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2018 | OriginalPaper | Buchkapitel

7. Online Modeling Approach for Time-Varying Forging Processes

verfasst von : Xinjiang Lu, Minghui Huang

Erschienen in: Modeling, Analysis and Control of Hydraulic Actuator for Forging

Verlag: Springer Singapore

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Abstract

The previous two chapters mainly discussed about off-line modeling as forging processes are time-invariant. In this chapter, a simple and effective online modeling approach is presented to model time-varying forging processes. This proposed method first constructs a model set for the time-varying forging process. All parameters in the model set are then identified online by using process data. An error minimization based match method is further developed to select a suitable model from the model set to reflect the present dynamic behavior of the forging process. Numerical cases and practical forging cases finally demonstrate the effectiveness of the proposed method.

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Literatur
1.
Zurück zum Zitat X.J. Lu, M.H. Huang, System decomposition based multi-level control for hydraulic press machine. IEEE Trans. Industr. Electron. 59(4), 1980–1987 (2012)CrossRef X.J. Lu, M.H. Huang, System decomposition based multi-level control for hydraulic press machine. IEEE Trans. Industr. Electron. 59(4), 1980–1987 (2012)CrossRef
2.
Zurück zum Zitat S.J. Cho, J.C. Lee, Y.H. Jeon, J.W. Jeon, The Development of a Position Conversion Controller for Hydraulic Press Systems. International Conference on Robotics and Biomimetics (2009), pp. 2019–2022 S.J. Cho, J.C. Lee, Y.H. Jeon, J.W. Jeon, The Development of a Position Conversion Controller for Hydraulic Press Systems. International Conference on Robotics and Biomimetics (2009), pp. 2019–2022
3.
Zurück zum Zitat G. Shen, D. Furrer, Manufacturing of aerospace forgings. J. Mater. Process. Technol. 98(2), 189–195 (2000)CrossRef G. Shen, D. Furrer, Manufacturing of aerospace forgings. J. Mater. Process. Technol. 98(2), 189–195 (2000)CrossRef
4.
Zurück zum Zitat C.R. Boer, N. Rebelo, H. Rydstad, G. Schroder, Process modeling of metal forming and thermomechanical treatment. Springer-Verlag 175(2), 261–273 (1986) C.R. Boer, N. Rebelo, H. Rydstad, G. Schroder, Process modeling of metal forming and thermomechanical treatment. Springer-Verlag 175(2), 261–273 (1986)
5.
Zurück zum Zitat C.J. Lin, H.T. Yau, Y.C. Tian, Identification and compensation of nonlinear friction characteristics and precision control for a linear motor stage. IEEE/ASME Trans. Mechatron. 18(4), 1385–1396 (2013)CrossRef C.J. Lin, H.T. Yau, Y.C. Tian, Identification and compensation of nonlinear friction characteristics and precision control for a linear motor stage. IEEE/ASME Trans. Mechatron. 18(4), 1385–1396 (2013)CrossRef
6.
Zurück zum Zitat T.H. Lee, K.K. Tan, S. Huang, Adaptive friction compensation with a dynamical friction model. IEEE/ASME Trans. Mechatron. 16(1), 133–140 (2011)CrossRef T.H. Lee, K.K. Tan, S. Huang, Adaptive friction compensation with a dynamical friction model. IEEE/ASME Trans. Mechatron. 16(1), 133–140 (2011)CrossRef
7.
Zurück zum Zitat J. Beddoes, M.J. Bibbly, Principles of metal manufacturing process (Elsevier Butterworth-Heinemann, Burlington, 2014) J. Beddoes, M.J. Bibbly, Principles of metal manufacturing process (Elsevier Butterworth-Heinemann, Burlington, 2014)
8.
Zurück zum Zitat X.J. Lu, Y.B. Li, M.H. Huang, Operation-region-decomposition-based singular value decomposition/neural network modeling method for complex hydraulic press machines. Ind. Eng. Chem. Res. 52(48), 17221–17228 (2013)CrossRef X.J. Lu, Y.B. Li, M.H. Huang, Operation-region-decomposition-based singular value decomposition/neural network modeling method for complex hydraulic press machines. Ind. Eng. Chem. Res. 52(48), 17221–17228 (2013)CrossRef
9.
Zurück zum Zitat X.L. Huang, Microstructure evolution simulation and experimental study of 7A85 aluminum aviation joint forging by isothermal forging process, Master thesis, Central South University, Changsha, 2013 X.L. Huang, Microstructure evolution simulation and experimental study of 7A85 aluminum aviation joint forging by isothermal forging process, Master thesis, Central South University, Changsha, 2013
10.
Zurück zum Zitat C.B. Yang, C.S. Deng, H.L. Chiang, Combining the Taguchi method with artificial neural network to construct a prediction model of a CO2 laser cutting experiment. Int. J Adv. Manuf. Technol. 59(9-12), 1103–1111 (2012)CrossRef C.B. Yang, C.S. Deng, H.L. Chiang, Combining the Taguchi method with artificial neural network to construct a prediction model of a CO2 laser cutting experiment. Int. J Adv. Manuf. Technol. 59(9-12), 1103–1111 (2012)CrossRef
11.
Zurück zum Zitat Y. Zhang, J. Yang, H. Jiang, Machine tool thermal error modeling and prediction by grey neural network. Int. J. Adv. Manuf. Technol. 59(9–12), 1065–1072 (2012)CrossRef Y. Zhang, J. Yang, H. Jiang, Machine tool thermal error modeling and prediction by grey neural network. Int. J. Adv. Manuf. Technol. 59(9–12), 1065–1072 (2012)CrossRef
12.
Zurück zum Zitat Z.J. Jiang, Y. Yang, S.Y. Mo, K. Yao, F.R. Gao, Polymer extrusion: from control system design to product quality. Ind. Eng. Chem. Res. 51(45), 14759–14770 (2012)CrossRef Z.J. Jiang, Y. Yang, S.Y. Mo, K. Yao, F.R. Gao, Polymer extrusion: from control system design to product quality. Ind. Eng. Chem. Res. 51(45), 14759–14770 (2012)CrossRef
13.
Zurück zum Zitat H.X. Li, H. Deng, An approximate internal model based neural control for unknown nonlinear discrete processes. IEEE Trans. Neural Networks 17(3), 659–670 (2006)CrossRef H.X. Li, H. Deng, An approximate internal model based neural control for unknown nonlinear discrete processes. IEEE Trans. Neural Networks 17(3), 659–670 (2006)CrossRef
14.
Zurück zum Zitat H. Deng, H.X. Li, A novel neural approximate inverse control for unknown nonlinear discrete dynamic systems. IEEE Trans. Syst. Man Cybern. Part B 35(1), 115–123 (2005)CrossRef H. Deng, H.X. Li, A novel neural approximate inverse control for unknown nonlinear discrete dynamic systems. IEEE Trans. Syst. Man Cybern. Part B 35(1), 115–123 (2005)CrossRef
15.
Zurück zum Zitat C.H. Lu, C.C. Tsai, Generalized predictive control using recurrent fuzzy neural networks for industrial processes. J. Process Control 17(1), 83–92 (2007)CrossRef C.H. Lu, C.C. Tsai, Generalized predictive control using recurrent fuzzy neural networks for industrial processes. J. Process Control 17(1), 83–92 (2007)CrossRef
16.
Zurück zum Zitat Z.G. Su, P.H. Wang, J. Shen, Y.F. Zhang, L. Chen, Convenient T-S fuzzy model with enhanced performance using a novel swarm intelligent fuzzy clustering technique. J. Process Control 22(1), 108–124 (2012)CrossRef Z.G. Su, P.H. Wang, J. Shen, Y.F. Zhang, L. Chen, Convenient T-S fuzzy model with enhanced performance using a novel swarm intelligent fuzzy clustering technique. J. Process Control 22(1), 108–124 (2012)CrossRef
17.
Zurück zum Zitat H.N. Wu, H.X. Li, H∞ Fuzzy observer-based control for a class of nonlinear distributed parameter systems with control constraints. IEEE Trans. Fuzzy Syst. 16(2), 502–516 (2008)MathSciNetCrossRef H.N. Wu, H.X. Li, H∞ Fuzzy observer-based control for a class of nonlinear distributed parameter systems with control constraints. IEEE Trans. Fuzzy Syst. 16(2), 502–516 (2008)MathSciNetCrossRef
18.
Zurück zum Zitat P.F. van Lith, B.H.L. Betlem, B. Roffel, A structured modeling approach for dynamic hybrid fuzzy-first principles models. J. Process Control 12(5), 605–615 (2002)CrossRefMATH P.F. van Lith, B.H.L. Betlem, B. Roffel, A structured modeling approach for dynamic hybrid fuzzy-first principles models. J. Process Control 12(5), 605–615 (2002)CrossRefMATH
19.
Zurück zum Zitat K. Tanaka, H.O. Wang, Fuzzy Control Systems Design and Analysis: A Linear Matrix Inequality Approach, Wiley 39(11), 2011–2013 (2002) K. Tanaka, H.O. Wang, Fuzzy Control Systems Design and Analysis: A Linear Matrix Inequality Approach, Wiley 39(11), 2011–2013 (2002)
20.
Zurück zum Zitat T. Soderstrom, P. Stoica, System Identification (Prentice Hall International, 1989) T. Soderstrom, P. Stoica, System Identification (Prentice Hall International, 1989)
21.
Zurück zum Zitat P.V. Overschee, B.D. Moor, Subspace identification for linear systems: theory, implementation, applications (Kluwer Academic Publishers, Boston, 1996)CrossRefMATH P.V. Overschee, B.D. Moor, Subspace identification for linear systems: theory, implementation, applications (Kluwer Academic Publishers, Boston, 1996)CrossRefMATH
22.
Zurück zum Zitat A. Jeang, Robust tolerance design by response surface methodology. Int. J. Adv. Manuf. Technol. 15(6), 399–403 (1999)CrossRefMATH A. Jeang, Robust tolerance design by response surface methodology. Int. J. Adv. Manuf. Technol. 15(6), 399–403 (1999)CrossRefMATH
23.
Zurück zum Zitat Y.X. Zhao, X.D. Chen, Model-based robust design for time–pressure fluid dispensing using surrogate modeling. Int. J. Adv. Manuf. Technol. 55(5–8), 433–446 (2011)CrossRef Y.X. Zhao, X.D. Chen, Model-based robust design for time–pressure fluid dispensing using surrogate modeling. Int. J. Adv. Manuf. Technol. 55(5–8), 433–446 (2011)CrossRef
24.
Zurück zum Zitat X.J. Lu, H.X. Li, Perturbation theory based robust design for model uncertainty. ASME Trans. J. Mech. Des. 131(11), 111006 (2009)CrossRef X.J. Lu, H.X. Li, Perturbation theory based robust design for model uncertainty. ASME Trans. J. Mech. Des. 131(11), 111006 (2009)CrossRef
25.
Zurück zum Zitat G.F. Liao, Simulation and experimental study of aviation joint forging by isothermal forging process, Master thesis, Central South University, 2011 G.F. Liao, Simulation and experimental study of aviation joint forging by isothermal forging process, Master thesis, Central South University, 2011
26.
Zurück zum Zitat M. Chen, M.H. Huang, Y.C. Zhou, L.H. Zhan, Synchronism control system of heavy hydraulic press. IEEE Int. Conf. Measur. Technol. Mechatron. Autom. 2, 17–19 (2009) M. Chen, M.H. Huang, Y.C. Zhou, L.H. Zhan, Synchronism control system of heavy hydraulic press. IEEE Int. Conf. Measur. Technol. Mechatron. Autom. 2, 17–19 (2009)
Metadaten
Titel
Online Modeling Approach for Time-Varying Forging Processes
verfasst von
Xinjiang Lu
Minghui Huang
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-5583-6_7

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