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 in | Robotica Vol. 40; no. 7; pp. 2428 - 2448 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Cambridge, UK
Cambridge University Press
01.07.2022
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0263-5747 1469-8668 |
| DOI | 10.1017/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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Nurhan orcidid: 0000-0002-7016-5201 surname: Gürsel Özmen fullname: Gürsel Özmen, Nurhan email: gnurhan@ktu.edu.tr organization: Karadeniz Technical University, Department of Mechanical Engineering, 61080 Trabzon, Turkey – sequence: 2 givenname: Musa surname: Marul fullname: Marul, Musa organization: Artvin Çoruh University, Borçka Acarlar Vocational School, Department of Electronics and Automation, Artvin, Turkey |
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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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| 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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