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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2405.15482 |
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| _version_ | 1866916259282550784 |
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| author | Lopez, Victor G. Müller, Matthias A. Rapisarda, Paolo |
| author_facet | Lopez, Victor G. Müller, Matthias A. Rapisarda, Paolo |
| contents | We illustrate a novel version of Willems' lemma for data-based representation of continuous-time systems. The main novelties compared to previous works are two. First, the proposed framework relies only on measured input-output trajectories from the system and no internal (state) information is required. Second, our system representation makes use of exact system trajectories, without resorting to orthogonal bases representations and consequent approximations. We first establish sufficient and necessary conditions for data-based generation of system trajectories in terms of suitable latent variables. Subsequently, we reformulate these conditions using measured input-output data and show how to span the full behavior of the system. Furthermore, we show how to use the developed framework to solve the data-based continuous-time simulation problem. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_15482 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | An input-output continuous-time version of Willems' lemma Lopez, Victor G. Müller, Matthias A. Rapisarda, Paolo Systems and Control We illustrate a novel version of Willems' lemma for data-based representation of continuous-time systems. The main novelties compared to previous works are two. First, the proposed framework relies only on measured input-output trajectories from the system and no internal (state) information is required. Second, our system representation makes use of exact system trajectories, without resorting to orthogonal bases representations and consequent approximations. We first establish sufficient and necessary conditions for data-based generation of system trajectories in terms of suitable latent variables. Subsequently, we reformulate these conditions using measured input-output data and show how to span the full behavior of the system. Furthermore, we show how to use the developed framework to solve the data-based continuous-time simulation problem. |
| title | An input-output continuous-time version of Willems' lemma |
| topic | Systems and Control |
| url | https://arxiv.org/abs/2405.15482 |