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Publications about 'Optimization'


A. Zare.
Lowcomplexity stochastic modeling of wallbounded shear flows.
PhD thesis,
University of Minnesota,
2016.
Keyword(s): Alternating minimization algorithm,
Colored noise,
Convex optimization,
Disturbance dynamics,
Flow modeling and control,
Lowcomplexity modeling,
Lowrank approximation,
Matrix completion problem,
Nuclear norm regularization,
Structured covariances,
Turbulence modeling.
[bibtexentry]

F. Lin.
Structure identification and optimal design of largescale 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,
Sparsitypromoting optimal control.
[bibtexentry]

S. HassanMoghaddam and M. R. Jovanovic.
Topology design for stochasticallyforced consensus networks.
IEEE Trans. Control Netw. Syst.,
2017.
Note: Doi:10.1109/TCNS.2017.2674962; also arXiv:1506.03437v3.
Keyword(s): Consensus,
Convex optimization,
Distributed control,
Interior point method,
Proximal gradient method,
Proximal Newton method,
Sparse graphs,
Topology design.
[bibtexentry]

A. Zare,
Y. Chen,
M. R. Jovanovic,
and T. T. Georgiou.
Lowcomplexity modeling of partially available secondorder statistics: theory and an efficient matrix completion algorithm.
IEEE Trans. Automat. Control,
2017.
Note: Doi:10.1109/TAC.2016.2595761; also arXiv:1412.3399.
Keyword(s): Alternating minimization algorithm,
Convex optimization,
Disturbance dynamics,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

A. Zare,
M. R. Jovanovic,
and T. T. Georgiou.
Colour of turbulence.
J. Fluid Mech.,
812:636680,
February 2017.
Keyword(s): Colored noise,
Convex optimization,
Disturbance dynamics,
Flow modeling and control,
Lowcomplexity modeling,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances,
Turbulence modeling.
[bibtexentry]

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,
Nonsmooth optimization,
Proximal methods,
Regularization,
Sparsitypromoting optimal control,
Structured optimal control,
Structure identification.
[bibtexentry]

M. R. Jovanovic and N. K. Dhingra.
Controller architectures: tradeoffs between performance and structure.
Eur. J. Control,
30:7691,
July 2016.
Keyword(s): Controller architecture,
Convex optimization,
Distributed control,
Networks of dynamical systems,
Nonsmooth optimization,
Performance vs. complexity,
Regularization,
Sparsitypromoting optimal control,
Structured optimal control,
Structure identification.
[bibtexentry]

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

F. Lin,
M. Fardad,
and M. R. Jovanovic.
Algorithms for leader selection in stochastically forced consensus networks.
IEEE Trans. Automat. Control,
59(7):17891802,
July 2014.
Keyword(s): Alternating direction method of multipliers,
Consensus networks,
Convex optimization,
Greedy algorithm,
Leader selection,
Performance bounds,
Sparsity.
[bibtexentry]

R. Moarref,
M. R. Jovanovic,
J. A. Tropp,
A. S. Sharma,
and B. J. McKeon.
A loworder decomposition of turbulent channel flow via resolvent analysis and convex optimization.
Phys. Fluids,
26(5):051701 (7 pages),
May 2014.
Keyword(s): Flow modeling and control,
Convex optimization,
Lowrank approximation.
[bibtexentry]

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):24262431,
September 2013.
Keyword(s): Alternating direction method of multipliers,
Architectural issues in distributed control design,
Cardinality minimization,
Distributed control,
Optimization,
Sparsitypromoting optimal control.
[bibtexentry]

F. Lin and M. R. Jovanovic.
Leastsquares approximation of structured covariances.
IEEE Trans. Automat. Control,
54(7):16431648,
July 2009.
Keyword(s): Optimization,
Largescale systems,
Leastsquares approximation,
Structured covariances.
[bibtexentry]

S. HassanMoghaddam,
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,
nonconvex optimization,
sparsitypromoting optimal control.
[bibtexentry]

J. Annoni,
P. Seiler,
and M. R. Jovanovic.
Sparsitypromoting dynamic mode decomposition for systems with inputs.
In Proceedings of the 55th IEEE Conference on Decision and Control,
Las Vegas, NV,
pages 65066511,
2016.
Note: (Invited paper).
Keyword(s): Dynamic Mode Decomposition,
Flow modeling and control,
Convex optimization,
Sparsity.
[bibtexentry]

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 411413,
2016.
Note: (Invited paper).
Keyword(s): Convex optimization,
Networks,
Monotone systems,
Positive systems,
Proximal algorithms,
Optimization,
Sparsitypromoting optimal control,
Structured design.
[bibtexentry]

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 52635268,
2016.
Note: (Invited paper).
Keyword(s): Combination drug therapy,
Convex optimization,
Networks,
Positive systems,
Proximal algorithms,
Optimization,
Sparsitypromoting optimal control,
Structured design,
Robust Control.
[bibtexentry]

N. K. Dhingra,
M. Colombino,
and M. R. Jovanovic.
Leader selection in directed networks.
In Proceedings of the 55th IEEE Conference on Decision and Control,
Las Vegas, NV,
pages 27152720,
2016.
Note: (Invited paper).
Keyword(s): Consensus networks,
Convex optimization,
Positive systems,
Leader selection.
[bibtexentry]

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 825830,
2016.
Keyword(s): Combination drug therapy,
Convex optimization,
Leader selection,
Networks,
Positive systems,
Proximal algorithms,
Optimization,
Sparsitypromoting optimal control,
Structured design.
[bibtexentry]

N. K. Dhingra and M. R. Jovanovic.
A method of multipliers algorithm for sparsitypromoting optimal control.
In Proceedings of the 2016 American Control Conference,
Boston, MA,
pages 19421947,
2016.
Note: (Invited paper).
Keyword(s): Augmented Lagrangian,
Method of multipliers,
Proximal algorithms,
Optimization,
Sparsitypromoting optimal control.
[bibtexentry]

N. K. Dhingra,
X. Wu,
and M. R. Jovanovic.
Sparsitypromoting optimal control of systems with invariances and symmetries.
In Proceedings of the 10th IFAC Symposium on Nonlinear Control Systems,
Monterey, CA,
pages 648653,
2016.
Keyword(s): Architectural issues in distributed control design,
Cardinality minimization,
Convex optimization,
Distributed control,
Sparsitypromoting optimal control,
Spatiallyinvariant systems,
Symmetric systems.
[bibtexentry]

C. Grussler,
A. Zare,
M. R. Jovanovic,
and A. Rantzer.
The use of the $r*$ heuristic in covariance completion problems.
In Proceedings of the 55th IEEE Conference on Decision and Control,
Las Vegas, NV,
pages 19781983,
2016.
Keyword(s): Convex optimization,
$k$supportnorm,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

S. HassanMoghaddam,
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 46244629,
2016.
Keyword(s): Consensus,
Convex optimization,
Sparse graphs,
Topology identification,
Maximum likelihood,
Sparse inverse covariance estimation.
[bibtexentry]

S. HassanMoghaddam and M. R. Jovanovic.
Customized algorithms for growing connected resistive networks.
In Proceedings of the 10th IFAC Symposium on Nonlinear Control Systems,
Monterey, CA,
pages 986991,
2016.
Keyword(s): Convex optimization,
Coordinate descent algorithm,
Networks,
Proximal algorithms.
[bibtexentry]

A. Zare,
Y. Chen,
M. R. Jovanovic,
and T. T. Georgiou.
An alternating minimization algorithm for structured covariance completion problems.
In Proceedings of the 22nd International Symposium on Mathematical Theory of Network and Systems,
Minneapolis, MN,
pages 117119,
2016.
Keyword(s): Alternating minimization algorithm,
Convex optimization,
Disturbance dynamics,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

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 70367041,
2016.
Keyword(s): Convex optimization,
Lowrank perturbation,
Matrix completion problems,
Sparsitypromoting optimal control,
Structured covariances.
[bibtexentry]

S. HassanMoghaddam and M. R. Jovanovic.
An interior point method for growing connected resistive networks.
In Proceedings of the 2015 American Control Conference,
Chicago, IL,
pages 12231228,
2015.
Keyword(s): Consensus,
Convex optimization,
Distributed control,
Interior point method,
Sparse graphs,
Topology design.
[bibtexentry]

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 515520,
2015.
Keyword(s): Alternating direction method of multipliers,
Alternating minimization algorithm,
Convex optimization,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

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 40394044,
2014.
Note: (Invited paper).
Keyword(s): Alternating direction method of multipliers,
Convex optimization,
Actuator selection,
Sensor selection.
[bibtexentry]

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 24382443,
2014.
Keyword(s): Architectural issues in distributed control design,
Cardinality minimization,
Convex optimization,
Distributed control,
Sparsitypromoting optimal control.
[bibtexentry]

M. Fardad,
F. Lin,
and M. R. Jovanovic.
On optimal link creation for facilitation of consensus in social networks.
In Proceedings of the 2014 American Control Conference,
Portland, OR,
pages 38023807,
2014.
Keyword(s): Consensus,
Optimization,
Social influence,
Social networks,
Stochastic matrices.
[bibtexentry]

M. Fardad,
X. Zhang,
F. Lin,
and M. R. Jovanovic.
On the properties of optimal weak links in consensus networks.
In Proceedings of the 53rd IEEE Conference on Decision and Control,
Los Angeles, CA,
pages 21242129,
2014.
Note: (Invited paper).
Keyword(s): Optimization,
Perturbation analysis,
Social influence,
Social networks,
Stochastic matrices.
[bibtexentry]

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 16801685,
2014.
Note: (Invited paper; Finalist, Best Student Paper Award).
Keyword(s): Alternating direction method of multipliers,
Convex optimization,
Flow modeling and control,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

A. Zare,
M. R. Jovanovic,
and T. T. Georgiou.
Completion of partially known turbulent flow statistics via convex optimization.
In Proceedings of the 2014 Summer Program,
Center for Turbulence Research, Stanford University/NASA,
pages 345354,
2014.
Keyword(s): Convex optimization,
Flow modeling and control,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

D. M. Zoltowski,
N. K. Dhingra,
F. Lin,
and M. R. Jovanovic.
Sparsitypromoting optimal control of spatiallyinvariant systems.
In Proceedings of the 2014 American Control Conference,
Portland, OR,
pages 12611266,
2014.
Keyword(s): Architectural issues in distributed control design,
Cardinality minimization,
Convex optimization,
Distributed control,
Sparsitypromoting optimal control,
Spatiallyinvariant systems.
[bibtexentry]

Y. Chen,
M. R. Jovanovic,
and T. T. Georgiou.
State covariances and the matrix completion problem.
In Proceedings of the 52nd IEEE Conference on Decision and Control,
Florence, Italy,
pages 17021707,
2013.
Keyword(s): Convex optimization,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

M. Fardad,
F. Lin,
X. Zhang,
and M. R. Jovanovic.
On new characterizations of social influence in social networks.
In Proceedings of the 2013 American Control Conference,
Washington, DC,
pages 47844789,
2013.
Keyword(s): Optimization,
Social influence,
Social networks,
Stochastic matrices.
[bibtexentry]

M. R. Jovanovic and F. Lin.
Sparse quadratic regulator.
In Proceedings of the 12th European Control Conference,
Zürich, Switzerland,
pages 10471052,
2013.
Keyword(s): Alternating direction method of multipliers,
Cardinality minimization,
Distributed control,
Optimization,
Sparsitypromoting optimal control.
[bibtexentry]

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 16841689,
2013.
Keyword(s): Alternating direction method of multipliers,
Convex optimization,
Lowrank approximation,
Matrix completion problems,
Nuclear norm regularization,
Structured covariances.
[bibtexentry]

M. Fardad,
X. Zhang,
F. Lin,
and M. R. Jovanovic.
On the optimal dissemination of information in social networks.
In Proceedings of the 51th IEEE Conference on Decision and Control,
Maui, HI,
pages 25392544,
2012.
Keyword(s): Optimization,
Social influence,
Social networks,
Stochastic matrices.
[bibtexentry]

M. R. Jovanovic,
P. J. Schmid,
and J. W. Nichols.
Lowrank and sparse dynamic mode decomposition.
In Center for Turbulence Research Annual Research Briefs,
pages 139152,
2012.
Keyword(s): Dynamic Mode Decomposition,
Flow modeling and control,
Convex optimization,
Sparsity.
[bibtexentry]

M. Fardad,
F. Lin,
and M. R. Jovanovic.
Algorithms for leader selection in large dynamical networks: noisefree leaders.
In Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference,
Orlando, FL,
pages 71887193,
2011.
Keyword(s): Consensus networks,
Convex optimization,
Leader selection,
Performance bounds,
Sparsity.
[bibtexentry]

F. Lin,
M. Fardad,
and M. R. Jovanovic.
Algorithms for leader selection in large dynamical networks: noisecorrupted leaders.
In Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference,
Orlando, FL,
pages 29322937,
2011.
Keyword(s): Alternating direction method of multipliers,
Consensus networks,
Convex optimization,
Greedy algorithm,
Leader selection,
Performance bounds,
Sparsity.
[bibtexentry]

F. Lin and M. R. Jovanovic.
On the leastsquares approximation of structured covariances.
In Proceedings of the 2007 American Control Conference,
New York City, NY,
pages 26482653,
2007.
Keyword(s): Optimization,
Largescale systems,
Leastsquares approximation,
Structured covariances.
[bibtexentry]
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