1. S. Hassan-Moghaddam. Analysis, design, and optimization of large-scale networks of dynamical systems. PhD thesis, University of Southern California, 2019. Keyword(s): Consensus, Control for optimization, Convex Optimization, Distributed control, Forward-backward envelope, Douglas-Rachford splitting, Global exponential stability, Integral quadratic constraints, Networks of dynamical systems, Non-smooth optimization, Polyak-Lojasiewicz inequality, Proximal algorithms, Primal-dual methods, Proximal augmented Lagrangian, Regularization for design, Sparse graphs, Sparsity-promoting optimal control, Structured optimal control, Structure identification, Topology design. [bibtex-entry]

1. S. Hassan-Moghaddam and M. R. Jovanovic. Topology design for stochastically-forced consensus networks. IEEE Trans. Control Netw. Syst., 5(3):1075-1086, September 2018. Keyword(s): Consensus, Convex optimization, Distributed control, Interior point method, Proximal gradient method, Proximal Newton method, Sparse graphs, Topology design. [bibtex-entry]



2. M. Fardad, F. Lin, and M. R. Jovanovic. Design of optimal sparse interconnection graphs for synchronization of oscillator networks. IEEE Trans. Automat. Control, 59(9):2457-2462, September 2014. Keyword(s): Distributed control, Oscillator networks, Sparse graphs, Synchronization. [bibtex-entry]

1. S. Hassan-Moghaddam and M. R. Jovanovic. Topology identification via growing a Chow-Liu tree network. In Proceedings of the 57th IEEE Conference on Decision and Control, Miami, FL, pages 5421-5426, 2018. Keyword(s): Chow-Liu tree, Consensus, Convex optimization, Graphical LASSO, Sparse graphs, Topology identification, Maximum likelihood, Sparse inverse covariance estimation. [bibtex-entry]



2. S. Hassan-Moghaddam, N. K. Dhingra, and M. R. Jovanovic. Topology identification of undirected consensus networks via sparse inverse covariance estimation. In Proceedings of the 55th IEEE Conference on Decision and Control, Las Vegas, NV, pages 4624-4629, 2016. Keyword(s): Consensus, Convex optimization, Sparse graphs, Topology identification, Maximum likelihood, Sparse inverse covariance estimation. [bibtex-entry]



3. S. Hassan-Moghaddam and M. R. Jovanovic. An interior point method for growing connected resistive networks. In Proceedings of the 2015 American Control Conference, Chicago, IL, pages 1223-1228, 2015. Keyword(s): Consensus, Convex optimization, Distributed control, Interior point method, Sparse graphs, Topology design. [bibtex-entry]



4. X. Wu and M. R. Jovanovic. Sparsity-promoting optimal control of consensus and synchronization networks. In Proceedings of the 2014 American Control Conference, Portland, OR, pages 2948-2953, 2014. Keyword(s): Consensus, Distributed control, Oscillator networks, Sparse graphs, Synchronization. [bibtex-entry]



5. M. Fardad, F. Lin, and M. R. Jovanovic. On the optimal synchronization of oscillator networks via sparse interconnection graphs. In Proceedings of the 2012 American Control Conference, Montreal, Canada, pages 4777-4782, 2012. Keyword(s): Distributed control, Oscillator networks, Sparse graphs, Synchronization. [bibtex-entry]

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