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publications
Manifold Optimization for Data Driven Reduced-Order Modeling
Published in 2023 59th Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2023
This paper develops a Grassmannian algorithm to optimize orthogonally projected reduced-order models.
Recommended citation: R. Newton, Z. Du, L. Balzano and P. Seiler, "Manifold Optimization for Data Driven Reduced-Order Modeling," 2023 59th Annual Allerton Conference on Communication, Control, and Computing (Allerton) , Monticello, IL, USA, 2023, pp. 1-6, doi: 10.1109/Allerton58177.2023.10313500. https://ieeexplore.ieee.org/document/10313500
Optimality of POD for Data-Driven LQR With Low-Rank Structures
Published in IEEE Control Systems Letters, 2023
This paper is a first step towards theoretical results on the optimality of POD for data-driven control.
Recommended citation: R. Newton, Z. Du, P. Seiler and L. Balzano, "Optimality of POD for Data-Driven LQR With Low-Rank Structures," in IEEE Control Systems Letters, vol. 8, pp. 85-90, 2024, doi: 10.1109/LCSYS.2023.3344147. https://ieeexplore.ieee.org/document/10365496
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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