Stabilization and tracking control of an x-z type inverted pendulum system using Lightning Search Algorithm tuned nonlinear PID controller

Inverted pendulum systems (IPSs) are mostly used to demonstrate the control rules for keeping the pendulum at a balanced upright position due to a slight force applied to the cart system. This paper presents an application for nonlinear control of an x-z type IPS by using a proportional-integral-der...

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Published inRobotica Vol. 40; no. 7; pp. 2428 - 2448
Main Authors Gürsel Özmen, Nurhan, Marul, Musa
Format Journal Article
LanguageEnglish
Published Cambridge, UK Cambridge University Press 01.07.2022
Subjects
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ISSN0263-5747
1469-8668
DOI10.1017/S0263574721001727

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Abstract Inverted pendulum systems (IPSs) are mostly used to demonstrate the control rules for keeping the pendulum at a balanced upright position due to a slight force applied to the cart system. This paper presents an application for nonlinear control of an x-z type IPS by using a proportional-integral-derivative (PID) controller with newly established evolutionary tuning method Lightning Search Algorithm (LSA). A single, double and triple PID controller system is tested with the conventional and the self-tuning controllers to get a better understanding of the performance of the given system. The mathematical modelling of the x-z type IPS, the theoretical explanation of the LSA and the simulation analysis of the x-z type IPS is put forward entirely. The LSA algorithm solves the optimization problem of PID controller in an evolutionary way. The most effective way of making comparisons is evaluating the performance results with a well-known optimization technique or with the previous accepted results. We have compared the system’s performance with particle swarm optimization and with a classical control study in the literature. According to the simulation results, LSA-tuned PID controller has the ability to decrease the overshoot better than the conventional-tuned controllers. Finally, it can be concluded that the LSA-supported PID can better stabilize the pendulum angle and track the reference better for non-disturbed and the slightly disturbed systems.
AbstractList Inverted pendulum systems (IPSs) are mostly used to demonstrate the control rules for keeping the pendulum at a balanced upright position due to a slight force applied to the cart system. This paper presents an application for nonlinear control of an x-z type IPS by using a proportional-integral-derivative (PID) controller with newly established evolutionary tuning method Lightning Search Algorithm (LSA). A single, double and triple PID controller system is tested with the conventional and the self-tuning controllers to get a better understanding of the performance of the given system. The mathematical modelling of the x-z type IPS, the theoretical explanation of the LSA and the simulation analysis of the x-z type IPS is put forward entirely. The LSA algorithm solves the optimization problem of PID controller in an evolutionary way. The most effective way of making comparisons is evaluating the performance results with a well-known optimization technique or with the previous accepted results. We have compared the system’s performance with particle swarm optimization and with a classical control study in the literature. According to the simulation results, LSA-tuned PID controller has the ability to decrease the overshoot better than the conventional-tuned controllers. Finally, it can be concluded that the LSA-supported PID can better stabilize the pendulum angle and track the reference better for non-disturbed and the slightly disturbed systems.
Inverted pendulum systems (IPSs) are mostly used to demonstrate the control rules for keeping the pendulum at a balanced upright position due to a slight force applied to the cart system. This paper presents an application for nonlinear control of an x - z type IPS by using a proportional-integral-derivative (PID) controller with newly established evolutionary tuning method Lightning Search Algorithm (LSA). A single, double and triple PID controller system is tested with the conventional and the self-tuning controllers to get a better understanding of the performance of the given system. The mathematical modelling of the x-z type IPS, the theoretical explanation of the LSA and the simulation analysis of the x-z type IPS is put forward entirely. The LSA algorithm solves the optimization problem of PID controller in an evolutionary way. The most effective way of making comparisons is evaluating the performance results with a well-known optimization technique or with the previous accepted results. We have compared the system’s performance with particle swarm optimization and with a classical control study in the literature. According to the simulation results, LSA-tuned PID controller has the ability to decrease the overshoot better than the conventional-tuned controllers. Finally, it can be concluded that the LSA-supported PID can better stabilize the pendulum angle and track the reference better for non-disturbed and the slightly disturbed systems.
Author Marul, Musa
Gürsel Özmen, Nurhan
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CitedBy_id crossref_primary_10_3390_sym16091227
crossref_primary_10_1016_j_cnsns_2023_107762
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Cites_doi 10.1080/23311916.2017.1357314
10.1007/s11071-014-1735-0
10.1016/j.procs.2020.06.029
10.1016/j.ins.2019.05.004
10.1109/TCYB.2020.3039693
10.1016/j.asoc.2019.105822
10.1113/jphysiol.2002.036939
10.1017/S0263574700019792
10.1016/j.mechmachtheory.2019.103737
10.1360/02ye9026
10.1080/00207178408933251
10.1109/37.24809
10.1007/978-981-10-4762-6_38
10.1016/j.asoc.2016.02.033
10.1080/17415977.2019.1602124
10.1016/j.simpat.2018.05.002
10.1049/PBCE111E
10.1109/TE.2004.825525
10.1109/TNSRE.2014.2372172
10.1017/S0263574719000456
10.1016/B978-012526430-3/50011-8
10.1007/s11633-014-0818-1
10.1109/TNNLS.2014.2302475
10.1016/j.fss.2008.02.005
10.1049/cce:19990203
10.1109/ICCCCEE.2017.7867652
10.1007/s11047-007-9050-z
10.1007/s11047-007-9049-5
10.1016/j.isatra.2012.06.007
10.1016/j.simpat.2010.08.003
10.1109/ACCESS.2018.2888912
10.1002/int.20062
10.1145/3443467.3443851
10.1109/TIE.2006.870680
10.1017/S0263574705001761
10.5772/55058
10.1016/0165-0114(89)90252-2
10.1016/j.mechatronics.2005.03.003
10.1017/S0263574720001228
10.1016/j.asoc.2015.07.028
10.1016/j.asoc.2018.09.019
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Keywords tracking control
nonlinear PID control
lightning search algorithm (LSA)
stabilization
particle swarm optimization (PSO)
inverted pendulum
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References 2015; 79
2019; 7
2015; 36
2013; 3
2006; 53
2015; 4
2017; 4
2004; 47
2015; 30
1989; 9
2020; 38
2005; 20
2014; 25
2008; 7
2020; 146
1996; 14
2015; 9
2011; 19
2018; 86
2014; 23
2003; 551
2005; 23
2011; 7
2012; 51
1989; 32
2020; 173
2013; 10
2019; 85
2017; 17
2020; 51
1984; 39
2002; 45
2020; 28
2016; 43
2007; 6
1999; 10
2008; 159
2018; 73
2012; 6
2005; 15
2012; 5
2014; 11
2016; 9
2019; 495
S0263574721001727_ref61
S0263574721001727_ref62
S0263574721001727_ref20
S0263574721001727_ref3
S0263574721001727_ref22
S0263574721001727_ref4
S0263574721001727_ref23
S0263574721001727_ref1
Chegini (S0263574721001727_ref47) 2019; 85
S0263574721001727_ref24
S0263574721001727_ref2
S0263574721001727_ref25
S0263574721001727_ref27
S0263574721001727_ref28
S0263574721001727_ref29
Mousa (S0263574721001727_ref44) 2015; 4
S0263574721001727_ref51
Sakka (S0263574721001727_ref19) 2010
S0263574721001727_ref10
S0263574721001727_ref54
Puangdownreong (S0263574721001727_ref50) 2012; 6
S0263574721001727_ref55
S0263574721001727_ref11
S0263574721001727_ref56
S0263574721001727_ref13
S0263574721001727_ref57
S0263574721001727_ref14
S0263574721001727_ref58
S0263574721001727_ref15
S0263574721001727_ref16
Mohammed (S0263574721001727_ref52) 2016; 9
S0263574721001727_ref17
S0263574721001727_ref18
Asvany (S0263574721001727_ref59) 2017; 17
S0263574721001727_ref8
Abualigah (S0263574721001727_ref60) 2020; 51
S0263574721001727_ref6
Arulanand (S0263574721001727_ref53) 2015; 9
Gillet (S0263574721001727_ref7) 2001
S0263574721001727_ref9
S0263574721001727_ref40
S0263574721001727_ref41
S0263574721001727_ref42
S0263574721001727_ref43
Kalayci (S0263574721001727_ref26) 2015; 30
S0263574721001727_ref45
S0263574721001727_ref46
Ogata (S0263574721001727_ref12) 2005
S0263574721001727_ref49
Yan (S0263574721001727_ref48) 2011; 7
Maravall (S0263574721001727_ref21) 2004
Benrejeb (S0263574721001727_ref5) 2012; 5
Ye (S0263574721001727_ref36) 2019
Chakraborty (S0263574721001727_ref38) 2013; 3
S0263574721001727_ref30
S0263574721001727_ref31
S0263574721001727_ref32
S0263574721001727_ref33
S0263574721001727_ref34
S0263574721001727_ref35
S0263574721001727_ref37
S0263574721001727_ref39
References_xml – volume: 19
  start-page: 440
  issue: 1
  year: 2011
  end-page: 449
  article-title: Simulation studies of inverted pendulum based on PID controllers
  publication-title: Simul. Model. Pract. Theory
– volume: 5
  start-page: 576
  issue: 3
  year: 2012
  end-page: 591
  article-title: FPGA modeling and realtime embedded control design via LabVIEW software: Application for swinging-up a pendulum
  publication-title: Int. J. Smart Sens. Intell. Syst.
– volume: 15
  start-page: 1005
  year: 2005
  end-page: 1024
  article-title: Design of an enhanced nonlinear PID controller
  publication-title: Mechatronics
– volume: 146
  start-page: 103737
  year: 2020
  article-title: An MPC-based two-dimensional push recovery of a quadruped robot in trotting gait using its reduced virtual model
  publication-title: Mech. Mach. Theory
– volume: 36
  start-page: 315
  year: 2015
  end-page: 333
  article-title: Lightning search algorithm
  publication-title: Appl. Soft Comput.
– volume: 10
  start-page: 233
  issue: 5
  year: 2013
  article-title: The inverted pendulum benchmark in nonlinear control theory: A survey
  publication-title: Int. J. Adv. Rob. Syst.
– volume: 7
  start-page: 3309
  issue: 9
  year: 2011
  end-page: 3316
  article-title: An effective refinement artificial bee colony optimization algorithm based on chaotic search and application for PID control tuning
  publication-title: J. Comput. Inf. Syst.
– volume: 51
  start-page: 763
  issue: 6
  year: 2012
  end-page: 770
  article-title: Stabilization and tracking control of X–Z inverted pendulum with sliding-mode control
  publication-title: ISA Trans.
– volume: 7
  start-page: 3610
  year: 2019
  end-page: 3626
  article-title: dSPACE controller-based enhanced piezoelectric energy harvesting system using PI-lightning search algorithm
  publication-title: IEEE Access
– volume: 39
  start-page: 1351
  issue: 6
  year: 1984
  end-page: 1365
  article-title: Attitude control of a triple inverted pendulum
  publication-title: Int. J. Control
– volume: 159
  start-page: 2763
  issue: 20
  year: 2008
  end-page: 2784
  article-title: Fuzzy hierarchical swing-up and sliding position controller for the inverted pendulum-cart system
  publication-title: Fuzzy Sets Syst.
– volume: 85
  start-page: 105822
  year: 2019
  article-title: A new adjusting technique for PID type fuzzy logic controller using PSOSCALF optimization algorithm
  publication-title: Appl. Soft Comput.
– volume: 6
  start-page: 188
  issue: 2
  year: 2012
  end-page: 195
  article-title: Obtaining an optimum PID controllers for unstable systems using current search
  publication-title: Int. J. Syst. Eng. Appl. Dev.
– volume: 495
  start-page: 14
  issue: 9
  year: 2019
  end-page: 36
  article-title: Hierarchical sliding-mode control of spatial inverted pendulum with heterogeneous comprehensive learning particle swarm optimization
  publication-title: Inf. Sci.
– volume: 17
  start-page: 113
  issue: 1
  year: 2017
  end-page: 127
  article-title: Lightning search algorithm for solving coverage problem in wireless sensor network
  publication-title: Adv. Appl. Math. Sci.
– volume: 51
  issue: 4
  year: 2020
  article-title: Lightning search algorithm: A comprehensive survey
  publication-title: Appl. Intell.
– volume: 551
  start-page: 357
  issue: 1
  year: 2003
  end-page: 370
  article-title: Human balancing of an inverted pendulum with a compliant linkage: neural control by anticipatory intermittent bias
  publication-title: J. Physiol.
– volume: 9
  start-page: 98
  issue: 4
  year: 2016
  end-page: 106
  article-title: Statistical analysis of harmony search algorithms in tuning PID controller
  publication-title: Int. J. Intell. Eng. Syst.
– volume: 53
  start-page: 674
  issue: 2
  year: 2006
  end-page: 692
  article-title: Adaptive stabilizing and tracking control for a nonlinear inverted-pendulum system via sliding-mode technique
  publication-title: IEEE Trans. Ind. Electron
– volume: 38
  start-page: 29
  issue: 1
  year: 2020
  end-page: 47
  article-title: Nonlinear optimal control for the wheeled inverted pendulum system
  publication-title: Robotica
– volume: 73
  start-page: 697
  year: 2018
  end-page: 726
  article-title: PSOSCALF: A new hybrid PSO based on Sine Cosine Algorithm and Levy flight for solving optimization problems
  publication-title: Appl. Soft Comput.
– volume: 173
  start-page: 245
  year: 2020
  end-page: 253
  article-title: Comparative analysis of ant colony and particle swarm optimization algorithms for distance optimization
  publication-title: Procedia Comput. Sci.
– volume: 14
  start-page: 397
  issue: 4
  year: 1996
  end-page: 405
  article-title: Swing-up control of inverted pendulum systems
  publication-title: Robotica
– volume: 45
  start-page: 213
  issue: 2
  year: 2002
  end-page: 224
  article-title: Variable universe adaptive fuzzy control on the quadruple inverted pendulum
  publication-title: Sci. China Ser. E Technol. Sci.
– volume: 86
  start-page: 25
  issue: August 2018
  year: 2018
  end-page: 35
  article-title: Big Bang-Big Crunch optimized hierarchical sliding-mode control of X-Z inverted pendulum
  publication-title: Simul. Model. Pract. Theory
– volume: 28
  start-page: 601
  issue: 5
  year: 2020
  end-page: 613
  article-title: Calculation of the inverse kinematics solution of the 7-DOF redundant robot manipulator by the firefly algorithm and statistical analysis of the results in terms of speed and accuracy
  publication-title: Inverse Probl. Sci. Eng.
– volume: 79
  start-page: 1185
  issue: 2
  year: 2015
  end-page: 1194
  article-title: Nonlinear control of triple inverted pendulum based on GA–PIDNN
  publication-title: Nonlinear Dyn.
– volume: 43
  start-page: 131
  year: 2016
  end-page: 142
  article-title: Optimization of fuzzy controller design using a new bee colony algorithm with fuzzy dynamic parameter adaptation
  publication-title: Appl. Soft Comput.
– volume: 9
  start-page: 31
  issue: 3
  year: 1989
  end-page: 37
  article-title: Learning to control an inverted pendulum using neural networks
  publication-title: IEEE Control Syst. Mag.
– volume: 32
  start-page: 161
  year: 1989
  end-page: 180
  article-title: Stabilization of an inverted pendulum by a high speed fuzzy logic controller hardware system
  publication-title: Fuzzy Sets Syst.
– volume: 6
  start-page: 467
  year: 2007
  end-page: 484
  article-title: A review of particle swarm optimization. Part I: Background and development
  publication-title: Natl. Comput.
– volume: 30
  start-page: 131
  issue: 1
  year: 2015
  end-page: 142
  article-title: Theoretical and experimental investigation of some sliding mode control techniques used in practice
  publication-title: J. Fac. Eng. Archit. Gazi Univ.
– volume: 10
  start-page: 51
  issue: 2
  year: 1999
  end-page: 56
  article-title: Optimal PID tuning using direct search algorithms
  publication-title: Comput. Control Eng. J.
– volume: 4
  start-page: 52
  issue: 4
  year: 2015
  end-page: 69
  article-title: Stabilizing and swinging-up the inverted pendulum using PI and PID controllers based on reduced linear quadratic regulator tuned by PSO
  publication-title: Int. J. Syst. Dyn. Appl. (IJSDA)
– volume: 9
  start-page: 667
  issue: 4
  year: 2015
  end-page: 672
  article-title: Optimizing PID parameters using harmony search
  publication-title: Int. J. Mech. Mechatron. Eng.
– volume: 3
  start-page: 21
  issue: 1
  year: 2013
  end-page: 24
  article-title: Tuning of PID controller of inverted pendulum using genetic algorithm
  publication-title: Int. J. Soft Comput. Eng. (IJSCE)
– volume: 7
  start-page: 109
  year: 2008
  end-page: 124
  article-title: A review of particle swarm optimization. Part II: Hybridisation, combinatorial, multicriteria and constrained optimization, and indicative applications
  publication-title: Natl. Comput.
– volume: 23
  start-page: 785
  issue: 06
  year: 2005
  end-page: 788
  article-title: Multi-Input Fuzzy control of an inverted pendulum using an armature controlled DC motor
  publication-title: Robotica
– volume: 25
  start-page: 2004
  issue: 11
  year: 2014
  end-page: 2016
  article-title: Neural network-based motion control of an underactuated wheeled inverted pendulum model
  publication-title: IEEE Trans. Neural Networks Learn. Syst
– volume: 23
  start-page: 973
  issue: 6
  year: 2014
  end-page: 982
  article-title: Assessment of multi-joint coordination and adaptation in standing balance: A novel device and system identification technique
  publication-title: IEEE Trans. Neural Syst. Rehabil. Eng
– volume: 47
  start-page: 321
  issue: 3
  year: 2004
  end-page: 329
  article-title: “A Java/Matlab-based environment for remote control system laboratories: Illustrated with an inverted pendulum
  publication-title: IEEE Trans. Edu
– volume: 20
  start-page: 195
  issue: 2
  year: 2005
  end-page: 211
  article-title: Hybrid fuzzy control of the inverted pendulum via vertical forces
  publication-title: Int. J. Intell. Syst.
– volume: 4
  issue: 1
  year: 2017
  article-title: Stabilization of nonlinear inverted pendulum system using MOGA and APSO tuned nonlinear PID controller
  publication-title: Cogent Eng
– volume: 11
  start-page: 661
  issue: 6
  year: 2014
  end-page: 670
  article-title: Optimal control of nonlinear inverted pendulum system using PID controller and LQR: Performance analysis without and with disturbance input
  publication-title: Int. J. Autom. Comput.
– ident: S0263574721001727_ref45
  doi: 10.1080/23311916.2017.1357314
– volume-title: 2017 MATRIX Annals. MATRIX Book Series
  year: 2019
  ident: S0263574721001727_ref36
– ident: S0263574721001727_ref16
  doi: 10.1007/s11071-014-1735-0
– volume: 17
  start-page: 113
  year: 2017
  ident: S0263574721001727_ref59
  article-title: Lightning search algorithm for solving coverage problem in wireless sensor network
  publication-title: Adv. Appl. Math. Sci.
– ident: S0263574721001727_ref39
  doi: 10.1016/j.procs.2020.06.029
– ident: S0263574721001727_ref56
  doi: 10.1016/j.ins.2019.05.004
– volume: 30
  start-page: 131
  year: 2015
  ident: S0263574721001727_ref26
  article-title: Theoretical and experimental investigation of some sliding mode control techniques used in practice
  publication-title: J. Fac. Eng. Archit. Gazi Univ.
– ident: S0263574721001727_ref35
  doi: 10.1109/TCYB.2020.3039693
– start-page: 399
  volume-title: Nonlinear Control in the Year 2000
  year: 2001
  ident: S0263574721001727_ref7
– volume: 85
  start-page: 105822
  year: 2019
  ident: S0263574721001727_ref47
  article-title: A new adjusting technique for PID type fuzzy logic controller using PSOSCALF optimization algorithm
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2019.105822
– ident: S0263574721001727_ref31
  doi: 10.1113/jphysiol.2002.036939
– ident: S0263574721001727_ref18
– ident: S0263574721001727_ref13
  doi: 10.1017/S0263574700019792
– ident: S0263574721001727_ref10
  doi: 10.1016/j.mechmachtheory.2019.103737
– ident: S0263574721001727_ref17
  doi: 10.1360/02ye9026
– volume: 4
  start-page: 52
  year: 2015
  ident: S0263574721001727_ref44
  article-title: Stabilizing and swinging-up the inverted pendulum using PI and PID controllers based on reduced linear quadratic regulator tuned by PSO
  publication-title: Int. J. Syst. Dyn. Appl. (IJSDA)
– ident: S0263574721001727_ref15
  doi: 10.1080/00207178408933251
– ident: S0263574721001727_ref30
  doi: 10.1109/37.24809
– ident: S0263574721001727_ref40
  doi: 10.1007/978-981-10-4762-6_38
– ident: S0263574721001727_ref49
  doi: 10.1016/j.asoc.2016.02.033
– ident: S0263574721001727_ref37
  doi: 10.1080/17415977.2019.1602124
– ident: S0263574721001727_ref55
  doi: 10.1016/j.simpat.2018.05.002
– ident: S0263574721001727_ref11
  doi: 10.1049/PBCE111E
– ident: S0263574721001727_ref9
– ident: S0263574721001727_ref8
  doi: 10.1109/TE.2004.825525
– ident: S0263574721001727_ref3
  doi: 10.1109/TNSRE.2014.2372172
– ident: S0263574721001727_ref25
  doi: 10.1017/S0263574719000456
– volume: 9
  start-page: 98
  year: 2016
  ident: S0263574721001727_ref52
  article-title: Statistical analysis of harmony search algorithms in tuning PID controller
  publication-title: Int. J. Intell. Eng. Syst.
– volume: 51
  year: 2020
  ident: S0263574721001727_ref60
  article-title: Lightning search algorithm: A comprehensive survey
  publication-title: Appl. Intell.
– ident: S0263574721001727_ref34
  doi: 10.1016/B978-012526430-3/50011-8
– ident: S0263574721001727_ref23
  doi: 10.1007/s11633-014-0818-1
– ident: S0263574721001727_ref32
  doi: 10.1109/TNNLS.2014.2302475
– ident: S0263574721001727_ref29
  doi: 10.1016/j.fss.2008.02.005
– ident: S0263574721001727_ref33
  doi: 10.1049/cce:19990203
– ident: S0263574721001727_ref2
– ident: S0263574721001727_ref6
– ident: S0263574721001727_ref51
  doi: 10.1109/ICCCCEE.2017.7867652
– volume: 5
  start-page: 576
  year: 2012
  ident: S0263574721001727_ref5
  article-title: FPGA modeling and realtime embedded control design via LabVIEW software: Application for swinging-up a pendulum
  publication-title: Int. J. Smart Sens. Intell. Syst.
– ident: S0263574721001727_ref42
  doi: 10.1007/s11047-007-9050-z
– ident: S0263574721001727_ref41
  doi: 10.1007/s11047-007-9049-5
– ident: S0263574721001727_ref54
  doi: 10.1016/j.isatra.2012.06.007
– volume: 6
  start-page: 188
  year: 2012
  ident: S0263574721001727_ref50
  article-title: Obtaining an optimum PID controllers for unstable systems using current search
  publication-title: Int. J. Syst. Eng. Appl. Dev.
– ident: S0263574721001727_ref14
– ident: S0263574721001727_ref22
  doi: 10.1016/j.simpat.2010.08.003
– ident: S0263574721001727_ref61
  doi: 10.1109/ACCESS.2018.2888912
– ident: S0263574721001727_ref20
  doi: 10.1002/int.20062
– start-page: 190
  volume-title: Robotic Welding, Intelligence and Automation, Lecture Notes in Control and Information Sciences
  year: 2004
  ident: S0263574721001727_ref21
– volume-title: Modern Control Engineering
  year: 2005
  ident: S0263574721001727_ref12
– ident: S0263574721001727_ref43
– ident: S0263574721001727_ref62
  doi: 10.1145/3443467.3443851
– ident: S0263574721001727_ref24
  doi: 10.1109/TIE.2006.870680
– ident: S0263574721001727_ref27
  doi: 10.1017/S0263574705001761
– volume: 3
  start-page: 21
  year: 2013
  ident: S0263574721001727_ref38
  article-title: Tuning of PID controller of inverted pendulum using genetic algorithm
  publication-title: Int. J. Soft Comput. Eng. (IJSCE)
– ident: S0263574721001727_ref1
  doi: 10.5772/55058
– start-page: 486
  volume-title: 10th IEEE-RAS International Conference on Humanoid Robots
  year: 2010
  ident: S0263574721001727_ref19
– ident: S0263574721001727_ref28
  doi: 10.1016/0165-0114(89)90252-2
– ident: S0263574721001727_ref57
  doi: 10.1016/j.mechatronics.2005.03.003
– ident: S0263574721001727_ref4
  doi: 10.1017/S0263574720001228
– ident: S0263574721001727_ref58
  doi: 10.1016/j.asoc.2015.07.028
– volume: 7
  start-page: 3309
  year: 2011
  ident: S0263574721001727_ref48
  article-title: An effective refinement artificial bee colony optimization algorithm based on chaotic search and application for PID control tuning
  publication-title: J. Comput. Inf. Syst.
– ident: S0263574721001727_ref46
  doi: 10.1016/j.asoc.2018.09.019
– volume: 9
  start-page: 667
  year: 2015
  ident: S0263574721001727_ref53
  article-title: Optimizing PID parameters using harmony search
  publication-title: Int. J. Mech. Mechatron. Eng.
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Snippet Inverted pendulum systems (IPSs) are mostly used to demonstrate the control rules for keeping the pendulum at a balanced upright position due to a slight force...
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SubjectTerms Algorithms
Controllers
Lightning
Nonlinear control
Optimization techniques
Particle swarm optimization
Pendulums
Performance evaluation
Proportional integral derivative
Search algorithms
Self tuning
Tracking control
Title Stabilization and tracking control of an x-z type inverted pendulum system using Lightning Search Algorithm tuned nonlinear PID controller
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