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Publications about 'Method of multipliers'
Theses
  1. N. K. Dhingra. Optimization and control of large-scale networked systems. PhD thesis, University of Minnesota, 2017. Keyword(s): Augmented Lagrangian, Combination drug therapy, Convex optimization, Directed networks, Leader selection, Method of multipliers, Non-smooth optimization, Optimization, Proximal algorithms, Proximal augmented Lagrangian, Regularization, Second order primal-dual method, Sparsity-promoting optimal control, Structured optimal control, Structure identification. [bibtex-entry]


  2. 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]


  3. 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]


Journal articles
  1. A. Zare, H. Mohammadi, N. K. Dhingra, T. T. Georgiou, and M. R. Jovanovic. Proximal algorithms for large-scale statistical modeling and sensor/actuator selection. IEEE Trans. Automat. Control, 65(8):3441-3456, August 2020. Keyword(s): Actuator selection, Augmented Lagrangian, Convex optimization, Low-rank perturbation, Matrix completion problem, Method of multipliers, Non-smooth optimization, Proximal algorithms, Regularization for design, Sensor selection, Sparsity-promoting optimal control, Structured covariances. [bibtex-entry]


  2. N. K. Dhingra, S. Z. Khong, and M. R. Jovanovic. The proximal augmented Lagrangian method for nonsmooth composite optimization. IEEE Trans. Automat. Control, 64(7):2861-2868, July 2019. Keyword(s): Augmented Lagrangian, Control for optimization, Exponential convergence, Global exponential stability, Method of multipliers, Non-smooth optimization, Primal-dual gradient flow dynamics, Proximal algorithms, Proximal augmented Lagrangian, Regularization for design, Sparsity-promoting optimal control, Structured optimal control, Structure identification. [bibtex-entry]


  3. N. K. Dhingra, S. Z. Khong, and M. R. Jovanovic. A second order primal-dual method for nonsmooth convex composite optimization. IEEE Trans. Automat. Control, 2017. Note: Conditionally accepted; also arXiv:1709.01610. Keyword(s): Augmented Lagrangian, Exponential convergence, Global exponential stability, Method of multipliers, Non-smooth optimization, Proximal algorithms, Proximal augmented Lagrangian, Regularization for design, Second order primal-dual method, Sparsity-promoting optimal control, Structured optimal control, Structure identification. [bibtex-entry]


  4. X. Wu and M. R. Jovanovic. Sparsity-promoting optimal control of systems with symmetries, consensus and synchronization networks. Syst. Control Lett., 103:1-8, May 2017. Keyword(s): Alternating direction method of multipliers, Consensus and synchronization networks, Distributed systems, Regularization, Sparsity-promoting optimal control, Spatially-invariant systems. [bibtex-entry]


  5. X. Wu, F. Dorfler, 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]


  6. F. Dorfler, 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]


  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]


Conference articles
  1. N. K. Dhingra, S. Z. Khong, and M. R. Jovanovic. A second order primal-dual algorithm for non-smooth convex composite optimization. In Proceedings of the 56th IEEE Conference on Decision and Control, Melbourne, Australia, pages 2868-2873, 2017. Keyword(s): Augmented Lagrangian, Method of multipliers, Non-smooth optimization, Proximal methods, Regularization, Sparsity-promoting optimal control, Structured optimal control, Structure identification. [bibtex-entry]


  2. S. Hassan-Moghaddam and M. R. Jovanovic. Distributed design of optimal structured feedback gains. In Proceedings of the 56th IEEE Conference on Decision and Control, Melbourne, Australia, pages 6586-6591, 2017. Keyword(s): Alternating direction method of multipliers, Consensus, Distributed control, Optimization, Sparsity-promoting optimal control, Structured optimal control. [bibtex-entry]


  3. 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, pages 5592-5597, 2017. Keyword(s): Alternating direction method of multipliers, Consensus, Directed networks, Nonconvex optimization, Sparsity-promoting optimal control. [bibtex-entry]


  4. A. Zare, N. K. Dhingra, M. R. Jovanovic, and T. T. Georgiou. Structured covariance completion via proximal algorithms. In Proceedings of the 56th IEEE Conference on Decision and Control, Melbourne, Australia, pages 3775-3780, 2017. Keyword(s): Augmented Lagrangian, Convex optimization, Low-rank perturbation, Matrix completion problem, Method of multipliers, Non-smooth optimization, Proximal methods, Regularization, Sparsity-promoting optimal control, Structured covariances. [bibtex-entry]


  5. 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]


  6. X. Wu, F. Dorfler, 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]


  7. 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]


  8. A. Zare, M. R. Jovanovic, and T. T. Georgiou. Alternating direction optimization algorithms for covariance completion problems. In Proceedings of the 2015 American Control Conference, Chicago, IL, pages 515-520, 2015. Keyword(s): Alternating direction method of multipliers, Alternating minimization algorithm, Convex optimization, Low-rank approximation, Matrix completion problems, Nuclear norm regularization, Structured covariances. [bibtex-entry]


  9. N. K. Dhingra, M. R. Jovanovic, and Z. Q. Luo. An ADMM algorithm for optimal sensor and actuator selection. In Proceedings of the 53rd IEEE Conference on Decision and Control, Los Angeles, CA, pages 4039-4044, 2014. Note: (Invited paper). Keyword(s): Alternating direction method of multipliers, Convex optimization, Actuator selection, Sensor selection. [bibtex-entry]


  10. A. Zare, M. R. Jovanovic, and T. T. Georgiou. Completion of partially known turbulent flow statistics. In Proceedings of the 2014 American Control Conference, Portland, OR, pages 1680-1685, 2014. Note: (Invited paper; Finalist, Best Student Paper Award). Keyword(s): Alternating direction method of multipliers, Convex optimization, Flow modeling and control, Low-rank approximation, Matrix completion problems, Nuclear norm regularization, Structured covariances. [bibtex-entry]


  11. F. Dorfler, 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]


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


  13. F. Lin, M. R. Jovanovic, and T. T. Georgiou. An ADMM algorithm for matrix completion of partially known state covariances. In Proceedings of the 52nd IEEE Conference on Decision and Control, Florence, Italy, pages 1684-1689, 2013. Keyword(s): Alternating direction method of multipliers, Convex optimization, Low-rank approximation, Matrix completion problems, Nuclear norm regularization, Structured covariances. [bibtex-entry]


  14. 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]


  15. 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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