Model predictive control of piezo-actuated structures using reduced order models. (November 2018)
- Record Type:
- Journal Article
- Title:
- Model predictive control of piezo-actuated structures using reduced order models. (November 2018)
- Main Title:
- Model predictive control of piezo-actuated structures using reduced order models
- Authors:
- Rosenzweig, Philipp
Kater, Andreas
Meurer, Thomas - Abstract:
- Abstract: A model predictive control method for a flexible structure consisting of two beams, equipped with macro fiber composite (MFC) patches as piezoelectric actuators is presented. Adjacent beams are connected at the tip by an elastic string. The equations of motion are derived by the evaluation of the extended Hamilton's principle. Spatially dependent parameters are considered, due to different material characteristics of the carrier beams and the MFC patches. The spatially dependent variable is approximated using Galerkin's method, leading to the state space representation of the beam structure by means of ordinary differential equations (ODEs). In order to avoid approximation errors, a high order approximation of the distributed-parameter system is required. With a model order reduction a small system describing approximately the same dynamics is obtained. A model predictive controller is designed, analyzed and evaluated in a simulation and at the experimental set-up. For the real-time capability of the model predictive controller a move blocking method by downsampling the prediction horizon is presented. Highlights: Application of model predictive control for highly dynamical weakly damped systems. Combination of MPC with second order balanced truncation for model order reduction. Analysis of MPC horizon length and reduced model order in view of control performance. Experimental validation for coupled flexible beam structure with piezoelectric in-domain actuation.Abstract: A model predictive control method for a flexible structure consisting of two beams, equipped with macro fiber composite (MFC) patches as piezoelectric actuators is presented. Adjacent beams are connected at the tip by an elastic string. The equations of motion are derived by the evaluation of the extended Hamilton's principle. Spatially dependent parameters are considered, due to different material characteristics of the carrier beams and the MFC patches. The spatially dependent variable is approximated using Galerkin's method, leading to the state space representation of the beam structure by means of ordinary differential equations (ODEs). In order to avoid approximation errors, a high order approximation of the distributed-parameter system is required. With a model order reduction a small system describing approximately the same dynamics is obtained. A model predictive controller is designed, analyzed and evaluated in a simulation and at the experimental set-up. For the real-time capability of the model predictive controller a move blocking method by downsampling the prediction horizon is presented. Highlights: Application of model predictive control for highly dynamical weakly damped systems. Combination of MPC with second order balanced truncation for model order reduction. Analysis of MPC horizon length and reduced model order in view of control performance. Experimental validation for coupled flexible beam structure with piezoelectric in-domain actuation. Implementation of MPC on real-time hardware involving state estimation. … (more)
- Is Part Of:
- Control engineering practice. Volume 80(2018)
- Journal:
- Control engineering practice
- Issue:
- Volume 80(2018)
- Issue Display:
- Volume 80, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 80
- Issue:
- 2018
- Issue Sort Value:
- 2018-0080-2018-0000
- Page Start:
- 83
- Page End:
- 93
- Publication Date:
- 2018-11
- Subjects:
- Model predictive control -- Flexible structures -- Model order reduction -- Experiment -- Real-time implementation -- Parameter identification -- Energy-based modeling
Automatic control -- Periodicals
629.89 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09670661 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.conengprac.2018.08.001 ↗
- Languages:
- English
- ISSNs:
- 0967-0661
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3462.020000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 7647.xml