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Published on: February 13, 2018
Multivariable offset-free MPC with steady-state target calculation and its application to a wind tunnel system
Jun Wang1, Baocang Ding1, Shuangxi Zhang2
1Department of Automation, School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, 710049, PR China.
This study presents an efficient Model Predictive Control (MPC) for optimizing set-points in an intermittent transonic wind tunnel (ITWT). The method uses Kalman filtering and linear/quadratic programming for effective control.
Area of Science:
- Aerospace Engineering
- Control Systems Engineering
- Computational Fluid Dynamics
Background:
- Intermittent transonic wind tunnels (ITWT) require precise control for efficient operation.
- Set-point optimization is crucial for maximizing the performance and data quality in wind tunnel testing.
Purpose of the Study:
- To develop and validate a computationally efficient Model Predictive Control (MPC) approach for set-point optimization in an ITWT.
- To demonstrate the application and effectiveness of the proposed MPC strategy on a real-world ITWT.
Main Methods:
- Utilizing a Kalman filter for open-loop dynamic and steady-state predictions of manipulated and controlled variables.
- Employing a linearized steady-state model for set-point optimization via linear programming (LP) in steady-state target calculation (SSTC).
- Implementing dynamic control through quadratic programming (QP) to compute optimal control moves based on optimized set-points.
Main Results:
- The proposed MPC approach demonstrated computational efficiency.
- Satisfactory performance was achieved when applied to the intermittent transonic wind tunnel.
- The method effectively optimized set-points for the ITWT.
Conclusions:
- The developed MPC strategy offers an efficient solution for set-point optimization in ITWT.
- The integration of Kalman filtering, LP, and QP provides a robust control framework.
- The successful application on ITWT validates the practical utility of the proposed method.
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