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Real-Time 2-D-to-1-D Decomposition of Roesser Models via Sylvester Equation Transformation With Interval-Constrained
IEEE Transactions on Cybernetics
|May 25, 2026
Summary
This study presents a new transformation to decompose complex 2-D systems into two 1-D subsystems. This method enhances model reduction for large-scale systems, ensuring stability in the reduced model.
Area of Science:
- Control Systems Engineering
- Systems Analysis
- Applied Mathematics
Background:
- Two-dimensional (2-D) systems present significant analytical and management challenges due to their inherent complexity.
- Standard 2-D systems often require separable denominator representations for decomposition into 1-D subsystems.
- Existing model reduction techniques, like limited-interval (LI) methods, can suffer from instability in the reduced system.
Purpose of the Study:
- To introduce a novel transformation for decomposing standard 2-D systems into a diagonalized 2-D representation.
- To enable the partitioning of 2-D systems into two 1-D subsystems, overcoming minimal rank decomposition constraints.
- To develop an advanced framework for model reduction addressing limitations of current LI methods.
Main Methods:
- A novel transformation is proposed to diagonalize standard 2-D systems.
- The transformation facilitates the decomposition into two balanced 1-D submodels, preserving geometrical symmetry.
- A new model reduction framework is developed, specifically targeting instability issues in reduced systems.
Main Results:
- The proposed transformation successfully diagonalizes standard 2-D systems.
- The decomposition yields two geometrically symmetric and balanced 1-D submodels.
- Numerical results confirm the stability of the reduced 2-D model obtained through the new framework.
Conclusions:
- The novel transformation effectively simplifies 2-D systems by enabling decomposition into manageable 1-D subsystems.
- The proposed model reduction framework enhances stability and suitability for large-scale applications.
- This research offers a robust method for analyzing and reducing complex 2-D systems.
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