Levy Flight Safe Experimentation Dynamics Algorithm for Data-Based PID Tuning of Flexible Joint Robot

This paper proposes the data-based PID controller of flexible joint robot based on Levy Flight Safe Experimentation Dynamics (LFSED) algorithm. The LFSED algorithm is an enhanced version of SED algorithm where the random perturbation of the updated tuning variable is based on Levy Flight function. B...

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Published in:2020 IEEE 10th Symposium on Computer Applications & Industrial Electronics (ISCAIE) pp. 108 - 112
Main Authors: Ahmad, Mohd Ashraf, Mohd Rashid, Muhammad Ikram, Sulaiman, Mohd Herwan, Suid, Mohd Helmi, Mohd Tumari, Mohd Zaidi
Format: Conference Proceeding
Language:English
Published: IEEE 01.04.2020
Subjects:
Accuracy
data-driven control
flexible robot
Game theory
Heuristic algorithms
Linear programming
PID controller
Robots
Simulation
Statistical analysis
Trajectory tracking
Tuning
Vibrations
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Abstract This paper proposes the data-based PID controller of flexible joint robot based on Levy Flight Safe Experimentation Dynamics (LFSED) algorithm. The LFSED algorithm is an enhanced version of SED algorithm where the random perturbation of the updated tuning variable is based on Levy Flight function. By adopting the Levy Flight term to the updated equation of SED, it is expected that a more efficient searching can be performed than the uniform distribution random numbers. The effectiveness of the LFSED algorithm is verified to tune the PID controller of flexible joint robot. In this flexible joint control problem, two PID controllers are utilized to control both rotary angle tracking and vibration of flexible joint robot. The performance of the proposed data-based PID controller is assessed in terms of trajectory tracking of angular motion, vibration reduction and statistical analysis of the predefined control objective function. The simulation results showed that the data-based PID controller based on LFSED is able to produce better control accuracy than the conventional LFSED based method.
AbstractList This paper proposes the data-based PID controller of flexible joint robot based on Levy Flight Safe Experimentation Dynamics (LFSED) algorithm. The LFSED algorithm is an enhanced version of SED algorithm where the random perturbation of the updated tuning variable is based on Levy Flight function. By adopting the Levy Flight term to the updated equation of SED, it is expected that a more efficient searching can be performed than the uniform distribution random numbers. The effectiveness of the LFSED algorithm is verified to tune the PID controller of flexible joint robot. In this flexible joint control problem, two PID controllers are utilized to control both rotary angle tracking and vibration of flexible joint robot. The performance of the proposed data-based PID controller is assessed in terms of trajectory tracking of angular motion, vibration reduction and statistical analysis of the predefined control objective function. The simulation results showed that the data-based PID controller based on LFSED is able to produce better control accuracy than the conventional LFSED based method.
Author Sulaiman, Mohd Herwan
Mohd Tumari, Mohd Zaidi
Ahmad, Mohd Ashraf
Mohd Rashid, Muhammad Ikram
Suid, Mohd Helmi
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  givenname: Muhammad Ikram
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  givenname: Mohd Zaidi
  surname: Mohd Tumari
  fullname: Mohd Tumari, Mohd Zaidi
  organization: Faculty of Engineering Technology, Universiti Teknikal Malaysia Melaka,Durian Tunggal, Melaka,Malaysia
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Snippet This paper proposes the data-based PID controller of flexible joint robot based on Levy Flight Safe Experimentation Dynamics (LFSED) algorithm. The LFSED...
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StartPage 108
SubjectTerms Accuracy
data-driven control
flexible robot
Game theory
Heuristic algorithms
Linear programming
PID controller
Robots
Simulation
Statistical analysis
Trajectory tracking
Tuning
Vibrations
Title Levy Flight Safe Experimentation Dynamics Algorithm for Data-Based PID Tuning of Flexible Joint Robot
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