Publications

Pre-prints

[1P] L. Cothren, G. Bianchin, S. Dean, and E. Dall’Anese, ‘‘Perception-Based Sampled-Data Optimization of Dynamical Systems.’’ arXiv, Nov. 17, 2022. Accessed: Feb. 08, 2023. [Online]. Available: http://arxiv.org/abs/2211.10020 (Under review for IFAC 2023).

Journal Articles

[1J] L. Cothren, G. Bianchin and E. Dall’Anese, “Online Optimization of Dynamical Systems With Deep Learning Perception,” in IEEE Open Journal of Control Systems, vol. 1, pp. 306-321, 2022, doi: 10.1109/OJCSYS.2022.3205871.

Conference Papers

[1C] L. Cothren, G. Bianchin, and E. Dall’Anese, ‘‘Data-Enabled Gradient Flow as Feedback Controller: Regulation of Linear Dynamical Systems to Minimizers of Unknown Functions.’’ (2022). Proceedings of The 4th Annual Learning for Dynamics and Control Conference, in Proceedings of Machine Learning Research. 168:234-247. Available from https://proceedings.mlr.press/v168/cothren22a.html.

[2C] L. Cothren, A. M. Ospina, G. Bianchin, and E. Dall’Anese, ‘‘Online Optimization of Linear-Time Invariant Dynamical Systems with Cost Perception’’ (2022). Proc. of 56th Asilomar Conference on Signals, Systems, and Computers, Pacific Groove, CA, USA, Nov. 2022.