
N. K. Dhingra,
M. Colombino,
M. R. Jovanovic,
A. Rantzer,
and R. S. Smith.
On the optimal control problem for a class of monotone bilinear systems.
Syst. Control Lett.,
2016.
Note: Submitted; also arXiv:1611.09984.
Keyword(s): Combination drug therapy,
Decentralized control,
Monotone systems,
Positive systems,
Structured optimal control.
@ARTICLE{dhicoljovransmiSCL16,
AUTHOR = {N. K. Dhingra and M. Colombino and M. R. Jovanovi\'c and A. Rantzer and R. S. Smith},
JOURNAL = {Syst. Control Lett.},
TITLE = {On the optimal control problem for a class of monotone bilinear systems},
YEAR = {2016},
NOTE = {submitted; also arXiv:1611.09984},
PDF = {https://arxiv.org/abs/1611.09984},
KEYWORDS = {Combination drug therapy, Decentralized control, Monotone systems, Positive systems, Structured optimal control}
}

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.
@ARTICLE{dhijovTAC16,
AUTHOR = {N. K. Dhingra and M. R. Jovanovi\'c},
TITLE = {The proximal augmented {L}agrangian method for nonsmooth composite optimization},
JOURNAL = {IEEE Trans. Automat. Control},
YEAR = {2016},
NOTE = {submitted; also arXiv:1610.04514},
PDF = {https://arxiv.org/abs/1610.04514},
KEYWORDS = {Augmented Lagrangian, Method of multipliers, Nonsmooth optimization, Proximal methods, Regularization, Sparsitypromoting optimal control, Structured optimal control, Structure identification}
}

J. Jeun,
J. W. Nichols,
and M. R. Jovanovic.
Inputoutput analysis of highspeed axisymmetric isothermal jet noise.
Phys. Fluids,
28(4):047101 (20 pages),
April 2016.
Note: (Editor's Pick).
Keyword(s): Acoustics,
Flow modeling and control,
Inputoutput analysis,
Jet noise.
@ARTICLE{jeunicjovPOF16,
AUTHOR = {J. Jeun and J. W. Nichols and M. R. Jovanovi\'c},
JOURNAL = {Phys. Fluids},
TITLE = {Inputoutput analysis of highspeed axisymmetric isothermal jet noise},
YEAR = {2016},
VOLUME = {28},
NUMBER = {4},
PAGES = {047101 (20 pages)},
MONTH = {April},
NOTE = {{\bf (Editor's Pick)}},
KEYWORDS = {Acoustics, Flow modeling and control, Inputoutput analysis, Jet noise},
PDF = {http://ee.usc.edu/mihailo/papers/jeunicjovPOF16.pdf}
}

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.
@ARTICLE{jovdhiEJC16,
AUTHOR = {M. R. Jovanovi\'c and N. K. Dhingra},
JOURNAL = {Eur. J. Control},
TITLE = {Controller architectures: tradeoffs between performance and structure},
VOLUME = {30},
PAGES={7691},
MONTH = {July},
YEAR = {2016},
KEYWORDS = {Controller architecture, Convex optimization, Distributed control, Networks of dynamical systems, Nonsmooth optimization, Performance vs. complexity, Regularization, Sparsitypromoting optimal control, Structured optimal control, Structure identification},
PDF = {http://ee.usc.edu/mihailo/papers/jovdhiEJC16.pdf}
}

X. Wu,
F. Dörfler,
and M. R. Jovanovic.
Inputoutput analysis and decentralized optimal control of interarea oscillations in power systems.
IEEE Trans. Power Syst.,
31(3):24342444,
May 2016.
Keyword(s): Alternating direction method of multipliers,
Performance of largescale networks,
Power networks,
Sparsitypromoting optimal control,
Synchronization,
Widearea control.
@ARTICLE{wudorjovTPS16,
AUTHOR = {X. Wu and F. D\"orfler and M. R. Jovanovi\'c},
TITLE = {Inputoutput analysis and decentralized optimal control of interarea oscillations in power systems},
JOURNAL = {IEEE Trans. Power Syst.},
VOLUME = {31},
NUMBER = {3},
PAGES = {24342444},
MONTH = {May},
YEAR = {2016},
KEYWORDS = {Alternating direction method of multipliers, Performance of largescale networks, Power networks, Sparsitypromoting optimal control, Synchronization, Widearea control},
PDF = {http://ee.usc.edu/mihailo/papers/wudorjovTPS16.pdf}
}

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.
@INPROCEEDINGS{annseijovCDC16,
AUTHOR = {J. Annoni and P.\ Seiler and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 55th IEEE Conference on Decision and Control},
TITLE = {Sparsitypromoting dynamic mode decomposition for systems with inputs},
YEAR = {2016},
ADDRESS = {Las Vegas, NV},
NOTE = {{\bf (Invited paper)}},
PAGES = {65066511},
PDF = {http://ee.usc.edu/mihailo/papers/annseijovCDC16.pdf},
KEYWORDS = {Dynamic Mode Decomposition, Flow modeling and control, Convex optimization, Sparsity}
}

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.
@INPROCEEDINGS{coldhijovransmiMTNS16,
AUTHOR = {M. Colombino and N. K. Dhingra and M. R. Jovanovi\'c and A. Rantzer and R. S. Smith},
BOOKTITLE = {Proceedings of the 22nd International Symposium on Mathematical Theory of Network and Systems},
TITLE = {On the optimal control problem for a class of monotone bilinear systems},
YEAR = {2016},
ADDRESS = {Minneapolis, MN},
PAGES = {411413},
NOTE = {{\bf (Invited paper)}},
KEYWORDS = {Convex optimization, Networks, Monotone systems, Positive systems, Proximal algorithms, Optimization, Sparsitypromoting optimal control, Structured design},
PDF = {http://ee.usc.edu/mihailo/papers/coldhijovransmiMTNS16.pdf}
}

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.
@INPROCEEDINGS{coldhijovsmiCDC16,
AUTHOR = {M. Colombino and N.K. Dhingra and M. R. Jovanovi\'c and Roy S. Smith},
BOOKTITLE = {Proceedings of the 55th IEEE Conference on Decision and Control},
TITLE = {Convex reformulation of a robust optimal control problem for a class of positive systems},
YEAR = {2016},
ADDRESS = {Las Vegas, NV},
NOTE = {{\bf (Invited paper)}},
PAGES = {52635268},
PDF = {http://ee.usc.edu/mihailo/papers/coldhijovsmiCDC16.pdf},
KEYWORDS = {Combination drug therapy, Convex optimization, Networks, Positive systems, Proximal algorithms, Optimization, Sparsitypromoting optimal control, Structured design, Robust Control}
}

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.
@INPROCEEDINGS{dhicoljovCDC16,
AUTHOR = {N. K. Dhingra and M. Colombino and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 55th IEEE Conference on Decision and Control},
TITLE = {Leader selection in directed networks},
YEAR = {2016},
ADDRESS = {Las Vegas, NV},
NOTE = {{\bf (Invited paper)}},
PAGES = {27152720},
PDF = {http://ee.usc.edu/mihailo/papers/dhicoljovCDC16.pdf},
KEYWORDS = {Consensus networks, Convex optimization, Positive systems, Leader selection}
}

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.
@INPROCEEDINGS{dhicoljovECC16,
AUTHOR = {N. K. Dhingra and M. Colombino and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 2016 European Control Conference},
TITLE = {On the convexity of a class of structured optimal control problems for positive systems},
YEAR = {2016},
ADDRESS = {Aalborg, Denmark},
PAGES = {825830},
KEYWORDS = {Combination drug therapy, Convex optimization, Leader selection, Networks, Positive systems, Proximal algorithms, Optimization, Sparsitypromoting optimal control, Structured design},
PDF = {http://ee.usc.edu/mihailo/papers/dhicoljovECC16.pdf}
}

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.
@INPROCEEDINGS{dhijovACC16,
AUTHOR = {N. K. Dhingra and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 2016 American Control Conference},
TITLE = {A method of multipliers algorithm for sparsitypromoting optimal control},
YEAR = {2016},
ADDRESS = {Boston, MA},
PAGES = {19421947},
NOTE = {{\bf (Invited paper)}},
KEYWORDS = {Augmented Lagrangian, Method of multipliers, Proximal algorithms, Optimization, Sparsitypromoting optimal control},
PDF = {http://ee.usc.edu/mihailo/papers/dhijovACC16.pdf}
}

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.
@INPROCEEDINGS{dhiwujovNOL16,
AUTHOR = {N. K. Dhingra and X. Wu and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 10th IFAC Symposium on Nonlinear Control Systems},
TITLE = {Sparsitypromoting optimal control of systems with invariances and symmetries},
YEAR = {2016},
ADDRESS = {Monterey, CA},
PAGES = {648653},
KEYWORDS = {Architectural issues in distributed control design, Cardinality minimization, Convex optimization, Distributed control, Sparsitypromoting optimal control, Spatiallyinvariant systems, Symmetric systems}
}

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.
@INPROCEEDINGS{gruzarjovranCDC16,
AUTHOR = {C. Grussler and A. Zare and M. R. Jovanovi\'c and A. Rantzer},
BOOKTITLE = {Proceedings of the 55th IEEE Conference on Decision and Control},
TITLE = {The use of the $r*$ heuristic in covariance completion problems},
YEAR = {2016},
ADDRESS = {Las Vegas, NV},
PAGES = {19781983},
PDF = {http://ee.usc.edu/mihailo/papers/gruzarjovranCDC16.pdf},
KEYWORDS = {Convex optimization, $k$supportnorm, Lowrank approximation, Matrix completion problems, Nuclear norm regularization, Structured covariances},
PDF = {http://ee.usc.edu/mihailo/papers/gruzarjovranCDC16.pdf}
}

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.
@INPROCEEDINGS{mogdhijovCDC16,
AUTHOR = {S. HassanMoghaddam and N. K. Dhingra and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 55th IEEE Conference on Decision and Control},
TITLE = {Topology identification of undirected consensus networks via sparse inverse covariance estimation},
YEAR = {2016},
ADDRESS = {Las Vegas, NV},
PAGES = {46244629},
PDF = {http://ee.usc.edu/mihailo/papers/mogdhijovCDC16.pdf},
KEYWORDS = {Consensus, Convex optimization, Sparse graphs, Topology identification, Maximum likelihood, Sparse inverse covariance estimation}
}

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.
@INPROCEEDINGS{mogjovNOL16,
AUTHOR = {S. HassanMoghaddam and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 10th IFAC Symposium on Nonlinear Control Systems},
TITLE = {Customized algorithms for growing connected resistive networks},
YEAR = {2016},
ADDRESS = {Monterey, CA},
PAGES = {986991},
KEYWORDS = {Convex optimization, Coordinate descent algorithm, Networks, Proximal algorithms}
}

J. Jeun,
J. W. Nichols,
and M. R. Jovanovic.
Inputoutput analysis of heated axisymmetric turbulent jets.
In Proceedings of the 22nd AIAA/CEAS Aeroacoustics Conference,
Lyon, France,
2016.
Keyword(s): Acoustics,
Direct numerical simulations,
Flow modeling and control,
Inputoutput analysis,
Jet noise.
@INPROCEEDINGS{jeunicjovAIAA16,
AUTHOR = {J. Jeun and J. W. Nichols and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 22nd AIAA/CEAS Aeroacoustics Conference},
TITLE = {Inputoutput analysis of heated axisymmetric turbulent jets},
YEAR = {2016},
ADDRESS = {Lyon, France},
KEYWORDS = {Acoustics, Direct numerical simulations, Flow modeling and control, Inputoutput analysis, Jet noise},
PDF = {http://ee.usc.edu/mihailo/papers/jeunicjovAIAA16.pdf}
}

W. Ran,
A. Zare,
M. J. P. Hack,
and M. R. Jovanovic.
Lowcomplexity stochastic modeling of spatiallyevolving flows.
In Proceedings of the 2016 Summer Program,
Center for Turbulence Research, Stanford University/NASA,
pages 285294,
2016.
@INPROCEEDINGS{ranzarhacjovCTR16,
AUTHOR = {W. Ran and A. Zare and M. J. P. Hack and M. R. Jovanovi\'c},
TITLE = {Lowcomplexity stochastic modeling of spatiallyevolving flows},
BOOKTITLE = {Proceedings of the 2016 Summer Program},
YEAR = {2016},
PAGES = {285294},
ADDRESS = {Center for Turbulence Research, Stanford University/NASA}
}

P. Shrestha,
A. Dwivedi,
N. Hildebrand,
J. W. Nichols,
M. R. Jovanovic,
and G. V. Candler.
Interaction of an oblique shock with a transitional Mach 5.65 boundary layer.
In Proceedings of the 46th AIAA Fluid Dynamics Conference,
Washington, DC,
2016.
Keyword(s): Direct numerical simulations,
Dynamic mode decomposition,
Flow modeling and control,
Hypersonic flows,
Transition to turbulence.
@INPROCEEDINGS{shrdwihilnicjovcanAIAA16,
AUTHOR = {P. Shrestha and A. Dwivedi and N. Hildebrand and J. W. Nichols and M. R. Jovanovi\'c and G. V. Candler},
BOOKTITLE = {Proceedings of the 46th AIAA Fluid Dynamics Conference},
TITLE = {Interaction of an oblique shock with a transitional {M}ach 5.65 boundary layer},
YEAR = {2016},
ADDRESS = {Washington, DC},
KEYWORDS = {Direct numerical simulations, Dynamic mode decomposition, Flow modeling and control, Hypersonic flows, Transition to turbulence},
PDF = {http://ee.usc.edu/mihailo/papers/XSBLIAIAA16.pdf}
}

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 59215926,
2016.
Keyword(s): Alternating direction method of multipliers,
Distributed PIcontrol,
Power systems,
Sparsitypromoting optimal control,
Topology identification.
@INPROCEEDINGS{wudorjovACC16,
AUTHOR = {X. Wu and F. D\"orfler and M. R. Jovanovi\'c},
BOOKTITLE = {Proceedings of the 2016 American Control Conference},
TITLE = {Topology identification and design of distributed integral action in power networks},
YEAR = {2016},
ADDRESS = {Boston, MA},
PAGES = {59215926},
KEYWORDS = {Alternating direction method of multipliers, Distributed PIcontrol, Power systems, Sparsitypromoting optimal control, Topology identification},
PDF = {http://ee.usc.edu/mihailo/papers/wudorjovACC16.pdf}
}

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.
@INPROCEEDINGS{zarchejovgeoMTNS16,
AUTHOR = {A. Zare and Y. Chen and M. R. Jovanovi\'c and T. T. Georgiou},
BOOKTITLE = {Proceedings of the 22nd International Symposium on Mathematical Theory of Network and Systems},
TITLE = {An alternating minimization algorithm for structured covariance completion problems},
YEAR = {2016},
ADDRESS = {Minneapolis, MN},
PAGES = {117119},
KEYWORDS = {Alternating minimization algorithm, Convex optimization, Disturbance dynamics, Lowrank approximation, Matrix completion problems, Nuclear norm regularization, Structured covariances},
PDF = {http://ee.usc.edu/mihailo/papers/zarchejovgeoMTNS16.pdf}
}

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.
@INPROCEEDINGS{zarjovgeoCDC16,
AUTHOR = {A. Zare and M. R. Jovanovi\'c and T. T. Georgiou},
BOOKTITLE = {Proceedings of the 55th IEEE Conference on Decision and Control},
TITLE = {Perturbation of system dynamics and the covariance completion problem},
YEAR = {2016},
ADDRESS = {Las Vegas, NV},
PAGES = {70367041},
PDF = {http://ee.usc.edu/mihailo/papers/zarjovgeoCDC16.pdf},
KEYWORDS = {Convex optimization, Lowrank perturbation, Matrix completion problems, Sparsitypromoting optimal control, Structured covariances}
}