  year: 2013
  ident: bibr29-1756829316675882
  publication-title: J Aeronaut Sp Technol
  contributor:
    fullname: Gül G
– ident: bibr27-1756829316675882
  doi: 10.1109/21.52551
– ident: bibr38-1756829316675882
  doi: 10.1109/ICUAS.2014.6842321
– ident: bibr40-1756829316675882
  doi: 10.1109/ICIEA.2006.257198
– ident: bibr7-1756829316675882
  doi: 10.1109/TCST.2012.2200104
– ident: bibr21-1756829316675882
  doi: 10.1109/21.260670
– ident: bibr37-1756829316675882
  doi: 10.1016/j.arcontrol.2014.09.008
– ident: bibr2-1756829316675882
  doi: 10.1109/SIU.2014.6830312
– ident: bibr23-1756829316675882
  doi: 10.1109/CONIELECOMP.2014.6808571
– ident: bibr19-1756829316675882
  doi: 10.1109/IROS.2004.1389776
– ident: bibr12-1756829316675882
  doi: 10.1007/s12555-012-0107-0
– ident: bibr26-1756829316675882
  doi: 10.1016/j.jprocont.2009.01.005
– ident: bibr17-1756829316675882
  doi: 10.1109/IROS.2007.4399042
– volume: 1
  start-page: 2
  year: 2012
  ident: bibr13-1756829316675882
  publication-title: Int J Electr Electron Comput Eng
  contributor:
    fullname: Sharma A
– ident: bibr34-1756829316675882
  doi: 10.1109/ICUAS.2013.6564735
– ident: bibr11-1756829316675882
  doi: 10.1109/ROBOT.2005.1570447
– volume: 222
  start-page: 81
  year: 2008
  ident: bibr25-1756829316675882
  publication-title: Proc Inst Mech Eng I J Syst Control Eng
  contributor:
    fullname: Ahn KK
– ident: bibr30-1756829316675882
– volume: 4
  start-page: 33
  year: 2010
  ident: bibr3-1756829316675882
  publication-title: J Aeronaut Sp Technol
  contributor:
    fullname: Dikmen İC
– ident: bibr20-1756829316675882
  doi: 10.1109/TCST.2005.847331
– ident: bibr18-1756829316675882
  doi: 10.1007/978-4-431-53856-1
– ident: bibr6-1756829316675882
  doi: 10.1109/ISKE.2010.5680812
– ident: bibr36-1756829316675882
  doi: 10.1109/ICSTCC.2013.6689022
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Snippet In the present study, a desired reference trajectory was autonomously tracked by means of a quadrotor unmanned aerial vehicle with a self-tuning fuzzy...
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StartPage 252
SubjectTerms Algorithms
Control algorithms
Control theory
Controllers
Fuzzy control
Fuzzy logic
Fuzzy systems
Pitch (inclination)
Proportional integral derivative
Real time
Rolling motion
Self tuning
Stability
Tracking
Trajectories
Unmanned aerial vehicles
Unmanned helicopters
Yaw
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Title Real-time trajectory tracking of an unmanned aerial vehicle using a self-tuning fuzzy proportional integral derivative controller
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Volume 8
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