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2018 | OriginalPaper | Chapter

Data-Driven PID Tuning Based on Safe Experimentation Dynamics for Control of Double-Pendulum-Type Overhead Crane

Authors : Nor Sakinah Abdul Shukor, Mohd Ashraf Ahmad

Published in: Intelligent Manufacturing & Mechatronics

Publisher: Springer Singapore

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Abstract

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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Literature
1.
go back to reference Liu, D.T., Guo, W.P., Yi, J.Q., Zhao, D.B.: Double-pendulum-type overhead crane dynamics and its adaptive sliding mode fuzzy control. In: 3rd International Conference on Machine Learning and Cybernetics, pp. 26–29. IEEE, Shanghai (2004) Liu, D.T., Guo, W.P., Yi, J.Q., Zhao, D.B.: Double-pendulum-type overhead crane dynamics and its adaptive sliding mode fuzzy control. In: 3rd International Conference on Machine Learning and Cybernetics, pp. 26–29. IEEE, Shanghai (2004)
2.
go back to reference Adeli, M., Zarabadipour, H., Zarabadi, S.H., Shoorehdeli, M.A.: Anti-swing control for a double-pendulum-type overhead crane via parallel distributed fuzzy LQR controller combined with genetic fuzzy rule set selection. In: IEEE International Conference on Control System, Computing and Engineering 2011, ICCSCE, pp. 306–311. IEEE, Penang (2011) Adeli, M., Zarabadipour, H., Zarabadi, S.H., Shoorehdeli, M.A.: Anti-swing control for a double-pendulum-type overhead crane via parallel distributed fuzzy LQR controller combined with genetic fuzzy rule set selection. In: IEEE International Conference on Control System, Computing and Engineering 2011, ICCSCE, pp. 306–311. IEEE, Penang (2011)
3.
go back to reference Raja, I.R.M.T., That, N.D., Ha, Q.P.: Adaptive fuzzy sliding mode control for uncertain nonlinear underactuated mechanical systems. In: International Conference on Control, Automation and Information Sciences 2013, ICCAIS, pp. 212–217. IEEE (2013) Raja, I.R.M.T., That, N.D., Ha, Q.P.: Adaptive fuzzy sliding mode control for uncertain nonlinear underactuated mechanical systems. In: International Conference on Control, Automation and Information Sciences 2013, ICCAIS, pp. 212–217. IEEE (2013)
4.
go back to reference He, C., Yongchun, F., Ning, S., Yuzhe, Q.: Pseudospectral method based time optimal trajectory planning for double pendulum cranes. In: 34th Chinese Control Conference 2015, CCC, pp. 4302–4307. IEEE, Hangzhou (2015) He, C., Yongchun, F., Ning, S., Yuzhe, Q.: Pseudospectral method based time optimal trajectory planning for double pendulum cranes. In: 34th Chinese Control Conference 2015, CCC, pp. 4302–4307. IEEE, Hangzhou (2015)
5.
go back to reference Liu, D.T., Guo, W.P., Yi, J.Q.: Dynamics and stable control for a class of underactuated mechanical systems. Acta Automatica Sinica 3(32), 422–427 (2006)MathSciNet Liu, D.T., Guo, W.P., Yi, J.Q.: Dynamics and stable control for a class of underactuated mechanical systems. Acta Automatica Sinica 3(32), 422–427 (2006)MathSciNet
6.
go back to reference Jaafar, H.I., Mohamed, Z., Abidin, A.F.Z., Ghani, Z.A.: PSO-tuned PID controller for a nonlinear gantry crane system. In: IEEE International Conference on Control System, Computing and Engineering 2012, ICCSCE, pp. 515–519. IEEE, Penang (2012) Jaafar, H.I., Mohamed, Z., Abidin, A.F.Z., Ghani, Z.A.: PSO-tuned PID controller for a nonlinear gantry crane system. In: IEEE International Conference on Control System, Computing and Engineering 2012, ICCSCE, pp. 515–519. IEEE, Penang (2012)
7.
go back to reference Ahmad, M.A., Rohani, M.A., Raja, I.R.M.T., Jusof, M.F.M., Suid, M.H., Nasir, A.N.K.: A model-free PID tuning to slosh control using simultaneous perturbation stochastic approximation. In: 5th IEEE International Conference on Control System, Computing and Engineering 2015, ICCSCE, pp. 331–335. IEEE, Penang (2015) Ahmad, M.A., Rohani, M.A., Raja, I.R.M.T., Jusof, M.F.M., Suid, M.H., Nasir, A.N.K.: A model-free PID tuning to slosh control using simultaneous perturbation stochastic approximation. In: 5th IEEE International Conference on Control System, Computing and Engineering 2015, ICCSCE, pp. 331–335. IEEE, Penang (2015)
8.
go back to reference Ahmad, M.A., Azuma, S.I., Sugie, T.: Performance analysis of model-free PID tuning of MIMO systems based on simultaneous perturbation stochastic approximation. Expert Syst. Appl. 14(41), 6361–6370 (2014)CrossRef Ahmad, M.A., Azuma, S.I., Sugie, T.: Performance analysis of model-free PID tuning of MIMO systems based on simultaneous perturbation stochastic approximation. Expert Syst. Appl. 14(41), 6361–6370 (2014)CrossRef
9.
go back to reference Ahmad, M.A., Azuma, S.I., Sugie, T.: A model-free approach for maximizing power production of wind farm using multi-resolution simultaneous perturbation stochastic approximation. Energies 9(7), 5624–5646 (2014)CrossRef Ahmad, M.A., Azuma, S.I., Sugie, T.: A model-free approach for maximizing power production of wind farm using multi-resolution simultaneous perturbation stochastic approximation. Energies 9(7), 5624–5646 (2014)CrossRef
10.
go back to reference Baba, I., Azuma, S., Sugie, T.: Controller design for optimizing fuel consumption of hybrid electric vehicles-a model-free approach based on simultaneous perturbation stochastic approximation. Pap. Meas. Autom. Control Soc. 9(49), 887–894 (2013) Baba, I., Azuma, S., Sugie, T.: Controller design for optimizing fuel consumption of hybrid electric vehicles-a model-free approach based on simultaneous perturbation stochastic approximation. Pap. Meas. Autom. Control Soc. 9(49), 887–894 (2013)
11.
go back to reference Marden, J.R., Ruben, S.D., Pao, L.Y.: A model-free approach to wind farm control using game theoretic methods. IEEE Trans. Control Syst. Technol. 4(21), 1207–1214 (2013)CrossRef Marden, J.R., Ruben, S.D., Pao, L.Y.: A model-free approach to wind farm control using game theoretic methods. IEEE Trans. Control Syst. Technol. 4(21), 1207–1214 (2013)CrossRef
12.
go back to reference Gebraad, P.M.O., van Dam, F.C., van Wingerden, J.W.: A model-free distributed approach for wind plant control. In: American Control Conference 2013, ACC, pp. 628–633. ACC, Washington, DC (2013) Gebraad, P.M.O., van Dam, F.C., van Wingerden, J.W.: A model-free distributed approach for wind plant control. In: American Control Conference 2013, ACC, pp. 628–633. ACC, Washington, DC (2013)
13.
go back to reference Ahmad, M.A., Raja Ismail, R.M.T., Ramli, M.S., Nasir, A.N.K., Abd Ghani, N.M., Noordin, N.H.: Techniques for sway control of a double-pendulum-type overhead crane. Int. J. Simul.: Syst. Sci. Technol. 2(11), 1–8 (2010) Ahmad, M.A., Raja Ismail, R.M.T., Ramli, M.S., Nasir, A.N.K., Abd Ghani, N.M., Noordin, N.H.: Techniques for sway control of a double-pendulum-type overhead crane. Int. J. Simul.: Syst. Sci. Technol. 2(11), 1–8 (2010)
Metadata
Title
Data-Driven PID Tuning Based on Safe Experimentation Dynamics for Control of Double-Pendulum-Type Overhead Crane
Authors
Nor Sakinah Abdul Shukor
Mohd Ashraf Ahmad
Copyright Year
2018
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-8788-2_27

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