Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning
The linear motor tool feed system is an important part in noncircular turning. In this paper, the compact form dynamic linearization based model-free adaptive iterative control scheme (CFDL-MFAILC) and the full form dynamic linearization based model-free adaptive iterative control method scheme (FFD...
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doaj-5e917596c8f94ec5b90dad5e04b56bb32021-04-05T17:26:58ZengIEEEIEEE Access2169-35362019-01-01711371211372510.1109/ACCESS.2019.29343598793092Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular TurningRongmin Cao0https://orcid.org/0000-0003-1318-0883Zhongsheng Hou1Yunjie Zhao2Baolin Zhang3School of Automation, Beijing Information Science and Technology University, Beijing, ChinaSchool of Automation, Qingdao University, Qingdao, ChinaSchool of Automation, Beijing Information Science and Technology University, Beijing, ChinaSchool of Automation, Beijing Information Science and Technology University, Beijing, ChinaThe linear motor tool feed system is an important part in noncircular turning. In this paper, the compact form dynamic linearization based model-free adaptive iterative control scheme (CFDL-MFAILC) and the full form dynamic linearization based model-free adaptive iterative control method scheme (FFDL-MFAILC) are designed for a complex nonlinear tool feed system. Theoretical analysis shows that the proposed scheme guarantees the output tracking error monotonic convergence along the iteration axis, and the FFDL-MFAILC is a complement and improvement to the CFDL-MFAILC. The designed control schemes are compared with PID and iterative learning feedforward and model-free adaptive predictive control feedback combination scheme (ILC-MFAPC) by simulations and experiments. Simulation results show that the proposed scheme can greatly decrease linear motor position error as iteration time increase, and has better position control advantages then other algorithms, the FFDL-MFAILC has faster convergence speed and smaller steady-state error than the CFDL-MFAILC. Experiment results prove that the proposed scheme is effective in linear motor tool feed system position control.https://ieeexplore.ieee.org/document/8793092/Dynamic linearizationiterative learning controlmodel free adaptive controlnoncircular turningtool feed system |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rongmin Cao Zhongsheng Hou Yunjie Zhao Baolin Zhang |
spellingShingle |
Rongmin Cao Zhongsheng Hou Yunjie Zhao Baolin Zhang Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning IEEE Access Dynamic linearization iterative learning control model free adaptive control noncircular turning tool feed system |
author_facet |
Rongmin Cao Zhongsheng Hou Yunjie Zhao Baolin Zhang |
author_sort |
Rongmin Cao |
title |
Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning |
title_short |
Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning |
title_full |
Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning |
title_fullStr |
Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning |
title_full_unstemmed |
Model Free Adaptive Iterative Learning Control for Tool Feed System in Noncircular Turning |
title_sort |
model free adaptive iterative learning control for tool feed system in noncircular turning |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
The linear motor tool feed system is an important part in noncircular turning. In this paper, the compact form dynamic linearization based model-free adaptive iterative control scheme (CFDL-MFAILC) and the full form dynamic linearization based model-free adaptive iterative control method scheme (FFDL-MFAILC) are designed for a complex nonlinear tool feed system. Theoretical analysis shows that the proposed scheme guarantees the output tracking error monotonic convergence along the iteration axis, and the FFDL-MFAILC is a complement and improvement to the CFDL-MFAILC. The designed control schemes are compared with PID and iterative learning feedforward and model-free adaptive predictive control feedback combination scheme (ILC-MFAPC) by simulations and experiments. Simulation results show that the proposed scheme can greatly decrease linear motor position error as iteration time increase, and has better position control advantages then other algorithms, the FFDL-MFAILC has faster convergence speed and smaller steady-state error than the CFDL-MFAILC. Experiment results prove that the proposed scheme is effective in linear motor tool feed system position control. |
topic |
Dynamic linearization iterative learning control model free adaptive control noncircular turning tool feed system |
url |
https://ieeexplore.ieee.org/document/8793092/ |
work_keys_str_mv |
AT rongmincao modelfreeadaptiveiterativelearningcontrolfortoolfeedsysteminnoncircularturning AT zhongshenghou modelfreeadaptiveiterativelearningcontrolfortoolfeedsysteminnoncircularturning AT yunjiezhao modelfreeadaptiveiterativelearningcontrolfortoolfeedsysteminnoncircularturning AT baolinzhang modelfreeadaptiveiterativelearningcontrolfortoolfeedsysteminnoncircularturning |
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1721539545551339520 |