Data-driven PID tuning based on safe experimentation dynamics for control of double-pendulum-type overhead crane
This paper reports an investigation of Data-Driven PID tuning based on Safe Experimentation Dynamics (SED) for control of the Double-Pendulum-Type Overhead Crane (DPTOC) system. The SED algorithm is used to find the optimal PID parameters such that the hook and load swing angles are minimized. Perfo...
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Main Authors: | , |
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Format: | Book Section |
Language: | English English |
Published: |
Springer Singapore
2018
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Online Access: | http://umpir.ump.edu.my/id/eprint/21695/1/book31%20Data-driven%20PID%20tuning%20based%20on%20safe%20experimentation%20dynamics%20for%20control%20of%20double-pendulum-type%20overhead%20crane.pdf http://umpir.ump.edu.my/id/eprint/21695/2/book31.1%20Data-driven%20PID%20tuning%20based%20on%20safe%20experimentation%20dynamics%20for%20control%20of%20double-pendulum-type%20overhead%20crane.pdf http://umpir.ump.edu.my/id/eprint/21695/ https://doi.org/10.1007/978-981-10-8788-2_27 |
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Institution: | Universiti Malaysia Pahang |
Language: | English English |
Summary: | This paper reports an investigation of Data-Driven PID tuning based on Safe Experimentation Dynamics (SED) for control of the Double-Pendulum-Type Overhead Crane (DPTOC) system. The SED algorithm is used to find the optimal PID parameters such that the hook and load swing angles are minimized. Performance comparison between the SED based method and Simultaneous Perturbation Stochastic Approximation (SPSA) based method for data-driven PID tuning is observed and discussed. The performance is evaluated by numerical example in terms of trolley trajectory tracking, hook and load swings reduction and control input energy. The findings demonstrated that the SED based data-driven PID is capable to reduce the hook and load swing angles while maintain the desired trolley trajectory position. In addition, faster settling time for control input energy is obtained. |
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