A Physics-Guided Coordinated Distributed MPC Method for Shape Control of an Antenna Reflector
IEEE Transactions on Cybernetics
|March 30, 2021
Summary
A new physics-guided distributed model predictive control (DMPC) framework precisely controls antenna reflector shape, overcoming space environment challenges and input saturation for enhanced performance.
Area of Science:
- Aerospace Engineering
- Control Systems
- Structural Mechanics
Background:
- Space environments pose significant challenges to antenna reflector shape accuracy.
- Active shape control is crucial for maintaining reflector performance in orbit.
- Existing control methods may struggle with complex dynamics and input constraints.
Purpose of the Study:
- To propose a novel physics-guided distributed model predictive control (DMPC) framework for antenna reflector shape control.
- To address the issue of input saturation within the control system.
- To validate the effectiveness of the proposed DMPC approach through experimental testing.
Main Methods:
- A substructuring technique decomposes the reflector into multilevel subsystems.
- Each subsystem utilizes a prediction model discretized via the explicit Newmark-β method.
- A coordinator is designed iteratively to enhance system-wide control performance.
- Input saturation is managed by transforming the problem into a linear complementarity problem (LCP).
Main Results:
- The proposed DMPC framework effectively controls the antenna reflector's shape.
- The method successfully handles input saturation constraints.
- Experimental validation confirms the algorithm's performance and robustness.
- The physics-guided approach ensures accurate modeling of structural dynamics.
Conclusions:
- The developed physics-guided DMPC framework offers a robust solution for active antenna reflector shape control.
- The substructuring and iterative coordination effectively manage complex system dynamics.
- The LCP formulation provides an efficient way to handle input saturation.
- This approach is experimentally validated and suitable for real-world space applications.
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