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A novel subspace identification approach with passivity enforcement
- Source :
- Automatica. 132:109798
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- This paper presents a subspace-based frequency identification method with passivity enforcement via Linear-Matrix Inequalities to achieve a globally optimal and passive solution. These inequalities are formulated and solved as a convex optimization problem using a state-of-the-art numerical solver. We also apply a weighting methodology to the LMI formulation to enhance the approximation between the model and the measured frequency-domain data. A case study including a coaxial cable experimental setup is presented to showcase and validate the proposed approach. Our results reveal that the proposed algorithm solves passivity enforcement problems in a single step without interactions and is able to successfully estimate passive models within the subspace framework.
Details
- ISSN :
- 00051098
- Volume :
- 132
- Database :
- OpenAIRE
- Journal :
- Automatica
- Accession number :
- edsair.doi...........7e46cb03bc49f38c55fc2f79aa17dc4a
- Full Text :
- https://doi.org/10.1016/j.automatica.2021.109798