1. X. Wu. Sparsity-promoting optimal control of power networks. PhD thesis, University of Minnesota, 2016. Keyword(s): Alternating direction method of multipliers, Distributed PI-control, Performance of large-scale networks, Power networks, Sparsity-promoting optimal control, Synchronization, Topology design, Wide-area control. [bibtex-entry]



2. F. Lin. Structure identification and optimal design of large-scale networks of dynamical systems. PhD thesis, University of Minnesota, 2012. Keyword(s): Alternating direction method of multipliers, Architectural issues in distributed control design, Consensus networks, Control of vehicular formations, Convex Optimization, Leader selection, Sparsity-promoting optimal control. [bibtex-entry]

1. X. Wu and M. R. Jovanovic. Sparsity-promoting optimal control of systems with symmetries, consensus and synchronization networks. Syst. Control Lett., 2017. Note: Doi:10.1016/j.sysconle.2017.02.007. Keyword(s): Alternating direction method of multipliers, Consensus and synchronization networks, Distributed systems, Regularization, Sparsity-promoting optimal control, Spatially-invariant systems. [bibtex-entry]



2. N. K. Dhingra and M. R. Jovanovic. The proximal augmented Lagrangian method for nonsmooth composite optimization. IEEE Trans. Automat. Control, 2016. Note: Submitted; also arXiv:1610.04514. Keyword(s): Augmented Lagrangian, Method of multipliers, Non-smooth optimization, Proximal methods, Regularization, Sparsity-promoting optimal control, Structured optimal control, Structure identification. [bibtex-entry]



3. M. R. Jovanovic and N. K. Dhingra. Controller architectures: tradeoffs between performance and structure. Eur. J. Control, 30:76-91, July 2016. Keyword(s): Controller architecture, Convex optimization, Distributed control, Networks of dynamical systems, Non-smooth optimization, Performance vs. complexity, Regularization, Sparsity-promoting optimal control, Structured optimal control, Structure identification. [bibtex-entry]



4. X. Wu, F. Dörfler, and M. R. Jovanovic. Input-output analysis and decentralized optimal control of inter-area oscillations in power systems. IEEE Trans. Power Syst., 31(3):2434-2444, May 2016. Keyword(s): Alternating direction method of multipliers, Performance of large-scale networks, Power networks, Sparsity-promoting optimal control, Synchronization, Wide-area control. [bibtex-entry]



5. F. Dörfler, M. R. Jovanovic, M. Chertkov, and F. Bullo. Sparsity-promoting optimal wide-area control of power networks. IEEE Trans. Power Syst., 29(5):2281-2291, September 2014. Keyword(s): Alternating direction method of multipliers, Power networks, Sparsity-promoting optimal control, Wide-area control. [bibtex-entry]



6. M. R. Jovanovic, P. J. Schmid, and J. W. Nichols. Sparsity-promoting dynamic mode decomposition. Phys. Fluids, 26(2):024103 (22 pages), February 2014. Keyword(s): Dynamic Mode Decomposition, Flow modeling and control, Convex optimization, Sparsity. [bibtex-entry]



7. F. Lin, M. Fardad, and M. R. Jovanovic. Algorithms for leader selection in stochastically forced consensus networks. IEEE Trans. Automat. Control, 59(7):1789-1802, July 2014. Keyword(s): Alternating direction method of multipliers, Consensus networks, Convex optimization, Greedy algorithm, Leader selection, Performance bounds, Sparsity. [bibtex-entry]



8. F. Lin, M. Fardad, and M. R. Jovanovic. Design of optimal sparse feedback gains via the alternating direction method of multipliers. IEEE Trans. Automat. Control, 58(9):2426-2431, September 2013. Keyword(s): Alternating direction method of multipliers, Architectural issues in distributed control design, Cardinality minimization, Distributed control, Optimization, Sparsity-promoting optimal control. [bibtex-entry]

1. S. Hassan-Moghaddam, X. Wu, and M. R. Jovanovic. Edge addition in directed consensus networks. In Proceedings of the 2017 American Control Conference, Seattle, WA, 2017. Note: To appear. Keyword(s): Alternating direction method of multipliers, consensus, directed networks, non-convex optimization, sparsity-promoting optimal control. [bibtex-entry]



2. J. Annoni, P. Seiler, and M. R. Jovanovic. Sparsity-promoting dynamic mode decomposition for systems with inputs. In Proceedings of the 55th IEEE Conference on Decision and Control, Las Vegas, NV, pages 6506-6511, 2016. Note: (Invited paper). Keyword(s): Dynamic Mode Decomposition, Flow modeling and control, Convex optimization, Sparsity. [bibtex-entry]



3. M. Colombino, N. K. Dhingra, M. R. Jovanovic, A. Rantzer, and R. S. Smith. On the optimal control problem for a class of monotone bilinear systems. In Proceedings of the 22nd International Symposium on Mathematical Theory of Network and Systems, Minneapolis, MN, pages 411-413, 2016. Note: (Invited paper). Keyword(s): Convex optimization, Networks, Monotone systems, Positive systems, Proximal algorithms, Optimization, Sparsity-promoting optimal control, Structured design. [bibtex-entry]



4. M. Colombino, N.K. Dhingra, M. R. Jovanovic, and Roy S. Smith. Convex reformulation of a robust optimal control problem for a class of positive systems. In Proceedings of the 55th IEEE Conference on Decision and Control, Las Vegas, NV, pages 5263-5268, 2016. Note: (Invited paper). Keyword(s): Combination drug therapy, Convex optimization, Networks, Positive systems, Proximal algorithms, Optimization, Sparsity-promoting optimal control, Structured design, Robust Control. [bibtex-entry]



5. N. K. Dhingra, M. Colombino, and M. R. Jovanovic. On the convexity of a class of structured optimal control problems for positive systems. In Proceedings of the 2016 European Control Conference, Aalborg, Denmark, pages 825-830, 2016. Keyword(s): Combination drug therapy, Convex optimization, Leader selection, Networks, Positive systems, Proximal algorithms, Optimization, Sparsity-promoting optimal control, Structured design. [bibtex-entry]



6. N. K. Dhingra and M. R. Jovanovic. A method of multipliers algorithm for sparsity-promoting optimal control. In Proceedings of the 2016 American Control Conference, Boston, MA, pages 1942-1947, 2016. Note: (Invited paper). Keyword(s): Augmented Lagrangian, Method of multipliers, Proximal algorithms, Optimization, Sparsity-promoting optimal control. [bibtex-entry]



7. N. K. Dhingra, X. Wu, and M. R. Jovanovic. Sparsity-promoting optimal control of systems with invariances and symmetries. In Proceedings of the 10th IFAC Symposium on Nonlinear Control Systems, Monterey, CA, pages 648-653, 2016. Keyword(s): Architectural issues in distributed control design, Cardinality minimization, Convex optimization, Distributed control, Sparsity-promoting optimal control, Spatially-invariant systems, Symmetric systems. [bibtex-entry]



8. X. Wu, F. Dörfler, and M. R. Jovanovic. Topology identification and design of distributed integral action in power networks. In Proceedings of the 2016 American Control Conference, Boston, MA, pages 5921-5926, 2016. Keyword(s): Alternating direction method of multipliers, Distributed PI-control, Power systems, Sparsity-promoting optimal control, Topology identification. [bibtex-entry]



9. A. Zare, M. R. Jovanovic, and T. T. Georgiou. Perturbation of system dynamics and the covariance completion problem. In Proceedings of the 55th IEEE Conference on Decision and Control, Las Vegas, NV, pages 7036-7041, 2016. Keyword(s): Convex optimization, Low-rank perturbation, Matrix completion problems, Sparsity-promoting optimal control, Structured covariances. [bibtex-entry]



10. V. Purba, X. Wu, M. Sinha, S. V. Dhople, and M. R. Jovanovic. Design of optimal coupling gains for synchronization of nonlinear oscillators. In Proceedings of the 54th IEEE Conference on Decision and Control, Osaka, Japan, pages 1310-1315, 2015. Keyword(s): Alternating direction method of multipliers, Power systems, Sparsity-promoting optimal control, Synchronization, Weakly nonlinear oscillators. [bibtex-entry]



11. X. Wu, F. Dörfler, and M. R. Jovanovic. Decentralized optimal control of inter-area oscillations in bulk power systems. In Proceedings of the 54th IEEE Conference on Decision and Control, Osaka, Japan, pages 5532-5537, 2015. Keyword(s): Decentralized control, Input-output analysis, Inter-area oscillations, Power systems, Sparsity-promoting optimal control, Synchronization, Wide-area control. [bibtex-entry]



12. M. Fardad and M. R. Jovanovic. On the design of optimal structured and sparse feedback gains using semidefinite programming. In Proceedings of the 2014 American Control Conference, Portland, OR, pages 2438-2443, 2014. Keyword(s): Architectural issues in distributed control design, Cardinality minimization, Convex optimization, Distributed control, Sparsity-promoting optimal control. [bibtex-entry]



13. X. Wu, F. Dörfler, and M. R. Jovanovic. Analysis and design trade-offs for power network inter-area oscillations. In Proceedings of the 21st International Symposium on Mathematical Theory of Network and Systems, Groningen, The Netherlands, pages 657-663, 2014. Note: (Invited paper). Keyword(s): Performance of large-scale networks, Power networks, Sparsity-promoting optimal control, Wide-area control. [bibtex-entry]



14. 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]



15. D. M. Zoltowski, N. K. Dhingra, F. Lin, and M. R. Jovanovic. Sparsity-promoting optimal control of spatially-invariant systems. In Proceedings of the 2014 American Control Conference, Portland, OR, pages 1261-1266, 2014. Keyword(s): Architectural issues in distributed control design, Cardinality minimization, Convex optimization, Distributed control, Sparsity-promoting optimal control, Spatially-invariant systems. [bibtex-entry]



16. F. Dörfler, M. R. Jovanovic, M. Chertkov, and F. Bullo. Sparse and optimal wide-area damping control in power networks. In Proceedings of the 2013 American Control Conference, Washington, DC, pages 4295-4300, 2013. Keyword(s): Alternating direction method of multipliers, Power networks, Sparsity-promoting optimal control, Wide-area control. [bibtex-entry]



17. M. R. Jovanovic and F. Lin. Sparse quadratic regulator. In Proceedings of the 12th European Control Conference, Zürich, Switzerland, pages 1047-1052, 2013. Keyword(s): Alternating direction method of multipliers, Cardinality minimization, Distributed control, Optimization, Sparsity-promoting optimal control. [bibtex-entry]



18. M. R. Jovanovic, P. J. Schmid, and J. W. Nichols. Low-rank and sparse dynamic mode decomposition. In Center for Turbulence Research Annual Research Briefs, pages 139-152, 2012. Keyword(s): Dynamic Mode Decomposition, Flow modeling and control, Convex optimization, Sparsity. [bibtex-entry]



19. F. Lin, M. Fardad, and M. R. Jovanovic. Sparse feedback synthesis via the alternating direction method of multipliers. In Proceedings of the 2012 American Control Conference, Montréal, Canada, pages 4765-4770, 2012. Keyword(s): Architectural issues in distributed control design, Distributed control, Optimal localized control, Sparsity-promoting optimal control. [bibtex-entry]



20. M. Fardad, F. Lin, and M. R. Jovanovic. Algorithms for leader selection in large dynamical networks: noise-free leaders. In Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, Orlando, FL, pages 7188-7193, 2011. Keyword(s): Consensus networks, Convex optimization, Leader selection, Performance bounds, Sparsity. [bibtex-entry]



21. M. Fardad, F. Lin, and M. R. Jovanovic. Sparsity-promoting optimal control for a class of distributed systems. In Proceedings of the 2011 American Control Conference, San Francisco, CA, pages 2050-2055, 2011. Keyword(s): Architectural issues in distributed control design, Distributed control, Optimal localized control, Sparsity-promoting optimal control. [bibtex-entry]



22. F. Lin, M. Fardad, and M. R. Jovanovic. Algorithms for leader selection in large dynamical networks: noise-corrupted leaders. In Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, Orlando, FL, pages 2932-2937, 2011. Keyword(s): Alternating direction method of multipliers, Consensus networks, Convex optimization, Greedy algorithm, Leader selection, Performance bounds, Sparsity. [bibtex-entry]

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