Search Results - "Kernel-based regularization methods"
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Input Design for Regularized System Identification: Stationary Conditions and Sphere Preserving Algorithm
ISSN: 0018-9286, 1558-2523Published: New York IEEE 01.09.2023Published in IEEE transactions on automatic control (01.09.2023)“…This article studies input design of kernel-based regularization methods for linear dynamical systems, which has been formulated as a nonconvex optimization problem with the criterion being a scalar…”
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Journal Article -
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On input design for regularized LTI system identification: Power-constrained input
ISSN: 0005-1098, 1873-2836, 1873-2836Published: Elsevier Ltd 01.11.2018Published in Automatica (Oxford) (01.11.2018)“…Input design is an important issue for classical system identification methods but has not been investigated for the kernel-based regularization method (KRM…”
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Journal Article -
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Kernel-Based Regularized Continuous-Time System Identification from Sampled Data
ISSN: 2576-2370Published: IEEE 16.12.2024Published in Proceedings of the IEEE Conference on Decision & Control (16.12.2024)“… In the last decade, a major advance in system identification is the so-called kernel-based regularization method (KRM…”
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Conference Proceeding -
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Kernel-Based Regularized Continuous-Time System Identification from Sampled Data
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 27.10.2024Published in arXiv.org (27.10.2024)“… In the last decade, a major advance in system identification is the so-called kernel-based regularization method (KRM…”
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On Input Design for Regularized LTI System Identification: Power-constrained Input
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 18.08.2017Published in arXiv.org (18.08.2017)“…Input design is an important issue for classical system identification methods but has not been investigated for the kernel-based regularization method (KRM…”
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Paper