1. J. Coulson, H.J. van Waarde, J. Lygeros, and F. Dörfler. A quantitative notion of persistency of excitation and the robust fundamental lemma. IEEE Control Systems Letters, 7:1243-1248, 2023. Keyword(s): Data-Driven Control, Behavioral Systems Theory, Linear Control Design. [bibtex-entry]



2. F. Dörfler, J. Coulson, and I. Markovsky. Bridging direct & indirect data-driven control formulations via regularizations and relaxations. IEEE Transactions on Automatic Control, 68(2):883-897, January 2023. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization. [bibtex-entry]



3. F. Dörfler, P. Tesi, and C. De Persis. On the Certainty-Equivalence Approach to Direct Data-Driven LQR Design. IEEE Transactions on Automatic Control, 68(12):7989-7996, 2023. Keyword(s): Behavioral Systems Theory, Data-Driven Control. [bibtex-entry]



4. I. Markovsky and F. Dörfler. Identifiability in the Behavioral Setting. IEEE Transactions on Automatic Control, 68(3):1667-1677, 2023. Keyword(s): Behavioral Systems Theory, Data-Driven Control, System Identification. [bibtex-entry]



5. I. Markovsky, L. Huang, and F. Dörfler. Data-driven control based on behavioral approach: From theory to applications in power systems. IEEE Control Systems Magazine, 43(4):28-68, 2023. Keyword(s): Behavioral Systems Theory, Data-Driven Control, System Identification. [bibtex-entry]



6. H. Ossareh and F Dörfler. Formula for Estimating the Frequency Response of LTI Systems from Noisy Finite-Length Datasets. IEEE Control Systems Letters, 7:3681-3686, 2023. Keyword(s): Data-Driven Control, Behavioral Systems Theory. [bibtex-entry]



7. J. Coulson, J. Lygeros, and F. Dörfler. Distributionally Robust Chance Constrained Data-Enabled Predictive Control. IEEE Transactions on Automatic Control, 67(7):3289-3304, 2022. Keyword(s): Linear Control Design, Data-Driven Control, Behavioral Systems Theory, Distributional Robustness, Optimal Transport. [bibtex-entry]



8. L. Huang, J. Coulson, J. Lygeros, and F. Dörfler. Decentralized Data-Enabled Predictive Control for Power System Oscillation Damping. IEEE Transactions on Control Systems Technology, 30(3):1065-1077, May 2022. Keyword(s): Power Networks, Data-Driven Control, Behavioral Systems Theory, Power Electronics Control. [bibtex-entry]



9. I. Markovsky and F. Dörfler. Data-driven dynamic interpolation and approximation. Automatica, 135:110008, 2022. Keyword(s): Behavioral Systems Theory, Data-Driven Control. [bibtex-entry]



10. I. Markovsky, E. Prieto, and F. Dörfler. On the persistency of excitation. Automatica, 147:110657, 2022. Keyword(s): Behavioral Systems Theory, Data-Driven Control, System Identification. [bibtex-entry]



11. I. Markovsky and F. Dörfler. Behavioral systems theory in data-driven analysis, signal processing, and control. Annual Reviews in Control, 52:42-64, 2021. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization, System Identification. [bibtex-entry]



12. D. Alpago, F. Dörfler, and J. Lygeros. An Extended Kalman Filter for Data-enabled Predictive Control. IEEE Control Systems Letters, 4(4):994-999, October 2020. Keyword(s): Linear Control Design, Data-Driven Control, Behavioral Systems Theory. [bibtex-entry]



13. E. Elokda, J. Coulson, P. Beuchat, J. Lygeros, and F. Dörfler. Data-Enabled Predictive Control for Quadcopters. International Journal of Robust and Nonlinear Control, 2019. Note: In press. DOI https://doi.org/10.1002/rnc.5686. Keyword(s): Linear Control Design, Data-Driven Control, Robotic Coordination, Behavioral Systems Theory. [bibtex-entry]

1. J. Berberich, A. Iannelli, A. Padoan, J. Coulson, F. Dörfler, and F. Allgöwer. A quantitative and constructive proof of Willems' Fundamental Lemma and its implications. In Proceedings of the American Control Conference, pages 4155-4160, 2023. Keyword(s): Data-Driven Control, Behavioral Systems Theory, Linear Control Design. [bibtex-entry]



2. A. Padoan, J. Coulson, and F. Dörfler. Controller implementability: a data-driven approach. In Proceedings of the 62nd IEEE Conference on Decision and Control, pages 6098-6103, December 2023. Keyword(s): Data-Driven Control, Behavioral Systems Theory, Linear Control Design. [bibtex-entry]



3. A. Padoan, F. Dörfler, and J. Lygeros. Data-driven representations of convex and conical behaviors. In Proceedings of the 62nd IEEE Conference on Decision and Control, pages 596-601, December 2023. Keyword(s): Data-Driven Control, Linear Control Design, Behavioral Systems Theory. [bibtex-entry]



4. A. Padoan, J. Coulson, H.J. van Waarde, J. Lygeros, and F. Dörfler. Behavioral uncertainty quantification for data-driven control. In Proceedings of the 61st IEEE Conference on Decision and Control, pages 4726-4731, December 2022. Keyword(s): Data-Driven Control, Linear Control Design, Behavioral Systems Theory. [bibtex-entry]



5. L. Huang, J. Zhen, J. Lygeros, and F. Dörfler. Quadratic Regularization of Data-Enabled Predictive Control: Theory and Application to Power Converter Experiments. In IFAC Symposium on System Identification SYSID, volume 7, pages 192-197, 2021. Keyword(s): Power Networks, Data-Driven Control, Behavioral Systems Theory. [bibtex-entry]



6. P. Carlet, A. Favato, S. Bolognani, and F. Dörfler. Data-driven predictive current control for synchronous motor drives. In IEEE Energy Conversion Congress and Exposition (ECCE), pages 5148-5154, 2020. Keyword(s): Power Electronics Control, Data-Driven Control, Behavioral Systems Theory. [bibtex-entry]



7. J. Coulson, J. Lygeros, and F. Dörfler. Data-Enabled Predictive Control: In the Shallows of the DeePC. In European Control Conference, pages 307-312, 2019. Keyword(s): Linear Control Design, Data-Driven Control, Robotic Coordination, Behavioral Systems Theory. [bibtex-entry]



8. J. Coulson, J. Lygeros, and F. Dörfler. Regularized and distributionally robust data-enabled predictive control. In IEEE Conference on Decision and Control, pages 2696-2701, 2019. Keyword(s): Linear Control Design, Data-Driven Control, Robotic Coordination, Behavioral Systems Theory, Distributional Robustness, Optimal Transport. [bibtex-entry]



9. L. Huang, J. Coulson, J. Lygeros, and F. Dörfler. Data-Enabled Predictive Control for Grid-Connected Power Converters. In IEEE Conference on Decision and Control, pages 8130-8135, 2019. Keyword(s): Linear Control Design, Data-Driven Control, Power Electronics Control, Behavioral Systems Theory. [bibtex-entry]

1. A. Padoan, J. Coulson, and F. Dörfler. Controller implementability: a data-driven approach, December 2023. Note: Available at https://arxiv.org/abs/2310.15347. Keyword(s): Data-Driven Control, Behavioral Systems Theory, Linear Control Design. [bibtex-entry]



2. A. Padoan, F. Dörfler, and J. Lygeros. Data-driven representations of convex and conical behaviors, December 2023. Note: Available at https://arxiv.org/abs/2310.15354. Keyword(s): Data-Driven Control, Linear Control Design, Behavioral Systems Theory. [bibtex-entry]



3. J. Berberich, A. Iannelli, A. Padoan, J. Coulson, F. Dörfler, and F. Allgöwer. A quantitative and constructive proof of Willems' Fundamental Lemma and its implications, August 2022. Note: Available at https://arxiv.org/abs/2208.00905. Keyword(s): Data-Driven Control, Behavioral Systems Theory, Linear Control Design. [bibtex-entry]



4. A. Padoan, J. Coulson, H.J. van Waarde, J. Lygeros, and F. Dörfler. Behavioral uncertainty quantification for data-driven control, March 2022. Note: Available at https://arxiv.org/abs/2204.02671. Keyword(s): Data-Driven Control, Linear Control Design, Behavioral Systems Theory. [bibtex-entry]



5. F. Dörfler, J. Coulson, and I. Markovsky. Bridging direct & indirect data-driven control formulations via regularizations and relaxations, January 2021. Note: Available at https://arxiv.org/abs/2101.01273. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization. [bibtex-entry]



6. F. Dörfler, P. Tesi, and C. De Persis. On the Certainty-Equivalence Approach to Direct Data-Driven LQR Design, 2021. Note: Available at https://arxiv.org/abs/2109.06643. Keyword(s): Behavioral Systems Theory, Data-Driven Control. [bibtex-entry]



7. I. Markovsky and F. Dörfler. Behavioral systems theory in data-driven analysis, signal processing, and control, July 2021. Note: Available at http://homepages.vub.ac.be/ imarkovs/publications/overview-ddctr.pdf. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization. [bibtex-entry]



8. J. Coulson, J. Lygeros, and F. Dörfler. Distributionally Robust Chance Constrained Data-Enabled Predictive Control, 2020. Note: Available at https://arxiv.org/abs/2006.01702. Keyword(s): Linear Control Design, Data-Driven Control, Behavioral Systems Theory, Optimal Transport. [bibtex-entry]



9. L. Huang, J. Zhen, J. Lygeros, and F. Dörfler. Quadratic Regularization of Data-Enabled Predictive Control: Theory and Application to Power Converter Experiments, December 2020. Note: Available at https://arxiv.org/abs/2012.04434. Keyword(s): Power Networks, Data-Driven Control, Behavioral Systems Theory. [bibtex-entry]



10. J. Coulson, J. Lygeros, and F. Dörfler. Regularized and distributionally robust data-enabled predictive control, March 2019. Note: Available at https://arxiv.org/abs/1903.06804. Keyword(s): Linear Control Design, Data-Driven Control, Robotic Coordination, Behavioral Systems Theory, Optimal Transport. [bibtex-entry]



11. L. Huang, J. Coulson, J. Lygeros, and F. Dörfler. Data-Driven Wide-Area Control, November 2019. Note: Available at https://arxiv.org/abs/1911.12151. Keyword(s): Power Networks, Data-Driven Control, Behavioral Systems Theory. [bibtex-entry]



12. L. Huang, J. Coulson, J. Lygeros, and F. Dörfler. Data-Enabled Predictive Control for Grid-Connected Power Converters, March 2019. Note: Available at https://arxiv.org/abs/1903.07339. Keyword(s): Linear Control Design, Data-Driven Control, Power Electronics Control, Behavioral Systems Theory. [bibtex-entry]



13. J. Coulson, J. Lygeros, and F. Dörfler. Data-Enabled Predictive Control: In the Shallows of the DeePC, 2018. Note: Available at https://arxiv.org/abs/1811.05890. Keyword(s): Data-Driven Control, Behavioral Systems Theory, Robotic Coordination. [bibtex-entry]

This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All person copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.

Most articles are also available via my Google Scholar profile.

This document was translated from BibT_EX by bibtex2html