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Data-driven System Decoupling Algorithm with Transfer Function Decoupling Matrix
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- Title
- Data-driven System Decoupling Algorithm with Transfer Function Decoupling Matrix
- Issued Date
- 2023-10-18
- Citation
- Yoon, Jegwon. (2023-10-18). Data-driven System Decoupling Algorithm with Transfer Function Decoupling Matrix. Annual Conference of the IEEE Industrial Electronics Society (IECON 2023), 1–6. doi: 10.1109/IECON51785.2023.10312495
- Type
- Conference Paper
- ISBN
- 9798350331820
- ISSN
- 2577-1647
- Abstract
-
A Multi-Input-Multi-Output (MIMO) system has complex interactions between inputs and outputs, resulting in a coupling effect that can lead to undesired motions. To effectively control MIMO systems, decoupling is necessary. This paper introduces a decoupling method that uses a transformation matrix modeled as a transfer function using Frequency Response Function (FRF). Unlike the conventional decoupling method uses constant transformation matrix obtained through Canonical Polyadic Decomposition (CPD) and shows performance degradation in certain frequency bands, the proposed method creates transformation matrix as a transfer function and demonstrates better decoupling performance across the entire frequency band. The performance of the proposed method is validated through simulations on a hybrid dual-drive gantry stage. © 2023 IEEE.
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- Publisher
- IEEE Industrial Electronics Society
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