Opt4smart publications of F. Farina

1. A. Camisa, F. Farina, I. Notarnicola, and G. Notarstefano. Distributed constraint-coupled optimization via primal decomposition over random time-varying graphs. Automatica, 131:109739, 2021. Note: [Download], [DOI: 10.1016/j.automatica.2021.109739], [arXiv]. Keywords: Distributed Optimization.
2. F. Farina and G. Notarstefano. Randomized Block Proximal Methods for Distributed Stochastic Big-Data Optimization. IEEE Transactions on Automatic Control, 66(9):4000-4014, 2021. Note: [Download], [DOI: 10.1109/TAC.2020.3027647], [arXiv]. Keywords: Distributed Optimization.
3. G. Carnevale, F. Farina, I. Notarnicola, and G. Notarstefano. Distributed online optimization via gradient tracking with adaptive momentum. 2020. Note: Submitted for journal publication, [arXiv]. Keywords: Distributed Optimization, Estimation and Learning.
4. F. Farina and G. Notarstefano. On the Linear Convergence Rate of the Distributed Block Proximal Method. IEEE Control Systems Letters, 2020. Note: [Download], [DOI: 10.1109/LCSYS.2020.2976311], [arXiv].
5. I. Notarnicola, A. Simonetto, F. Farina, and G. Notarstefano. Distributed personalized gradient tracking with convex parametric models. 2020. Note: Provisionally accepted for TAC, [arXiv]. Keywords: Distributed Optimization, Estimation and Learning.
6. F. Farina, A. Garulli, A. Giannitrapani, and G. Notarstefano. A distributed asynchronous method of multipliers for constrained nonconvex optimization. Automatica, 103:243-253, 2019. Note: [Download], [DOI: 10.1016/j.automatica.2019.02.003], [arXiv]. Keywords: Distributed Optimization, Estimation and Learning.

1. F. Farina, A. Camisa, A. Testa, I. Notarnicola, and G. Notarstefano. Disropt: a Python framework for distributed optimization. In IFAC World Congress, volume 53, pages 2666-2671, 2020. Note: [Download], [DOI: 10.1016/j.ifacol.2020.12.382], [arXiv].
2. A. Testa, F. Farina, and G. Notarstefano. Distributed Submodular Minimization via Block-Wise Updates and Communications. In IFAC World Congress, volume 53, pages 2678-2683, 2020. Note: [Download], [DOI: 10.1016/j.ifacol.2020.12.386], [arXiv].
3. A. Camisa, F. Farina, I. Notarnicola, and G. Notarstefano. Distributed Constraint-Coupled Optimization over Random Time-Varying Graphs via Primal Decomposition and Block Subgradient Approaches. In IEEE Conf. on Decision and Control, Nice, France, pages 6374-6379, 2019. Note: [Download], [DOI: 10.1109/CDC40024.2019.9029689], [arXiv]. Keywords: Distributed Optimization, Optimization.
4. F. Farina and G. Notarstefano. A Randomized Block Subgradient Approach to Distributed Big Data Optimization. In IEEE Conf. on Decision and Control, Nice, France, pages 6362-6367, 2019. Note: [Download], [DOI: 10.1109/CDC40024.2019.9030156], [arXiv]. [doi:10.1109/CDC40024.2019.9030156] Keywords: Distributed Optimization.
5. F. Farina, A. Garulli, A. Giannitrapani, and G. Notarstefano. Asynchronous Distributed Method of Multipliers for Constrained Nonconvex Optimization. In European Control Conference, Limassol, Cyprus, pages 2535-2540, 2018. Note: [Download], [DOI: 10.23919/ECC.2018.8550098], [arXiv]. Keywords: Distributed Optimization, Robotic Networks.