Vibration control of a pneumatic driven piezoelectric flexible manipulator using self-organizing map based multiple models. (March 2016)
- Record Type:
- Journal Article
- Title:
- Vibration control of a pneumatic driven piezoelectric flexible manipulator using self-organizing map based multiple models. (March 2016)
- Main Title:
- Vibration control of a pneumatic driven piezoelectric flexible manipulator using self-organizing map based multiple models
- Authors:
- Zhao, Zhi-li
Qiu, Zhi-cheng
Zhang, Xian-min
Han, Jian-da - Abstract:
- Abstract: A kind of hybrid pneumatic-piezoelectric flexible manipulator system has been presented in the paper. A hybrid driving scheme is achieved by combining of a pneumatic proportional valve based pneumatic drive and a piezoelectric actuator bonded to the flexible beam. The system dynamics models are obtained based on system identification approaches, using the established experimental system. For system identification of the flexible piezoelectric manipulator subsystem, parametric estimation methods are utilized. For the pneumatic driven system, a single global linear model is not accurate enough to describe its dynamics, due to the high nonlinearity of the pneumatic driven system. Therefore, a self-organizing map (SOM) based multi-model system identification approach is used to get multiple local linear models. Then, a SOM based multi-model inverse controller and a variable damping pole-placement controller are applied to the pneumatic drive and piezoelectric actuator, respectively. Experiments on pneumatic driven vibration control, piezoelectric vibration control and hybrid vibration control are conducted, utilized proportional and derivative (PD) control, SOM based multi-model inverse controller, and the variable damping pole-placement controller. Experimental results demonstrate that the investigated control algorithms can improve the vibration control performance of the pneumatic driven flexible piezoelectric manipulator system. Highlights: A hybrid driving schemeAbstract: A kind of hybrid pneumatic-piezoelectric flexible manipulator system has been presented in the paper. A hybrid driving scheme is achieved by combining of a pneumatic proportional valve based pneumatic drive and a piezoelectric actuator bonded to the flexible beam. The system dynamics models are obtained based on system identification approaches, using the established experimental system. For system identification of the flexible piezoelectric manipulator subsystem, parametric estimation methods are utilized. For the pneumatic driven system, a single global linear model is not accurate enough to describe its dynamics, due to the high nonlinearity of the pneumatic driven system. Therefore, a self-organizing map (SOM) based multi-model system identification approach is used to get multiple local linear models. Then, a SOM based multi-model inverse controller and a variable damping pole-placement controller are applied to the pneumatic drive and piezoelectric actuator, respectively. Experiments on pneumatic driven vibration control, piezoelectric vibration control and hybrid vibration control are conducted, utilized proportional and derivative (PD) control, SOM based multi-model inverse controller, and the variable damping pole-placement controller. Experimental results demonstrate that the investigated control algorithms can improve the vibration control performance of the pneumatic driven flexible piezoelectric manipulator system. Highlights: A hybrid driving scheme is composed of pneumatic and piezoelectric driving. Self-organizing map (SOM) based multi-model system identification approach is used. SOM based multi-model inverse controller is applied to the pneumatic drive system. Variable damping pole-placement controller is designed for piezoelectric control. Experiments are conducted to suppress the vibration of the flexible manipulator. … (more)
- Is Part Of:
- Mechanical systems and signal processing. Volume 70/71(2016)
- Journal:
- Mechanical systems and signal processing
- Issue:
- Volume 70/71(2016)
- Issue Display:
- Volume 70/71, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 70/71
- Issue:
- 2016
- Issue Sort Value:
- 2016-NaN-2016-0000
- Page Start:
- 345
- Page End:
- 372
- Publication Date:
- 2016-03
- Subjects:
- Pneumatic drive -- Piezoelectric flexible manipulator -- Vibration control -- Self-organizing map -- Variable damping pole-placement
Structural dynamics -- Periodicals
Vibration -- Periodicals
Constructions -- Dynamique -- Périodiques
Vibration -- Périodiques
Structural dynamics
Vibration
Periodicals
621 - Journal URLs:
- http://www.sciencedirect.com/science/journal/08883270 ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0888-3270;screen=info;ECOIP ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ymssp.2015.09.041 ↗
- Languages:
- English
- ISSNs:
- 0888-3270
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5419.760000
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