The past does matter: correlation of subsequent states in trajectory predictions of Gaussian Process models
Steffen Ridderbusch, Sina Ober-Blöbaum and Paul Goulart
in Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence,
vol. 216,
pp. 1752-1761,
August
2023.
BibTeX
URL
@inproceedings{ROG:2023, author = {Ridderbusch, Steffen and Ober-Blöbaum, Sina and Goulart, Paul}, title = {The past does matter: correlation of subsequent states in trajectory predictions of Gaussian Process models}, booktitle = {Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence}, publisher = {PMLR}, year = {2023}, volume = {216}, pages = {1752-1761}, url = {https://proceedings.mlr.press/v216/ridderbusch23a.html} }
A Unified Early Termination Technique for Primal-Dual Algorithms in Mixed Integer Conic Programming
Yuwen Chen, Catherine Ning and Paul Goulart
IEEE Control Systems Letters,
vol. 7,
pp. 2803-2808,
July
2023.
BibTeX
URL
Preprint
@article{CNG:2023, author = {Chen, Yuwen and Ning, Catherine and Goulart, Paul}, title = {A Unified Early Termination Technique for Primal-Dual Algorithms in Mixed Integer Conic Programming}, journal = {IEEE Control Systems Letters}, year = {2023}, volume = {7}, pages = {2803-2808}, url = {https://ieeexplore.ieee.org/abstract/document/10160117}, doi = {10.1109/LCSYS.2023.3289062} }
A Higher-Order Generalized Singular Value Decomposition for Rank-Deficient Matrices
Idris Kempf, Paul J. Goulart and Stephen R. Duncan
SIAM Journal on Matrix Analysis and Applications,
vol. 44,
no. 3,
pp. 1047-1072,
July
2023.
BibTeX
URL
Preprint
@article{KGD:2023, author = {Kempf, Idris and Goulart, Paul J. and Duncan, Stephen R.}, title = {A Higher-Order Generalized Singular Value Decomposition for Rank-Deficient Matrices}, journal = {SIAM Journal on Matrix Analysis and Applications}, year = {2023}, volume = {44}, number = {3}, pages = {1047-1072}, url = {https://doi.org/10.1137/21M1443881}, doi = {10.1137/21M1443881} }
Personalized incentives as feedback design in generalized Nash equilibrium problems
Filippo Fabiani, Andrea Simonetto and Paul J. Goulart
IEEE Transactions on Automatic Control,
pp. 1-16,
June
2023.
BibTeX
URL
Preprint
@article{FSG:2023, author = {Fabiani, Filippo and Simonetto, Andrea and Goulart, Paul J.}, title = {Personalized incentives as feedback design in generalized Nash equilibrium problems}, journal = {IEEE Transactions on Automatic Control}, year = {2023}, pages = {1-16}, url = {https://ieeexplore.ieee.org/document/10155144}, doi = {10.1109/TAC.2023.3287218} }
Control of Cross-Directional Systems with Approximate Symmetries
Idris Kempf, Paul Goulart and Stephen Duncan
June
2023.
BibTeX
Preprint
@misc{KGD:2023b, author = {Idris Kempf and Paul Goulart and Stephen Duncan}, title = {Control of Cross-Directional Systems with Approximate Symmetries}, year = {2023} }
An Efficient IPM Implementation for A Class of Nonsymmetric Cones
Yuwen Chen and Paul Goulart
May
2023.
BibTeX
Preprint
@misc{CG:2023, author = {Yuwen Chen and Paul Goulart}, title = {An Efficient IPM Implementation for A Class of Nonsymmetric Cones}, year = {2023} }
Probabilistic feasibility guarantees for solution sets to uncertain variational inequalities
F. Fabiani, K. Margellos and P. J. Goulart
Automatica,
vol. 137,
pp. 110-120,
November
2022.
BibTeX
URL
Preprint
@article{FMG:2022, author = {F. Fabiani and K. Margellos and P. J. Goulart}, title = {Probabilistic feasibility guarantees for solution sets to uncertain variational inequalities}, journal = {Automatica}, year = {2022}, volume = {137}, pages = {110-120}, url = {https://www.sciencedirect.com/science/article/pii/S000510982100649X}, doi = {10.1016/j.automatica.2021.110120} }
Stochastic MPC with Dynamic Feedback Gain Selection and Discounted Probabilistic Constraints
Shuhao Yan, P. J. Goulart and Mark Cannon
IEEE Transactions on Automatic Control,
vol. 67,
no. 11,
pp. 5885-5899,
November
2022.
BibTeX
Preprint
@article{YGC:2022, author = {Shuhao Yan and P. J. Goulart and Mark Cannon}, title = {Stochastic MPC with Dynamic Feedback Gain Selection and Discounted Probabilistic Constraints}, journal = {IEEE Transactions on Automatic Control}, year = {2022}, volume = {67}, number = {11}, pages = {5885-5899}, doi = {10.1109/TAC.2021.3128466} }
An Early Termination Technique for ADMM in Mixed Integer Conic Programming
Yuwen Chen and Paul Goulart
in 2022 European Control Conference (ECC),
London, UK,
pp. 60-65,
July
2022.
BibTeX
URL
@inproceedings{CG:2022b, author = {Chen, Yuwen and Goulart, Paul}, title = {An Early Termination Technique for ADMM in Mixed Integer Conic Programming}, booktitle = {2022 European Control Conference (ECC)}, year = {2022}, pages = {60-65}, url = {https://ieeexplore.ieee.org/abstract/document/9838218}, doi = {10.23919/ECC55457.2022.9838218} }
Burer-Monteiro ADMM for Large-scale Diagonally Constrained SDPs
Yuwen Chen and Paul Goulart
in 2022 European Control Conference (ECC),
London, UK,
pp. 66-71,
July
2022.
BibTeX
Preprint
@inproceedings{CG:2022, author = {Chen, Yuwen and Goulart, Paul}, title = {Burer-Monteiro ADMM for Large-scale Diagonally Constrained SDPs}, booktitle = {2022 European Control Conference (ECC)}, year = {2022}, pages = {66-71}, doi = {10.23919/ECC55457.2022.9838160} }
Learning equilibria with personalized incentives in a class of nonmonotone games
Filippo Fabiani, Andrea Simonetto and Paul J. Goulart
in 2022 European Control Conference (ECC),
London, UK,
pp. 2179-2184,
July
2022.
BibTeX
URL
Preprint
@inproceedings{FSG:2022, author = {Fabiani, Filippo and Simonetto, Andrea and Goulart, Paul J.}, title = {Learning equilibria with personalized incentives in a class of nonmonotone games}, booktitle = {2022 European Control Conference (ECC)}, year = {2022}, pages = {2179-2184}, url = {https://ieeexplore.ieee.org/abstract/document/9838083}, doi = {10.23919/ECC55457.2022.9838083} }
Safeguarded Anderson acceleration for parametric nonexpansive operators
Michael Garstka, Mark Cannon and Paul Goulart
in 2022 European Control Conference (ECC),
London, UK,
pp. 435-440,
July
2022.
BibTeX
URL
Preprint
@inproceedings{GCG:2022, author = {Garstka, Michael and Cannon, Mark and Goulart, Paul}, title = {Safeguarded Anderson acceleration for parametric nonexpansive operators}, booktitle = {2022 European Control Conference (ECC)}, year = {2022}, pages = {435-440}, url = {https://ieeexplore.ieee.org/abstract/document/9838320}, doi = {10.23919/ECC55457.2022.9838320} }
Model Predictive Control for Electron Beam Stabilization in a Synchrotron
Idris Kempf, Paul J. Goulart, Stephen R. Duncan and Michael Abbott
in 2022 European Control Conference (ECC),
London, UK,
pp. 814-819,
July
2022.
BibTeX
URL
Preprint
@inproceedings{KGDM:2022, author = {Kempf, Idris and Goulart, Paul J. and Duncan, Stephen R. and Abbott, Michael}, title = {Model Predictive Control for Electron Beam Stabilization in a Synchrotron}, booktitle = {2022 European Control Conference (ECC)}, year = {2022}, pages = {814-819}, url = {https://ieeexplore.ieee.org/abstract/document/9838467}, doi = {10.23919/ECC55457.2022.9838467} }
Stochastic output feedback MPC with intermittent observations
Shuhao Yan, Mark Cannon and Paul J. Goulart
Automatica,
vol. 141,
pp. 110282,
July
2022.
BibTeX
URL
Preprint
@article{YCG:2022, author = {Shuhao Yan and Mark Cannon and Paul J. Goulart}, title = {Stochastic output feedback MPC with intermittent observations}, journal = {Automatica}, year = {2022}, volume = {141}, pages = {110282}, url = {https://www.sciencedirect.com/science/article/pii/S0005109822001285}, doi = {10.1016/j.automatica.2022.110282} }
Probabilistic stabilizability certificates for a class of black-box linear systems
Filippo Fabiani, Kostas Margellos and Paul J. Goulart
IEEE Control Systems Letters,
vol. 6,
pp. 584-589,
June
2022.
BibTeX
URL
Preprint
@article{FMG:2022b, author = {Filippo Fabiani and Kostas Margellos and Paul J. Goulart}, title = {Probabilistic stabilizability certificates for a class of black-box linear systems}, journal = {IEEE Control Systems Letters}, year = {2022}, volume = {6}, pages = {584-589}, url = {https://ieeexplore.ieee.org/document/9441020}, doi = {10.1109/LCSYS.2021.3083962} }
Neural network controllers for uncertain linear systems
Filippo Fabiani and Paul J. Goulart
April
2022.
BibTeX
Preprint
@misc{FG:2022, author = {Filippo Fabiani and Paul J. Goulart}, title = {Neural network controllers for uncertain linear systems}, year = {2022} }
OxVent: Design and evaluation of a rapidly-manufactured Covid-19 ventilator
Richard Beale, Jacqueline Beddoe Rosendo, Christos Bergeles, Anair Beverly, Luigi Camporota, Alfonso A. Castrejón-Pita, Douglas C. Crockett, John N. Cronin, Timothy Denison, Sebastian East, Chantal Edwardes, Andrew D. Farmery, Filiberto Fele, James Fisk, Carla V. Fuenteslópez, Michael Garstka, Paul Goulart, Clare Heaysman, Azad Hussain, Prashant Jha, Idris Kempf, Adhithya Senthil Kumar, Annika Möslein, Andrew C. J. Orr, Sebastien Ourselin, David Salisbury, Carlo Seneci, Robert Staruch, Harrison Steel, Mark Thompson, Minh C. Tran, Valentina Vitiello, Miguel Xochicale, Feibiao Zhou, Federico Formenti and Thomas Kirk
eBioMedicine,
pp. 103868,
February
2022.
BibTeX
URL
@article{Oxvent:2022, author = {Richard Beale and Jacqueline Beddoe Rosendo and Christos Bergeles and Anair Beverly and Luigi Camporota and Alfonso A. Castrejón-Pita and Douglas C. Crockett and John N. Cronin and Timothy Denison and Sebastian East and Chantal Edwardes and Andrew D. Farmery and Filiberto Fele and James Fisk and Carla V. Fuenteslópez and Michael Garstka and Paul Goulart and Clare Heaysman and Azad Hussain and Prashant Jha and Idris Kempf and Adhithya Senthil Kumar and Annika Möslein and Andrew C.J. Orr and Sebastien Ourselin and David Salisbury and Carlo Seneci and Robert Staruch and Harrison Steel and Mark Thompson and Minh C. Tran and Valentina Vitiello and Miguel Xochicale and Feibiao Zhou and Federico Formenti and Thomas Kirk}, title = {OxVent: Design and evaluation of a rapidly-manufactured Covid-19 ventilator}, journal = {eBioMedicine}, year = {2022}, pages = {103868}, url = {https://www.sciencedirect.com/science/article/pii/S2352396422000524}, doi = {10.1016/j.ebiom.2022.103868} }
Gradient-Bounded Dynamic Programming for Submodular and Concave Extensible Value Functions with Probabilistic Performance Guarantees
D. Lebedev, P. J. Goulart and K. Margellos
Automatica,
vol. 135,
January
2022.
BibTeX
Preprint
@article{LGM:2022, author = {D. Lebedev and P. J. Goulart and K. Margellos}, title = {Gradient-Bounded Dynamic Programming for Submodular and Concave Extensible Value Functions with Probabilistic Performance Guarantees}, journal = {Automatica}, year = {2022}, volume = {135} }
Efficient Semidefinite Programming with Approximate ADMM
Nikitas Rontsis, Paul Goulart and Yuji Nakatsukasa
Journal of Optimization Theory and Applications,
vol. 192,
no. 1,
pp. 292-320,
January
2022.
BibTeX
URL
Preprint
@article{NGN:2022, author = {Rontsis, Nikitas and Goulart, Paul and Nakatsukasa, Yuji}, title = {Efficient Semidefinite Programming with Approximate ADMM}, journal = {Journal of Optimization Theory and Applications}, year = {2022}, volume = {192}, number = {1}, pages = {292-320}, url = {https://doi.org/10.1007/s10957-021-01971-3}, doi = {10.1007/s10957-021-01971-3} }
Learning ODE Models with Qualitative Structure Using Gaussian Processes
Steffen Ridderbusch, Christian Offen, Sina Ober-Bloebaum and Paul J. Goulart
in 2021 IEEE Conference on Decision and Control (CDC),
December
2021.
BibTeX
@inproceedings{ROOG:2021, author = {Steffen Ridderbusch and Christian Offen and Sina Ober-Bloebaum and Paul J. Goulart}, title = {Learning ODE Models with Qualitative Structure Using Gaussian Processes}, booktitle = {2021 IEEE Conference on Decision and Control (CDC)}, year = {2021} }
Reliably-stabilizing piecewise-affine neural network controllers
Filippo Fabiani and Paul J. Goulart
November
2021.
BibTeX
URL
@misc{FG:2021b, author = {Filippo Fabiani and Paul J. Goulart}, title = {Reliably-stabilizing piecewise-affine neural network controllers}, year = {2021}, url = {https://arxiv.org/abs/2111.07183} }
COSMO: A conic operator splitting method for convex conic problems
Michael Garstka, Mark Cannon and Paul Goulart
Journal of Optimization Theory and Applications,
vol. 190,
no. 3,
pp. 779-810,
August
2021.
BibTeX
URL
Preprint
Code
@article{GCG:2021, author = {Michael Garstka and Mark Cannon and Paul Goulart}, title = {COSMO: A conic operator splitting method for convex conic problems}, journal = {Journal of Optimization Theory and Applications}, year = {2021}, volume = {190}, number = {3}, pages = {779-810}, url = {https://doi.org/10.1007/s10957-021-01896-x}, doi = {10.1007/s10957-021-01896-x} }
A dynamic programming framework for optimal delivery time slot pricing
Denis Lebedev, Paul Goulart and Kostas Margellos
European Journal of Operational Research,
vol. 292,
no. 2,
pp. 456-468,
July
2021.
BibTeX
URL
Preprint
@article{LGM:2021b, author = {Denis Lebedev and Paul Goulart and Kostas Margellos}, title = {A dynamic programming framework for optimal delivery time slot pricing}, journal = {European Journal of Operational Research}, year = {2021}, volume = {292}, number = {2}, pages = {456-468}, url = {https://www.sciencedirect.com/science/article/pii/S0377221720309565}, doi = {10.1016/j.ejor.2020.11.010} }
The optimal transport paradigm enables data compression in data-driven robust control
F. Fabiani and P. J. Goulart
in American Control Conference,
New Orleans, LA, USA,
pp. 3431-3436,
June
2021.
BibTeX
@inproceedings{FG:2021, author = {F. Fabiani and P. J. Goulart}, title = {The optimal transport paradigm enables data compression in data-driven robust control}, booktitle = {American Control Conference}, year = {2021}, pages = {3431-3436} }
Symmetry Exploitation in Orbit Feedback Systems of Synchrotrons for Computational Efficiency
Idris Kempf, Paul J. Goulart, Stephen R. Duncan and Guenther Rehm
IEEE Transactions on Nuclear Science,
vol. 68,
no. 3,
pp. 258-269,
March
2021.
BibTeX
Preprint
@article{KGDR:2021, author = {Kempf, Idris and Goulart, Paul J. and Duncan, Stephen R. and Rehm, Guenther}, title = {Symmetry Exploitation in Orbit Feedback Systems of Synchrotrons for Computational Efficiency}, journal = {IEEE Transactions on Nuclear Science}, year = {2021}, volume = {68}, number = {3}, pages = {258-269}, doi = {10.1109/TNS.2021.3052553} }
An active-set algorithm for norm constrained quadratic problems
N. Rontsis, P. J. Goulart and Y. Nakatsukasa
Mathematical Programming,
March
2021.
BibTeX
URL
Preprint
Code
@article{RGN:2021, author = {N. Rontsis and P. J. Goulart and Y. Nakatsukasa}, title = {An active-set algorithm for norm constrained quadratic problems}, journal = {Mathematical Programming}, year = {2021}, url = {https://doi.org/10.1007/s10107-021-01617-2}, doi = {10.1007/s10107-01617-2} }
Convexity and Feedback in Approximate Dynamic Programming for Delivery Time Slot Pricing
Denis Lebedev, Kostas Margellos and Paul Goulart
IEEE Transactions on Control Systems Technology,
pp. 1-8,
February
2021.
BibTeX
URL
Preprint
@article{LMG:2021b, author = {Lebedev, Denis and Margellos, Kostas and Goulart, Paul}, title = {Convexity and Feedback in Approximate Dynamic Programming for Delivery Time Slot Pricing}, journal = {IEEE Transactions on Control Systems Technology}, year = {2021}, pages = {1-8}, url = {https://ieeexplore.ieee.org/document/9486899}, doi = {10.1109/TCST.2021.3093648} }
On the robustness of equilibria in generalized aggregative games
F. Fabiani, K. Margellos and P. J. Goulart
in 2020 IEEE Conference on Decision and Control (CDC),
Jeju Island, Korea,
December
2020.
BibTeX
@inproceedings{FMG:2020, author = {F. Fabiani and K. Margellos and P. J. Goulart}, title = {On the robustness of equilibria in generalized aggregative games}, booktitle = {2020 IEEE Conference on Decision and Control (CDC)}, year = {2020} }
Multi-Array Electron Beam Stabilization using Block Circulant Transformation and Generalized Singular Value Decomposition
I. Kempf, S. Duncan, P. J. Goulart and G. Rehm
in 2020 IEEE Conference on Decision and Control (CDC),
Jeju Island, Korea,
December
2020.
BibTeX
@inproceedings{KDGR:2020, author = {I. Kempf and S. Duncan and P. J. Goulart and G. Rehm}, title = {Multi-Array Electron Beam Stabilization using Block Circulant Transformation and Generalized Singular Value Decomposition}, booktitle = {2020 IEEE Conference on Decision and Control (CDC)}, year = {2020} }
Optimal Approximation of Doubly Stochastic Matrices
N. Rontsis and P. J. Goulart
in 23rd International Conference on Artificial Intelligence and Statistics (AISTATS),
Palermo, Italy,
pp. 3589-3598,
August
2020.
BibTeX
URL
Preprint
@inproceedings{RG:2020, author = {N. Rontsis and P. J. Goulart}, title = {Optimal Approximation of Doubly Stochastic Matrices}, booktitle = {23rd International Conference on Artificial Intelligence and Statistics (AISTATS)}, year = {2020}, pages = {3589-3598}, url = {http://proceedings.mlr.press/v108/rontsis20a.html} }
A clique graph based merging strategy for decomposable SDPs
M. Garstka, M. Cannon and P. J. Goulart
in IFAC World Congress,
Berlin, Germany,
July
2020.
BibTeX
Preprint
Code
@inproceedings{GCG:2020, author = {M. Garstka and M. Cannon and P. J. Goulart}, title = {A clique graph based merging strategy for decomposable SDPs}, booktitle = {IFAC World Congress}, year = {2020} }
Fast Gradient Method for Model Predictive Control with Input Rate and Amplitude Constraints
I. Kempf, P. J. Goulart and S. Duncan
in IFAC World Congress,
Berlin, Germany,
July
2020.
BibTeX
@inproceedings{KGD:2020, author = {I. Kempf and P. J. Goulart and S. Duncan}, title = {Fast Gradient Method for Model Predictive Control with Input Rate and Amplitude Constraints}, booktitle = {IFAC World Congress}, year = {2020} }
Gradient Bounded Dynamic Programming with Submodular and Concave-Extensible Value Functions
D. Lebedev, P. J. Goulart and K. Margellos
in IFAC World Congress,
Berlin, Germany,
July
2020.
BibTeX
Preprint
@inproceedings{LGM:2020, author = {D. Lebedev and P. J. Goulart and K. Margellos}, title = {Gradient Bounded Dynamic Programming with Submodular and Concave-Extensible Value Functions}, booktitle = {IFAC World Congress}, year = {2020} }
Distributionally Robust Optimization Techniques in Batch Bayesian Optimization
N. Rontsis, M. A. Osborne and P. J. Goulart
Journal of Machine Learning Research,
vol. 21,
no. 149,
pp. 1-26,
July
2020.
BibTeX
URL
Preprint
Code
@article{ROG:2020, author = {N. Rontsis and M. A. Osborne and P. J. Goulart}, title = {Distributionally Robust Optimization Techniques in Batch Bayesian Optimization}, journal = {Journal of Machine Learning Research}, year = {2020}, volume = {21}, number = {149}, pages = {1-26}, url = {https://jmlr.org/papers/v21/18-211.html} }
Output feedback stochastic MPC with packet losses
S. Yan, M. Cannon and P. J. Goulart
in IFAC World Congress,
Berlin, Germany,
July
2020.
BibTeX
@inproceedings{YCG:2020, author = {S. Yan and M. Cannon and P. J. Goulart}, title = {Output feedback stochastic MPC with packet losses}, booktitle = {IFAC World Congress}, year = {2020} }
Accuracy of approximate projection to the semidefinite cone
P. J. Goulart, Y. Nakatsukasa and N. Rontsis
Linear Algebra and Its Applications,
vol. 594,
pp. 177-192,
June
2020.
BibTeX
URL
Preprint
@article{GNR:2020, author = {P. J. Goulart and Y. Nakatsukasa and N. Rontsis}, title = {Accuracy of approximate projection to the semidefinite cone}, journal = {Linear Algebra and Its Applications}, year = {2020}, volume = {594}, pages = {177-192}, url = {https://doi.org/10.1016/j.laa.2020.02.014}, doi = {10.1016/j.laa.2020.02.014} }
Chordal decomposition in operator-splitting methods for sparse semidefinite programs
Y. Zheng, G. Fantuzzi, A. Papachristodoulou, P. J. Goulart and A. Wynn
Mathematical Programming,
vol. 180,
pp. 489-532,
March
2020.
BibTeX
URL
Preprint
Code
@article{ZFPetal:2020, author = {Y. Zheng and G. Fantuzzi and A. Papachristodoulou and P. J. Goulart and A. Wynn}, title = {Chordal decomposition in operator-splitting methods for sparse semidefinite programs}, journal = {Mathematical Programming}, year = {2020}, volume = {180}, pages = {489-532}, url = {https://doi.org/10.1007/s10107-019-01366-3}, doi = {10.1007/s10107-019-01366-3} }
OSQP: An Operator Splitting Solver for Quadratic Programs
B. Stellato, G. Banjac, P. J. Goulart, A. Bemporad and S. Boyd
Mathematical Programming Computation,
February
2020.
BibTeX
URL
Preprint
Code
@article{SBGetal:2020, author = {B. Stellato and G. Banjac and P. J. Goulart and A. Bemporad and S. Boyd}, title = {OSQP: An Operator Splitting Solver for Quadratic Programs}, journal = {Mathematical Programming Computation}, year = {2020}, url = {https://doi.org/10.1007/s12532-020-00179-2}, doi = {10.1007/s12532-020-00179-2} }
ADMM for Block Circulant Model Predictive Control
I. Kempf, P. J. Goulart and S. Duncan
in 2019 IEEE Conference on Decision and Control (CDC),
Nice, France,
pp. 4311-4316,
December
2019.
BibTeX
Preprint
@inproceedings{KGD:2019, author = {I. Kempf and P. J. Goulart and S. Duncan}, title = {ADMM for Block Circulant Model Predictive Control}, booktitle = {2019 IEEE Conference on Decision and Control (CDC)}, year = {2019}, pages = {4311-4316} }
Infeasibility Detection in the Alternating Direction Method of Multipliers for Convex Optimization
G. Banjac, P. J. Goulart, B. Stellato and S. Boyd
Journal of Optimization Theory and Applications,
vol. 183,
no. 2,
pp. 490-519,
August
2019.
BibTeX
URL
Preprint
@article{BGSG:2019, author = {G. Banjac and P. J. Goulart and B. Stellato and S. Boyd}, title = {Infeasibility Detection in the Alternating Direction Method of Multipliers for Convex Optimization}, journal = {Journal of Optimization Theory and Applications}, year = {2019}, volume = {183}, number = {2}, pages = {490-519}, url = {https://doi.org/10.1007/s10957-019-01575-y}, doi = {10.1007/s10957-019-01575-y} }
Decentralized Resource Allocation via Dual Consensus ADMM
G. Banjac, F. Rey, P. J. Goulart and J. Lygeros
in American Control Conference,
Philadelphia, PA, USA,
pp. 2789-2794,
July
2019.
BibTeX
Preprint
@inproceedings{BRGL:2019, author = {G. Banjac and F. Rey and P. J. Goulart and J. Lygeros}, title = {Decentralized Resource Allocation via Dual Consensus ADMM}, booktitle = {American Control Conference}, year = {2019}, pages = {2789-2794} }
COSMO: A conic operator splitting method
M. Garstka, M. Cannon and P. J. Goulart
in European Control Conference,
Naples, Italy,
pp. 1951-1956,
July
2019.
BibTeX
Preprint
Code
@inproceedings{GCG:2019, author = {M. Garstka and M. Cannon and P. J. Goulart}, title = {COSMO: A conic operator splitting method}, booktitle = {European Control Conference}, year = {2019}, pages = {1951-1956} }
A Concave Value Function Extension for the Dynamic Programming Approach to Revenue Management in Attended Home Delivery
D. Lebedev, P. J. Goulart and Kostas Margellos
in European Control Conference,
Naples, Italy,
pp. 999-1004,
July
2019.
BibTeX
@inproceedings{LGM:2019, author = {D. Lebedev and P. J. Goulart and Kostas Margellos}, title = {A Concave Value Function Extension for the Dynamic Programming Approach to Revenue Management in Attended Home Delivery}, booktitle = {European Control Conference}, year = {2019}, pages = {999-1004} }
Distributionally robust expectation inequalities for structured distributions
B. Van Parys, P. J. Goulart and M. Morari
Mathematical Programming,
vol. 2019,
no. 173,
pp. 251-280,
January
2019.
BibTeX
URL
Preprint
@article{PGM:2019, author = {B. Van Parys and P. J. Goulart and M. Morari}, title = {Distributionally robust expectation inequalities for structured distributions}, journal = {Mathematical Programming}, year = {2019}, volume = {2019}, number = {173}, pages = {251-280}, url = {https://doi.org/10.1007/s10107-017-1220-x}, doi = {10.1007/s10107-017-1220-x} }
Tight Global Linear Convergence Rate Bounds for Operator Splitting Methods
G. Banjac and P. J. Goulart
IEEE Transactions on Automatic Control,
vol. 63,
no. 12,
pp. 4126-4139,
December
2018.
BibTeX
URL
Preprint
@article{BG:2018, author = {G. Banjac and P. J. Goulart}, title = {Tight Global Linear Convergence Rate Bounds for Operator Splitting Methods}, journal = {IEEE Transactions on Automatic Control}, year = {2018}, volume = {63}, number = {12}, pages = {4126-4139}, url = {https://doi.org/10.1109/TAC.2018.2808442}, doi = {10.1109/TAC.2018.2808442} }
Embedded Mixed-Integer Quadratic Optimization Using the OSQP Solver
B. Stellato, V. V. Naik, A. Bemporad, P. J. Goulart and S. Boyd
in European Control Conference,
Limassol, Cyprus,
pp. 1536-1541,
June
2018.
BibTeX
Code
@inproceedings{SNBetal:2018, author = {B. Stellato and V. V. Naik and A. Bemporad and P. J. Goulart and S. Boyd}, title = {Embedded Mixed-Integer Quadratic Optimization Using the OSQP Solver}, booktitle = {European Control Conference}, year = {2018}, pages = {1536-1541} }
Stochastic Model Predictive Control with Discounted Probabilistic Constraints
S. Yan, P. J. Goulart and M. Cannon
in European Control Conference,
Limassol, Cyprus,
pp. 1003-1008,
June
2018.
BibTeX
@inproceedings{YGC:2018, author = {S. Yan and P. J. Goulart and M. Cannon}, title = {Stochastic Model Predictive Control with Discounted Probabilistic Constraints}, booktitle = {European Control Conference}, year = {2018}, pages = {1003-1008} }
On the convergence of a regularized Jacobi algorithm for convex optimization
G. Banjac, K. Margellos and P. J. Goulart
IEEE Transactions on Automatic Control,
vol. 63,
no. 4,
pp. 1113-1119,
April
2018.
BibTeX
Preprint
@article{BMG:2018, author = {G. Banjac and K. Margellos and P. J. Goulart}, title = {On the convergence of a regularized Jacobi algorithm for convex optimization}, journal = {IEEE Transactions on Automatic Control}, year = {2018}, volume = {63}, number = {4}, pages = {1113-1119} }
Embedded Code Generation Using the OSQP Solver
G. Banjac, B. Stellato, N. Moehle, P. J. Goulart, A. Bemporad and S. Boyd
in IEEE Conference on Decision and Control,
Melbourne, Australia,
pp. 1906-1911,
December
2017.
BibTeX
Code
@inproceedings{GBan:2017, author = {G. Banjac and B. Stellato and N. Moehle and P. J. Goulart and A. Bemporad and S. Boyd}, title = {Embedded Code Generation Using the OSQP Solver}, booktitle = {IEEE Conference on Decision and Control}, year = {2017}, pages = {1906-1911} }
Optimization with affine homogeneous quadratic integral inequality constraints
G. Fantuzzi, A. Wynn, P. J. Goulart and A. Papachristodoulou
IEEE Transactions on Automatic Control,
vol. 62,
no. 12,
pp. 6221-6236,
December
2017.
BibTeX
URL
Preprint
Code
@article{FWGP:2017, author = {G. Fantuzzi and A. Wynn and P. J. Goulart and A. Papachristodoulou}, title = {Optimization with affine homogeneous quadratic integral inequality constraints}, journal = {IEEE Transactions on Automatic Control}, year = {2017}, volume = {62}, number = {12}, pages = {6221-6236}, url = {http://dx.doi.org/10.1109/TAC.2017.2703927}, doi = {10.1109/TAC.2017.2703927} }
Second-Order Switching Time Optimization for Switched Dynamical Systems
B. Stellato, S. Ober-Blöbaum and P. J. Goulart
IEEE Transactions on Automatic Control,
vol. 62,
no. 10,
pp. 5407-5414,
October
2017.
BibTeX
URL
Preprint
Code
@article{SOG:2017, author = {B. Stellato and S. Ober-Blöbaum and P. J. Goulart}, title = {Second-Order Switching Time Optimization for Switched Dynamical Systems}, journal = {IEEE Transactions on Automatic Control}, year = {2017}, volume = {62}, number = {10}, pages = {5407-5414}, url = {http://doi.org/10.1109/TAC.2017.2697681}, doi = {10.1109/TAC.2017.2697681} }
Strong Stationarity Conditions for Optimal Control of Hybrid Systems
A. Hempel, P. J. Goulart and J. Lygeros
IEEE Transactions on Automatic Control,
vol. 62,
no. 9,
pp. 4512-4526,
September
2017.
BibTeX
URL
Preprint
@article{HGL:2017, author = {A. Hempel and P. J. Goulart and J. Lygeros}, title = {Strong Stationarity Conditions for Optimal Control of Hybrid Systems}, journal = {IEEE Transactions on Automatic Control}, year = {2017}, volume = {62}, number = {9}, pages = {4512-4526}, url = {http://dx.doi.org/10.1109/TAC.2017.2668839}, doi = {10.1109/TAC.2017.2668839} }
A Novel Approach for Solving Convex Problems with Cardinality Constraints
G. Banjac and P. J. Goulart
in IFAC World Congress,
Toulouse, France,
pp. 13182-13187,
July
2017.
BibTeX
Preprint
@inproceedings{BG:2017, author = {G. Banjac and P. J. Goulart}, title = {A Novel Approach for Solving Convex Problems with Cardinality Constraints}, booktitle = {IFAC World Congress}, year = {2017}, pages = {13182-13187} }
Multivariate Chebyshev Inequality with Estimated Mean and Variance
B. Stellato, B. Van Parys and P. J. Goulart
The American Statistician,
vol. 71,
no. 2,
July
2017.
BibTeX
URL
Preprint
@article{SPG:2017, author = {B. Stellato and B. Van Parys and P. J. Goulart}, title = {Multivariate Chebyshev Inequality with Estimated Mean and Variance}, journal = {The American Statistician}, year = {2017}, volume = {71}, number = {2}, url = {http://www.tandfonline.com/doi/full/10.1080/00031305.2016.1186559}, doi = {10.1080/00031305.2016.1186559} }
Fast ADMM for homogeneous self-dual embeddings of sparse SDPs
Y. Zheng, G. Fantuzzi, A. Papachristodoulou, P. J. Goulart and A. Wynn
in IFAC World Congress,
Toulouse, France,
pp. 8411-8416,
July
2017.
BibTeX
Preprint
Code
@inproceedings{ZFPetal:2017b, author = {Y. Zheng and G. Fantuzzi and A. Papachristodoulou and P. J. Goulart and A. Wynn}, title = {Fast ADMM for homogeneous self-dual embeddings of sparse SDPs}, booktitle = {IFAC World Congress}, year = {2017}, pages = {8411-8416} }
Convex, Monotone Systems are Optimally Operated at Steady-State
M. G. Schmitt, C. Ramesh, P. J. Goulart and J. Lygeros
in American Control Conference,
Seattle, WA, USA,
pp. 2662-2667,
May
2017.
BibTeX
@inproceedings{SRGL:2017, author = {M. G. Schmitt and C. Ramesh and P. J. Goulart and J. Lygeros}, title = {Convex, Monotone Systems are Optimally Operated at Steady-State}, booktitle = {American Control Conference}, year = {2017}, pages = {2662-2667} }
High-Speed Finite Control Set Model Predictive Control for Power Electronics
B. Stellato, T. Geyer and P. J. Goulart
IEEE Transactions on Power Electronics,
vol. 32,
no. 5,
pp. 4007-4020,
May
2017.
BibTeX
URL
@article{SGG:2017, author = {B. Stellato and T. Geyer and P. J. Goulart}, title = {High-Speed Finite Control Set Model Predictive Control for Power Electronics}, journal = {IEEE Transactions on Power Electronics}, year = {2017}, volume = {32}, number = {5}, pages = {4007-4020}, url = {http://dx.doi.org/10.1109/TPEL.2016.2584678} }
Fast ADMM for Semidefinite Programs with Chordal Sparsity
Y. Zheng, G. Fantuzzi, A. Papachristodoulou, P. J. Goulart and A. Wynn
in American Control Conference,
Seattle, WA, USA,
pp. 3335-3340,
May
2017.
BibTeX
Preprint
Code
@inproceedings{ZFPetal:2017a, author = {Y. Zheng and G. Fantuzzi and A. Papachristodoulou and P. J. Goulart and A. Wynn}, title = {Fast ADMM for Semidefinite Programs with Chordal Sparsity}, booktitle = {American Control Conference}, year = {2017}, pages = {3335-3340} }
Robust Optimal Control with Adjustable Uncertainty Sets
X. Zhang, M. Kamgarpour, A. Georghiou, P. J. Goulart and J. Lygeros
Automatica,
vol. 75,
no. 1,
pp. 249-259,
January
2017.
BibTeX
URL
Preprint
@article{ZKGetal:2017, author = {X. Zhang and M. Kamgarpour and A. Georghiou and P. J. Goulart and J. Lygeros}, title = {Robust Optimal Control with Adjustable Uncertainty Sets}, journal = {Automatica}, year = {2017}, volume = {75}, number = {1}, pages = {249-259}, url = {http://dx.doi.org/10.1016/j.automatica.2016.09.016}, doi = {10.1016/j.automatica.2016.09.016} }
Global Linear Convergence in Operator Splitting Methods
G. Banjac and P. J. Goulart
in IEEE Conference on Decision and Control,
Las Vegas, NV, USA,
pp. 233-238,
December
2016.
BibTeX
URL
@inproceedings{BG:2016a, author = {G. Banjac and P. J. Goulart}, title = {Global Linear Convergence in Operator Splitting Methods}, booktitle = {IEEE Conference on Decision and Control}, year = {2016}, pages = {233-238}, url = {https://doi.org/10.1109/CDC.2016.7798275}, doi = {10.1109/CDC.2016.7798275} }
Real-time FPGA Implementation of Direct MPC for Power Electronics
B. Stellato and P. J. Goulart
in IEEE Conference on Decision and Control,
Las Vegas, NV, USA,
pp. 1471-1476,
December
2016.
BibTeX
URL
@inproceedings{SG:2016a, author = {B Stellato and P. J. Goulart}, title = {Real-time FPGA Implementation of Direct MPC for Power Electronics}, booktitle = {IEEE Conference on Decision and Control}, year = {2016}, pages = {1471-1476}, url = {https://doi.org/10.1109/CDC.2016.7798474}, doi = {10.1109/CDC.2016.7798474} }
Optimal Control of Switching Times in Switched Linear Systems
B. Stellato, S. Ober-Blöbaum and P. J. Goulart
in IEEE Conference on Decision and Control,
Las Vegas, NV, USA,
pp. 7228-7233,
December
2016.
BibTeX
URL
@inproceedings{SG:2016b, author = {B. Stellato and S. Ober-Blöbaum and P. J. Goulart}, title = {Optimal Control of Switching Times in Switched Linear Systems}, booktitle = {IEEE Conference on Decision and Control}, year = {2016}, pages = {7228-7233}, url = {https://doi.org/10.1109/CDC.2016.7799384}, doi = {10.1109/CDC.2016.7799384} }
Frechet inequalities via convex optimization
B. Van Parys, P. J. Goulart and P. Embrechts
July
2016.
BibTeX
URL
Preprint
@article{PGE:2016, author = {B. Van Parys and P. J. Goulart and P. Embrechts}, title = {Frechet inequalities via convex optimization}, year = {2016}, url = {http://www.optimization-online.org/DB_HTML/2016/07/5536.html} }
High-Speed Direct Model Predictive Control for Power Electronics
B. Stellato and P. J. Goulart
in European Control Conference,
Aalborg, Denmark,
pp. 129-134,
July
2016.
BibTeX
URL
@inproceedings{SG:2016, author = {B. Stellato and P. J. Goulart}, title = {High-Speed Direct Model Predictive Control for Power Electronics}, booktitle = {European Control Conference}, year = {2016}, pages = {129-134}, url = {https://doi.org/10.1109/ECC.2016.7810275}, doi = {10.1109/ECC.2016.7810275} }
A decomposition method for large scale MILPs, with performance guarantees and a power system application
R. Vujanic, P. Esfahani, P. J. Goulart, S. Mariéthoz and M. Morari
Automatica,
vol. 67,
pp. 144-156,
May
2016.
BibTeX
URL
Preprint
@article{VEGetal:2016, author = {R. Vujanic and P. Esfahani and P. J. Goulart and S. Mariéthoz and M. Morari}, title = {A decomposition method for large scale MILPs, with performance guarantees and a power system application}, journal = {Automatica}, year = {2016}, volume = {67}, pages = {144-156}, url = {http://www.sciencedirect.com/science/article/pii/S0005109816000078}, doi = {10.1016/j.automatica.2016.01.006} }
Generalized Gauss Inequalities via Semidefinite Programming
B. Van Parys, P. J. Goulart and D. Kuhn
Mathematical Programming,
vol. 156,
pp. 271-302,
March
2016.
BibTeX
URL
Preprint
@article{PGK:2016, author = {B. Van Parys and P. J. Goulart and D. Kuhn}, title = {Generalized Gauss Inequalities via Semidefinite Programming}, journal = {Mathematical Programming}, year = {2016}, volume = {156}, pages = {271-302}, url = {http://dx.doi.org/10.1007/s10107-015-0878-1}, doi = {10.1007/s10107-015-0878-1} }
Robust Optimization of Schedules Affected by Uncertain Events
R. Vujanic, P. J. Goulart and M. Morari
Journal of Optimization Theory and Applications,
March
2016.
BibTeX
URL
Code
@article{VGM:2016a, author = {R. Vujanic and P. J. Goulart and M. Morari}, title = {Robust Optimization of Schedules Affected by Uncertain Events}, journal = {Journal of Optimization Theory and Applications}, year = {2016}, url = {http://link.springer.com/article/10.1007/s10957-016-0920-3}, doi = {10.1007/s10957-016-0920-3} }
A scenario approach for non-convex control design
S. Grammatico, X. Zhang, K. Margellos, P. J. Goulart and J. Lygeros
IEEE Transactions on Automatic Control,
vol. 61,
no. 2,
pp. 334-345,
February
2016.
BibTeX
URL
Preprint
@article{GZMetal:2016, author = {S. Grammatico and X. Zhang and K. Margellos and P. J. Goulart and J. Lygeros}, title = {A scenario approach for non-convex control design}, journal = {IEEE Transactions on Automatic Control}, year = {2016}, volume = {61}, number = {2}, pages = {334-345}, url = {http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=7108021}, doi = {10.1109/TAC.2015.2433591} }
Distributionally robust control of constrained stochastic systems
B. Van Parys, D. Kuhn, P. J. Goulart and M. Morari
IEEE Transactions on Automatic Control,
vol. 61,
no. 2,
pp. 430-442,
February
2016.
BibTeX
URL
Preprint
@article{PKGM:2016, author = {B. Van Parys and D. Kuhn and P. J. Goulart and M. Morari}, title = {Distributionally robust control of constrained stochastic systems}, journal = {IEEE Transactions on Automatic Control}, year = {2016}, volume = {61}, number = {2}, pages = {430-442}, url = {http://dx.doi.org/10.1109/TAC.2015.2444134}, doi = {10.1109/TAC.2015.2444134} }
Rolling unit commitment and dispatch with multi-stage recourse policies for heterogeneous devices
J. Warrington, C. Hohl, P. J. Goulart and M. Morari
IEEE Transactions on Power Systems,
vol. 31,
no. 1,
pp. 187-197,
January
2016.
BibTeX
URL
Preprint
@article{WHGM:2016, author = {J. Warrington and C. Hohl and P. J. Goulart and M. Morari}, title = {Rolling unit commitment and dispatch with multi-stage recourse policies for heterogeneous devices}, journal = {IEEE Transactions on Power Systems}, year = {2016}, volume = {31}, number = {1}, pages = {187-197}, url = {http://dx.doi.org/10.1109/TPWRS.2015.2391233}, doi = {10.1109/TPWRS.2015.2391233} }
Sum-of-squares of polynomials approach to nonlinear stability of fluid flows: an example of application
D. Huang, S. Chernyshenko, P. J. Goulart, D. Lasagna, O. Tutty and F. Fuentes
Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences,
vol. 471,
no. 2183,
November
2015.
BibTeX
URL
@article{HCGetal:2015, author = {D. Huang and S. Chernyshenko and P. J. Goulart and D. Lasagna and O. Tutty and F. Fuentes}, title = {Sum-of-squares of polynomials approach to nonlinear stability of fluid flows: an example of application}, journal = {Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences}, publisher = {The Royal Society}, year = {2015}, volume = {471}, number = {2183}, url = {http://rspa.royalsocietypublishing.org/content/471/2183/20150622}, doi = {10.1098/rspa.2015.0622} }
On the sample size of random convex programs with structured dependence on the uncertainty
X. Zhang, S. Grammatico, G. Schildbach, P. J. Goulart and J. Lygeros
Automatica,
vol. 60,
pp. 182-188,
October
2015.
BibTeX
URL
Preprint
@article{ZGSetal:2015, author = {X. Zhang and S. Grammatico and G. Schildbach and P. J. Goulart and J. Lygeros}, title = {On the sample size of random convex programs with structured dependence on the uncertainty}, journal = {Automatica}, year = {2015}, volume = {60}, pages = {182-188}, url = {http://www.sciencedirect.com/science/article/pii/S0005109815002988}, doi = {10.1016/j.automatica.2015.07.013} }
Flow-Maximizing Equilibria of the Cell Transmission Model
M. Schmitt, P. J. Goulart, A. Georghiou and J. Lygeros
in European Control Conference,
Linz, Austria,
pp. 2634-2639,
July
2015.
BibTeX
URL
@inproceedings{SGGL:2015, author = {M. Schmitt and P. J. Goulart and A. Georghiou and J. Lygeros}, title = {Flow-Maximizing Equilibria of the Cell Transmission Model}, booktitle = {European Control Conference}, year = {2015}, pages = {2634-2639}, url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7330935}, doi = {10.1109/ECC.2015.7330935} }
Inverse Parametric Optimization with an Application to Hybrid System Control
A. Hempel, P. J. Goulart and J. Lygeros
IEEE Transactions on Automatic Control,
vol. 60,
no. 4,
pp. 1064-1069,
April
2015.
BibTeX
URL
Preprint
@article{HGL:2015a, author = {A. Hempel and P. J. Goulart and J. Lygeros}, title = {Inverse Parametric Optimization with an Application to Hybrid System Control}, journal = {IEEE Transactions on Automatic Control}, year = {2015}, volume = {60}, number = {4}, pages = {1064-1069}, url = {http://dx.doi.org/10.1109/TAC.2014.2336992}, doi = {10.1109/TAC.2014.2336992} }
Linear Controller Design for Chance Constrained Systems
G. Schildbach, P. J. Goulart and M. Morari
Automatica,
vol. 51,
no. 1,
pp. 278-284,
January
2015.
BibTeX
URL
Preprint
@article{SGM:2015, author = {G. Schildbach and P. J. Goulart and M. Morari}, title = {Linear Controller Design for Chance Constrained Systems}, journal = {Automatica}, year = {2015}, volume = {51}, number = {1}, pages = {278-284}, url = {http://dx.doi.org/10.1016/j.automatica.2014.10.096}, doi = {10.1016/j.automatica.2014.10.096} }
A Novel Method for Modelling Cardinality and Rank Constraints
A. B. Hempel and P. J. Goulart
in IEEE Conference on Decision and Control,
Los Angeles, CA, USA,
pp. 3238-3251,
December
2014.
BibTeX
URL
Preprint
@inproceedings{HG:2014, author = {A.B. Hempel and P. J. Goulart}, title = {A Novel Method for Modelling Cardinality and Rank Constraints}, booktitle = {IEEE Conference on Decision and Control}, year = {2014}, pages = {3238-3251}, url = {http://dx.doi.org/10.1109/CDC.2014.7040063}, doi = {10.1109/CDC.2014.7040063} }
Embedded Online Optimization for Model Predictive Control at Megahertz Rates
J. L. Jerez, P. J. Goulart, S. Richter, G. Constantinides, E. C. Kerrigan and M. Morari
IEEE Transactions on Automatic Control,
vol. 59,
no. 12,
pp. 3238-3251,
December
2014.
BibTeX
URL
Preprint
@article{JGRetal:2014, author = {J. L. Jerez and P. J. Goulart and S. Richter and G. Constantinides and E. C. Kerrigan and M. Morari}, title = {Embedded Online Optimization for Model Predictive Control at Megahertz Rates}, journal = {IEEE Transactions on Automatic Control}, year = {2014}, volume = {59}, number = {12}, pages = {3238-3251}, url = {http://dx.doi.org/10.1109/TAC.2014.2351991}, doi = {10.1109/TAC.2014.2351991} }
Electric Vehicles Aggregator Optimization: a Fast and Solver-Free Solution Method
R. Vujanic, P. Mohajerin Esfahani, P. J. Goulart and M. Morari
in IEEE Conference on Decision and Control,
Los Angeles, CA, USA,
pp. 5027-5032,
December
2014.
BibTeX
URL
Preprint
@inproceedings{VEGM:2014, author = {R. Vujanic and P. Mohajerin Esfahani and P. J. Goulart and M. Morari}, title = {Electric Vehicles Aggregator Optimization: a Fast and Solver-Free Solution Method}, booktitle = {IEEE Conference on Decision and Control}, year = {2014}, pages = {5027-5032}, url = {http://dx.doi.org/10.1109/CDC.2014.7040174}, doi = {10.1109/CDC.2014.7040174} }
Selling Robustness Margins: A Framework for Optimizing Reserve Capacities for Uncertain Systems
X. Zhang, M. Kamgarpour, P. J. Goulart and J. Lygeros
in IEEE Conference on Decision and Control,
Los Angeles, CA, USA,
pp. 6419-6424,
December
2014.
BibTeX
URL
Preprint
@inproceedings{ZKGL:2014, author = {X. Zhang and M. Kamgarpour and P. J. Goulart and J. Lygeros}, title = {Selling Robustness Margins: A Framework for Optimizing Reserve Capacities for Uncertain Systems}, booktitle = {IEEE Conference on Decision and Control}, year = {2014}, pages = {6419-6424}, url = {http://dx.doi.org/10.1109/CDC.2014.7040396}, doi = {10.1109/CDC.2014.7040396} }
Scalable Proactive Event-Driven Decision Making
A. Artikis, C. Baber, P. Bizarro, C. Canudas de-Wit, O. Etzion, F. Fournier, P. J. Goulart, A. Howes, J. Lygeros and G. Paliouras
IEEE Technology and Society Magazine,
vol. 33,
no. 3,
pp. 35-41,
September
2014.
BibTeX
URL
@article{ABBetal:2014, author = {A, Artikis and C. Baber and P. Bizarro and C. Canudas-de-Wit and O. Etzion and F. Fournier and P. J. Goulart and A. Howes and J. Lygeros and G. Paliouras}, title = {Scalable Proactive Event-Driven Decision Making}, journal = {IEEE Technology and Society Magazine}, publisher = {IEEE}, year = {2014}, volume = {33}, number = {3}, pages = {35-41}, url = {http://dx.doi.org/10.1109/MTS.2014.2345131}, doi = {10.1109/MTS.2014.2345131} }
On the road between robust optimization and the scenario approach for chance constrained optimization problems
K. Margellos, P. J. Goulart and J. Lygeros
IEEE Transactions on Automatic Control,
vol. 59,
no. 8,
pp. 2258-2263,
August
2014.
BibTeX
URL
Preprint
@article{MGL:2014, author = {K. Margellos and P. J. Goulart and J. Lygeros}, title = {On the road between robust optimization and the scenario approach for chance constrained optimization problems}, journal = {IEEE Transactions on Automatic Control}, year = {2014}, volume = {59}, number = {8}, pages = {2258-2263}, url = {http://dx.doi.org/10.1109/TAC.2014.2303232}, doi = {10.1109/TAC.2014.2303232} }
Randomized nonlinear MPC for uncertain control-affine systems with bounded closed-loop constraint violations
X. Zhang, S. Grammatico, K. Margellos, P. J. Goulart and J. Lygeros
in IFAC World Congress,
Cape Town, South Africa,
pp. 1649-1654,
August
2014.
BibTeX
URL
Preprint
@inproceedings{ZGMetal:2014, author = {X. Zhang and S. Grammatico and K. Margellos and P. J. Goulart and J. Lygeros}, title = {Randomized nonlinear MPC for uncertain control-affine systems with bounded closed-loop constraint violations}, booktitle = {IFAC World Congress}, year = {2014}, pages = {1649-1654}, url = {http://dx.doi.org/10.3182/20140824-6-ZA-1003.02436}, doi = {10.3182/20140824-6-ZA-1003.02436} }
Intelligent Current Limiting in Traction Control of an Electric Four-Wheel Drive Race Car
D. Bohl, N. Kariotoglou, A. Hempel, P. J. Goulart and J. Lygeros
in European Control Conference,
Strasbourg, France,
pp. 1981-1986,
June
2014.
BibTeX
URL
Preprint
@inproceedings{BKHetal:2014, author = {D. Bohl and N. Kariotoglou and A. Hempel and P. J. Goulart and J. Lygeros}, title = {Intelligent Current Limiting in Traction Control of an Electric Four-Wheel Drive Race Car}, booktitle = {European Control Conference}, year = {2014}, pages = {1981-1986}, url = {http://dx.doi.org/10.1109/ECC.2014.6862532}, doi = {10.1109/ECC.2014.6862532} }
Polynomial SOS in fluid dynamics: a review with a look ahead
S. Chernyshenko, P. J. Goulart, D. Huang and A. Papachristodoulou
Philisophical Transactions of the Royal Society A,
vol. 372,
no. 2020,
June
2014.
BibTeX
URL
@article{CGHP:2014, author = {S. Chernyshenko and P. J. Goulart and D. Huang and A. Papachristodoulou}, title = {Polynomial SOS in fluid dynamics: a review with a look ahead}, journal = {Philisophical Transactions of the Royal Society A}, year = {2014}, volume = {372}, number = {2020}, url = {http://dx.doi.org/10.1098/rsta.2013.0350}, doi = {10.1098/rsta.2013.0350} }
A scenario approach to non-convex control design: set-based probabilistic guarantees
S. Grammatico, X. Zhang, K. Margellos, P. J. Goulart and J. Lygeros
in American Control Conference,
Portland, OR, USA,
pp. 3431-3436,
June
2014.
BibTeX
URL
Preprint
@inproceedings{GZMetal:2014, author = {S. Grammatico and X. Zhang and K. Margellos and P. J. Goulart and J. Lygeros}, title = {A scenario approach to non-convex control design: set-based probabilistic guarantees}, booktitle = {American Control Conference}, year = {2014}, pages = {3431-3436}, url = {http://dx.doi.org/10.1109/ACC.2014.6859142}, doi = {10.1109/ACC.2014.6859142} }
Optimal unit commitment accounting for robust affine reserve policies
J. Warrington, Christian Hohl, P. J. Goulart and M. Morari
in American Control Conference,
Portland, OR, USA,
pp. 5049-5055,
June
2014.
BibTeX
URL
Preprint
@inproceedings{WHGM:2014, author = {J. Warrington and Christian Hohl and P. J. Goulart and M. Morari}, title = {Optimal unit commitment accounting for robust affine reserve policies}, booktitle = {American Control Conference}, year = {2014}, pages = {5049-5055}, url = {http://dx.doi.org/10.1109/ACC.2014.6858800}, doi = {10.1109/ACC.2014.6858800} }
On the sample size of randomized MPC for chance-constrained systems with application to building climate control
X. Zhang, S. Grammatico, G. Schildbach, P. J. Goulart and J. Lygeros
in European Control Conference,
Strasbourg, France,
pp. 478-483,
June
2014.
BibTeX
URL
Preprint
@inproceedings{ZGSetal:2014, author = {X. Zhang and S. Grammatico and G. Schildbach and P. J. Goulart and J. Lygeros}, title = {On the sample size of randomized MPC for chance-constrained systems with application to building climate control}, booktitle = {European Control Conference}, year = {2014}, pages = {478-483}, url = {http://dx.doi.org/10.1109/ECC.2014.6862498}, doi = {10.1109/ECC.2014.6862498} }
Optimal control for load alleviation in wind turbines
B. Van Parys, Bing Feng Ng, P. J. Goulart and R. Palacios-Nieto
in AIAA Wind Energy,
National Harbour, MD, USA,
January
2014.
BibTeX
URL
Preprint
@inproceedings{PNGP:2014, author = {B. Van Parys and Bing Feng Ng and P. J. Goulart and R. Palacios-Nieto}, title = {Optimal control for load alleviation in wind turbines}, booktitle = {AIAA Wind Energy}, year = {2014}, url = {http://dx.doi.org/10.2514/6.2014-1222}, doi = {10.2514/6.2014-1222} }
Stochastic Model Predictive Control Using a Combination of Randomized and Robust Optimization
X. Zhang, K. Margellos, P. J. Goulart and J. Lygeros
in IEEE Conference on Decision and Control,
Florence, Italy,
pp. 7740-7745,
December
2013.
BibTeX
URL
Preprint
@inproceedings{ZMGL:2013, author = {X. Zhang and K. Margellos and P. J. Goulart and J. Lygeros}, title = {Stochastic Model Predictive Control Using a Combination of Randomized and Robust Optimization}, booktitle = {IEEE Conference on Decision and Control}, year = {2013}, pages = {7740-7745}, url = {http://dx.doi.org/10.1109/CDC.2013.6761118}, doi = {10.1109/CDC.2013.6761118} }
Infinite Horizon Performance Bounds for Uncertain Constrained Systems
B. Van Parys, P. J. Goulart and M. Morari
IEEE Transactions on Automatic Control,
vol. 58,
no. 11,
pp. 2803-2817,
November
2013.
BibTeX
URL
Preprint
@article{PGM:2013, author = {B. Van Parys and P. J. Goulart and M. Morari}, title = {Infinite Horizon Performance Bounds for Uncertain Constrained Systems}, journal = {IEEE Transactions on Automatic Control}, year = {2013}, volume = {58}, number = {11}, pages = {2803-2817}, url = {http://dx.doi.org/10.1109/TAC.2013.2270052}, doi = {10.1109/TAC.2013.2270052} }
Policy-based reserves for power systems
J. Warrington, P. J. Goulart, S. Mariéthoz and M. Morari
IEEE Transactions on Power Systems,
vol. 28,
no. 4,
pp. 4427 - 4437,
November
2013.
BibTeX
URL
Preprint
@article{WGMM:2013, author = {J. Warrington and P. J. Goulart and S. Mariéthoz and M. Morari}, title = {Policy-based reserves for power systems}, journal = {IEEE Transactions on Power Systems}, year = {2013}, volume = {28}, number = {4}, pages = {4427 - 4437}, url = {http://dx.doi.org/10.1109/TPWRS.2013.2269804}, doi = {10.1109/TPWRS.2013.2269804} }
Optimal mode decomposition for unsteady flows
A. Wynn, D. Pearson, B. Ganapathisubramani and P. J. Goulart
Journal of Fluid Mechanics,
vol. 733,
pp. 473-503,
October
2013.
BibTeX
URL
Preprint
Code
@article{WPGG:2013, author = {A. Wynn and D. Pearson and B. Ganapathisubramani and P. J. Goulart}, title = {Optimal mode decomposition for unsteady flows}, journal = {Journal of Fluid Mechanics}, publisher = {Cambridge Univ Press}, year = {2013}, volume = {733}, pages = {473-503}, url = {http://dx.doi.org/10.1017/jfm.2013.426}, doi = {10.1017/jfm.2013.426} }
An energy-preserving description of nonlinear beam vibrations in modal coordinates
A. Wynn, Yinan Wang, R. Palacios-Nieto and P. J. Goulart
Journal of Sound and Vibration,
vol. 332,
no. 21,
pp. 5543-5558,
October
2013.
BibTeX
URL
@article{WWPG:2013, author = {A. Wynn and Yinan Wang and R. Palacios-Nieto and P. J. Goulart}, title = {An energy-preserving description of nonlinear beam vibrations in modal coordinates}, journal = {Journal of Sound and Vibration}, year = {2013}, volume = {332}, number = {21}, pages = {5543-5558}, url = {http://dx.doi.org/10.1016/j.jsv.2013.05.021}, doi = {10.1016/j.jsv.2013.05.021} }
Every Continuous Piecewise Affine Function Can Be Obtained by Solving a Parametric Linear Program
A. Hempel, P. J. Goulart and J. Lygeros
in European Control Conference,
Zürich, Switzerland,
pp. 2657-2662,
July
2013.
BibTeX
URL
Preprint
@inproceedings{HGL:2013, author = {A. Hempel and P. J. Goulart and J. Lygeros}, title = {Every Continuous Piecewise Affine Function Can Be Obtained by Solving a Parametric Linear Program}, booktitle = {European Control Conference}, year = {2013}, pages = {2657-2662}, url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6669386} }
Embedded Predictive Control on an FPGA using the Fast Gradient Method
J. L. Jerez, P. J. Goulart, S. Richter, G. Constantinides, E. C. Kerrigan and M. Morari
in European Control Conference,
Zürich, Switzerland,
pp. 3614-3620,
July
2013.
BibTeX
URL
Preprint
@inproceedings{JGRetal:2013, author = {J. L. Jerez and P. J. Goulart and S. Richter and G. Constantinides and E. C. Kerrigan and M. Morari}, title = {Embedded Predictive Control on an FPGA using the Fast Gradient Method}, booktitle = {European Control Conference}, year = {2013}, pages = {3614-3620}, url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6669598} }
The Linear Quadratic Regulator with Chance Constraints
G. Schildbach, P. J. Goulart and M. Morari
in European Control Conference,
Zürich, Switzerland,
pp. 2746-2751,
July
2013.
BibTeX
URL
Preprint
@inproceedings{SGM:2013, author = {G. Schildbach and P. J. Goulart and M. Morari}, title = {The Linear Quadratic Regulator with Chance Constraints}, booktitle = {European Control Conference}, year = {2013}, pages = {2746-2751}, url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6669660} }
Performance Bounds for Constrained Linear Min-Max Control
T. H. Summers and P. J. Goulart
in European Control Conference,
Zürich, Switzerland,
pp. 185-190,
July
2013.
BibTeX
URL
Preprint
@inproceedings{SG:2013, author = {T. H. Summers and P. J. Goulart}, title = {Performance Bounds for Constrained Linear Min-Max Control}, booktitle = {European Control Conference}, year = {2013}, pages = {185-190}, url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6669333} }
Turbulent separation upstream of a forward-facing step
D. Pearson, P. J. Goulart and B. Ganapathisubramani
Journal of Fluid Mechanics,
vol. 724,
pp. 284-304,
June
2013.
BibTeX
URL
Preprint
@article{PGG:2013, author = {D. Pearson and P. J. Goulart and B. Ganapathisubramani}, title = {Turbulent separation upstream of a forward-facing step}, journal = {Journal of Fluid Mechanics}, year = {2013}, volume = {724}, pages = {284-304}, url = {http://dx.doi.org/10.1017/jfm.2013.113}, doi = {10.1017/jfm.2013.113} }
Robust Gust Alleviation and Stabilization of Very Flexible Aircraft
R. Cook, R. Palacios-Nieto and P. J. Goulart
AIAA Journal,
vol. 51,
no. 2,
pp. 330-340,
February
2013.
BibTeX
URL
Preprint
@article{CPG:2013, author = {R. Cook and R. Palacios-Nieto and P. J. Goulart}, title = {Robust Gust Alleviation and Stabilization of Very Flexible Aircraft}, journal = {AIAA Journal}, year = {2013}, volume = {51}, number = {2}, pages = {330-340}, url = {http://dx.doi.org/10.2514/1.J051697}, doi = {10.2514/1.J051697} }
Optimal mode decomposition for high dimensional systems
P. J. Goulart, A. Wynn and D. Pearson
in IEEE Conference on Decision and Control,
Maui, HI, USA,
pp. 4965-4970,
December
2012.
BibTeX
URL
Preprint
Code
@inproceedings{GWP:2012, author = {P. J. Goulart and A. Wynn and D. Pearson}, title = {Optimal mode decomposition for high dimensional systems}, booktitle = {IEEE Conference on Decision and Control}, year = {2012}, pages = {4965-4970}, url = {http://dx.doi.org/10.1109/CDC.2012.6426995}, doi = {10.1109/CDC.2012.6426995} }
Infinite-horizon performance bounds for constrained stochastic systems
B. Van Parys, P. J. Goulart and M. Morari
in IEEE Conference on Decision and Control,
Maui, HI, USA,
pp. 2171-2176,
December
2012.
BibTeX
URL
Preprint
@inproceedings{PGM:2012b, author = {B. Van Parys and P. J. Goulart and M. Morari}, title = {Infinite-horizon performance bounds for constrained stochastic systems}, booktitle = {IEEE Conference on Decision and Control}, year = {2012}, pages = {2171-2176}, url = {http://dx.doi.org/10.1109/CDC.2012.6426848}, doi = {10.1109/CDC.2012.6426848} }
Robust reserve operation in power systems using affine policies
J. Warrington, P. J. Goulart, S. Mariéthoz and M. Morari
in IEEE Conference on Decision and Control,
Maui, HI, USA,
pp. 1111-1117,
December
2012.
BibTeX
URL
Preprint
@inproceedings{WGMM:2012b, author = {J. Warrington and P. J. Goulart and S. Mariéthoz and M. Morari}, title = {Robust reserve operation in power systems using affine policies}, booktitle = {IEEE Conference on Decision and Control}, year = {2012}, pages = {1111-1117}, url = {http://dx.doi.org/10.1109/CDC.2012.6425913}, doi = {10.1109/CDC.2012.6425913} }
Inverse Parametric Quadratic Programming and an Application to Hybrid Control
A. Hempel, P. J. Goulart and J. Lygeros
in IFAC Workshop on Nonlinear Model Predictive Control,
Amsterdam, Netherlands,
pp. 68-73,
August
2012.
BibTeX
URL
Preprint
@inproceedings{HGL:2012, author = {A. Hempel and P. J. Goulart and J. Lygeros}, title = {Inverse Parametric Quadratic Programming and an Application to Hybrid Control}, booktitle = {IFAC Workshop on Nonlinear Model Predictive Control}, year = {2012}, pages = {68-73}, url = {http://dx.doi.org/10.3182/20120823-5-NL-3013.00033}, doi = {10.3182/20120823-5-NL-3013.00033} }
Performance bounds for min-max uncertain constrained systems
B. Van Parys, P. J. Goulart and M. Morari
in IFAC Workshop on Nonlinear Model Predictive Control,
Amsterdam, Netherlands,
pp. 107-112,
August
2012.
BibTeX
URL
Preprint
@inproceedings{PGM:2012a, author = {B. Van Parys and P. J. Goulart and M. Morari}, title = {Performance bounds for min-max uncertain constrained systems}, booktitle = {IFAC Workshop on Nonlinear Model Predictive Control}, year = {2012}, pages = {107-112}, url = {http://dx.doi.org/10.3182/20120823-5-NL-3013.00018}, doi = {10.3182/20120823-5-NL-3013.00018} }
Robust Integer Optimization and Scheduling Problems for Large Electricity Consumers
R. Vujanic, S. Mariéthoz, P. J. Goulart and M. Morari
in American Control Conference,
Montreal, Canada,
pp. 3108-3113,
June
2012.
BibTeX
URL
Preprint
@inproceedings{VMGM:2012, author = {R. Vujanic and S. Mariéthoz and P. J. Goulart and M. Morari}, title = {Robust Integer Optimization and Scheduling Problems for Large Electricity Consumers}, booktitle = {American Control Conference}, year = {2012}, pages = {3108-3113}, url = {http://dx.doi.org/10.1109/ACC.2012.6314921}, doi = {10.1109/ACC.2012.6314921} }
A market mechanism for solving multi-period optimal power flow exactly on AC networks with mixed participants
J. Warrington, P. J. Goulart, S. Mariéthoz and M. Morari
in American Control Conference,
Montreal, Canada,
pp. 3101-3107,
June
2012.
BibTeX
URL
Preprint
@inproceedings{WGMM:2012a, author = {J. Warrington and P. J. Goulart and S. Mariéthoz and M. Morari}, title = {A market mechanism for solving multi-period optimal power flow exactly on AC networks with mixed participants}, booktitle = {American Control Conference}, year = {2012}, pages = {3101-3107}, url = {http://dx.doi.org/10.1109/ACC.2012.6315477}, doi = {10.1109/ACC.2012.6315477} }
Global stability analysis of fluid flows using sum-of-squares
P. J. Goulart and S. Chernyshenko
Physica D,
vol. 241,
no. 6,
pp. 692-704,
March
2012.
BibTeX
URL
Preprint
@article{GC:2012, author = {P. J. Goulart and S. Chernyshenko}, title = {Global stability analysis of fluid flows using sum-of-squares}, journal = {Physica D}, year = {2012}, volume = {241}, number = {6}, pages = {692-704}, url = {http://dx.doi.org/10.1016/j.physd.2011.12.008}, doi = {10.1016/j.physd.2011.12.008} }
An Efficient Method to Estimate the Suboptimality of Affine Controllers
M. Hadjiyannis, P. J. Goulart and D. Kuhn
IEEE Transactions on Automatic Control,
vol. 56,
no. 12,
pp. 2841-2853,
December
2011.
BibTeX
URL
Preprint
@article{HGK:2011b, author = {M. Hadjiyannis and P. J. Goulart and D. Kuhn}, title = {An Efficient Method to Estimate the Suboptimality of Affine Controllers}, journal = {IEEE Transactions on Automatic Control}, year = {2011}, volume = {56}, number = {12}, pages = {2841-2853}, url = {http://dx.doi.org/10.1109/TAC.2011.2139390}, doi = {10.1109/TAC.2011.2139390} }
A Scenario Approach for Estimating the Suboptimality of Linear Decision Rules in Two-Stage Robust Optimization
M. J. Hadjiyannis, P. J. Goulart and D. Kuhn
in IEEE Conference on Decision and Control / European Control Conference,
Orlando, FL, USA,
December
2011.
BibTeX
URL
Preprint
@inproceedings{HGK:2011a, author = {M. J. Hadjiyannis and P. J. Goulart and D. Kuhn}, title = {A Scenario Approach for Estimating the Suboptimality of Linear Decision Rules in Two-Stage Robust Optimization}, booktitle = {IEEE Conference on Decision and Control / European Control Conference}, year = {2011}, url = {http://dx.doi.org/10.1109/CDC.2011.6161342}, doi = {10.1109/CDC.2011.6161342} }
Observer Design for Systems with an Energy Preserving Nonlinearity, with Application to Fluid Flow
A. Wynn and P. J. Goulart
in IEEE Conference on Decision and Control,
Orlando, FL, USA,
pp. 7524-7529,
December
2011.
BibTeX
URL
Preprint
@inproceedings{WG:2011, author = {A. Wynn and P. J. Goulart}, title = {Observer Design for Systems with an Energy Preserving Nonlinearity, with Application to Fluid Flow}, booktitle = {IEEE Conference on Decision and Control}, year = {2011}, pages = {7524-7529}, url = {http://dx.doi.org/10.1109/CDC.2011.6160445}, doi = {10.1109/CDC.2011.6160445} }
Investigation of Turbulent Separation in a Forward-Facing Step Flow
D. S. Pearson, P. J. Goulart and B. Ganapthisubramani
in 13th European Turbulence Conference,
Warsaw, Poland,
September
2011.
BibTeX
URL
@inproceedings{PGG:2011, author = {D. S. Pearson and P. J. Goulart and B. Ganapthisubramani}, title = {Investigation of Turbulent Separation in a Forward-Facing Step Flow}, booktitle = {13th European Turbulence Conference}, year = {2011}, url = {http://dx.doi.org/10.1088/1742-6596/318/2/022031}, doi = {10.1088/1742-6596/318/2/022031} }
Robust Manoeuvring and Gust Alleviation of Very Flexible Aircraft using Novel Control Effectors
R. Cook, R. Palacios-Nieto and P. J. Goulart
in Intl. Forum on Aeroelasticity and Structural Dynamics,
Paris, France,
July
2011.
BibTeX
@inproceedings{CPG:2011, author = {R. Cook and R. Palacios-Nieto and P. J. Goulart}, title = {Robust Manoeuvring and Gust Alleviation of Very Flexible Aircraft using Novel Control Effectors}, booktitle = {Intl. Forum on Aeroelasticity and Structural Dynamics}, year = {2011} }
A New Hot-start Interior-point Method for Model Predictive Control
A. Shahzad and P. J. Goulart
in IFAC World Congress,
Milan, Italy,
July
2011.
BibTeX
URL
@inproceedings{SG:2011, author = {A. Shahzad and P. J. Goulart}, title = {A New Hot-start Interior-point Method for Model Predictive Control}, booktitle = {IFAC World Congress}, year = {2011}, url = {http://dx.doi.org/10.3182/20110828-6-IT-1002.02817}, doi = {10.3182/20110828-6-IT-1002.02817} }
Trajectory Generation for Aircraft Avoidance Maneuvers using Online Optimization
R. Patel and P. J. Goulart
AIAA Journal of Guidance, Control and Dynamics,
vol. 34,
no. 1,
pp. 218-230,
January
2011.
BibTeX
URL
@article{PG:2011, author = {R. Patel and P. J. Goulart}, title = {Trajectory Generation for Aircraft Avoidance Maneuvers using Online Optimization}, journal = {AIAA Journal of Guidance, Control and Dynamics}, year = {2011}, volume = {34}, number = {1}, pages = {218-230}, url = {http://dx.doi.org/10.2514/1.49518}, doi = {10.2514/1.49518} }
The Design of Trigger Mechanisms for Aircraft Collision Avoidance Maneuvers
R. B. Patel and P. J. Goulart
in AIAA Guidance, Navigation, and Control Conference,
Toronto, Canada,
August
2010.
BibTeX
URL
@inproceedings{PG:2010, author = {R. B. Patel and P. J. Goulart}, title = {The Design of Trigger Mechanisms for Aircraft Collision Avoidance Maneuvers}, booktitle = {AIAA Guidance, Navigation, and Control Conference}, year = {2010}, url = {http://dx.doi.org/10.2514/6.2010-8167}, doi = {10.2514/6.2010-8167} }
Stability Analysis of Fluid Flows Using Sum-of-Squares
P. J. Goulart and S. I. Chernyshenko
in American Control Conference,
Baltimore, MD, USA,
pp. 2971-2976,
July
2010.
BibTeX
URL
@inproceedings{GC:2010, author = {P. J. Goulart and S. I. Chernyshenko}, title = {Stability Analysis of Fluid Flows Using Sum-of-Squares}, booktitle = {American Control Conference}, year = {2010}, pages = {2971-2976}, url = {http://dx.doi.org/10.1109/ACC.2010.5531305}, doi = {10.1109/ACC.2010.5531305} }
Characterisation of a boundary layer flow past a forward-facing step
D. S. Pearson, P. J. Goulart and B. Ganapathisubramani
in 8th ERCOFTAC Symposium on Engineering Turbulence, Modelling and Measurements,
Marseille, France,
June
2010.
BibTeX
@inproceedings{PGG:2010, author = {D. S. Pearson and P. J. Goulart and B. Ganapathisubramani}, title = {Characterisation of a boundary layer flow past a forward-facing step}, booktitle = {8th ERCOFTAC Symposium on Engineering Turbulence, Modelling and Measurements}, year = {2010} }
Real-Time Trajectory Generation for Evasive Aircraft Maneuvers
R. B. Patel, P. J. Goulart and V. Serghides
in AIAA Guidance, Navigation, and Control Conference,
Chicago, IL, USA,
August
2009.
BibTeX
URL
@inproceedings{PGS:2009, author = {R. B. Patel and P. J. Goulart and V. Serghides}, title = {Real-Time Trajectory Generation for Evasive Aircraft Maneuvers}, booktitle = {AIAA Guidance, Navigation, and Control Conference}, year = {2009}, url = {http://dx.doi.org/10.2514/6.2009-5623}, doi = {10.2514/6.2009-5623} }
Stability of Model Predictive Control using Markov Chain Monte Carlo Optimisation
E. Siva, P. J. Goulart, J. M. Maciejowski and N. Kantas
in European Control Conference,
Budapest, Hungary,
pp. 2851-2856,
August
2009.
BibTeX
URL
@inproceedings{SGMK:2009, author = {E. Siva and P. J. Goulart and J. M. Maciejowski and N. Kantas}, title = {Stability of Model Predictive Control using Markov Chain Monte Carlo Optimisation}, booktitle = {European Control Conference}, year = {2009}, pages = {2851-2856}, url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7074840} }
Control of Constrained Discrete-Time Systems With Bounded ℓ_2 Gain
P. J. Goulart, E. C. Kerrigan and T. Alamo
IEEE Transactions on Automatic Control,
vol. 54,
no. 5,
pp. 1105-1111,
May
2009.
BibTeX
URL
@article{GKA:2009, author = {P. J. Goulart and E. C. Kerrigan and T. Alamo}, title = {Control of Constrained Discrete-Time Systems With Bounded ℓ_2 Gain}, journal = {IEEE Transactions on Automatic Control}, year = {2009}, volume = {54}, number = {5}, pages = {1105-1111}, url = {http://dx.doi.org/10.1109/TAC.2009.2013002}, doi = {10.1109/TAC.2009.2013002} }
Stochastic Optimisation for Nonlinear Stochastic MPC
E. Siva, P. J. Goulart and J. M. Maciejowski
in IFAC Workshop on Nonlinear Model Predictive Control,
Pavia, Italy,
September
2008.
BibTeX
@inproceedings{SGM:2008, author = {E. Siva and P. J. Goulart and J. M. Maciejowski}, title = {Stochastic Optimisation for Nonlinear Stochastic MPC}, booktitle = {IFAC Workshop on Nonlinear Model Predictive Control}, year = {2008} }
Efficient Robust Optimization for Robust Control with Constraints
P. J. Goulart, E. C. Kerrigan and D. Ralph
Mathematical Programming,
vol. 114,
no. 1,
pp. 115-147,
July
2008.
BibTeX
URL
Preprint
@article{GKR:2008, author = {P. J. Goulart and E. C. Kerrigan and D. Ralph}, title = {Efficient Robust Optimization for Robust Control with Constraints}, journal = {Mathematical Programming}, year = {2008}, volume = {114}, number = {1}, pages = {115-147}, url = {http://dx.doi.org/10.1007/s10107-007-0096-6}, doi = {10.1007/s10107-007-0096-6} }
Efficient Robust Optimization for Robust Control with Constraints
P. J. Goulart, E. C. Kerrigan and D. Ralph
Mathematical Programming,
vol. 114,
no. 1,
pp. 115-147,
July
2008.
BibTeX
URL
Preprint
@article{GKR:2008, author = {P. J. Goulart and E. C. Kerrigan and D. Ralph}, title = {Efficient Robust Optimization for Robust Control with Constraints}, journal = {Mathematical Programming}, year = {2008}, volume = {114}, number = {1}, pages = {115-147}, url = {http://dx.doi.org/10.1007/s10107-007-0096-6}, doi = {10.1007/s10107-007-0096-6} }
Input-to-state stability of robust receding horizon control with an expected value cost
P. J. Goulart and E. C. Kerrigan
Automatica,
vol. 44,
no. 4,
pp. 1171-1174,
April
2008.
BibTeX
URL
Preprint
@article{GK:2008, author = {P. J. Goulart and E. C. Kerrigan}, title = {Input-to-state stability of robust receding horizon control with an expected value cost}, journal = {Automatica}, year = {2008}, volume = {44}, number = {4}, pages = {1171-1174}, url = {http://dx.doi.org/10.1016/j.automatica.2007.08.009}, doi = {10.1016/j.automatica.2007.08.009} }
Input-to-state stability of robust receding horizon control with an expected value cost
P. J. Goulart and E. C. Kerrigan
Automatica,
vol. 44,
no. 4,
pp. 1171-1174,
April
2008.
BibTeX
URL
Preprint
@article{GK:2008, author = {P. J. Goulart and E. C. Kerrigan}, title = {Input-to-state stability of robust receding horizon control with an expected value cost}, journal = {Automatica}, year = {2008}, volume = {44}, number = {4}, pages = {1171-1174}, url = {http://dx.doi.org/10.1016/j.automatica.2007.08.009}, doi = {10.1016/j.automatica.2007.08.009} }
Constrained Control Using Model Predictive Control
J. M. Maciejowski, P. J. Goulart and E. C. Kerrigan
in Advanced strategies in control systems with input and output constraints,
pp. 273-291,
July
2007.
BibTeX
URL
@incollection{MGK:2007, author = {J. M. Maciejowski and P. J. Goulart and E. C. Kerrigan}, title = {Constrained Control Using Model Predictive Control}, booktitle = {Advanced strategies in control systems with input and output constraints}, publisher = {Springer}, year = {2007}, pages = {273-291}, url = {http://dx.doi.org/10.1007/978-3-540-37010-9_9}, doi = {10.1007/978-3-540-37010-9_9} }
Output Feedback Receding Horizon Control of Constrained Systems
P. J. Goulart and E. C. Kerrigan
International Journal of Control,
vol. 80,
no. 1,
pp. 8-20,
January
2007.
BibTeX
URL
Preprint
@article{GK:2007, author = {P. J. Goulart and E. C. Kerrigan}, title = {Output Feedback Receding Horizon Control of Constrained Systems}, journal = {International Journal of Control}, year = {2007}, volume = {80}, number = {1}, pages = {8-20}, url = {http://dx.doi.org/10.1080/00207170600892949}, doi = {10.1080/00207170600892949} }
A Convex Formulation for Receding Horizon Control of Constrained Discrete-Time Systems with Guaranteed ℓ_2 Gain
P. J. Goulart and E. C. Kerrigan
in IEEE Conference on Decision and Control,
San Diego, CA, USA,
pp. 5447-5452,
December
2006.
BibTeX
URL
@inproceedings{GK:2006a, author = {P. J. Goulart and E. C. Kerrigan}, title = {A Convex Formulation for Receding Horizon Control of Constrained Discrete-Time Systems with Guaranteed ℓ_2 Gain}, booktitle = {IEEE Conference on Decision and Control}, year = {2006}, pages = {5447-5452}, url = {http://dx.doi.org/10.1109/CDC.2006.377625}, doi = {10.1109/CDC.2006.377625} }
A Method for Robust Receding Horizon Output Feedback Control of Constrained Systems
P. J. Goulart and E. C. Kerrigan
in IEEE Conference on Decision and Control,
San Diego, CA, USA,
pp. 5471-5476,
December
2006.
BibTeX
URL
@inproceedings{GK:2006, author = {P. J. Goulart and E. C. Kerrigan}, title = {A Method for Robust Receding Horizon Output Feedback Control of Constrained Systems}, booktitle = {IEEE Conference on Decision and Control}, year = {2006}, pages = {5471-5476}, url = {http://dx.doi.org/10.1109/CDC.2006.377218}, doi = {10.1109/CDC.2006.377218} }
Affine Feedback Policies for Robust Control with Constraints
P. J. Goulart
PhD thesis, University of Cambridge,
November
2006.
BibTeX
URL
@phdthesis{Gou:2006, author = {P. J. Goulart}, title = {Affine Feedback Policies for Robust Control with Constraints}, school = {University of Cambridge}, year = {2006}, url = {pdfs/PJGthesis.pdf} }
Robust Receding Horizon Control with an Expected Value Cost
P. J. Goulart and E. C. Kerrigan
in UKACC Conference,
Glasgow, Scotland,
August
2006.
BibTeX
@inproceedings{GK:2006b, author = {P. J. Goulart and E. C. Kerrigan}, title = {Robust Receding Horizon Control with an Expected Value Cost}, booktitle = {UKACC Conference}, year = {2006} }
Optimization Over State Feedback Policies for Robust Control with Constraints
P. J. Goulart, E. C. Kerrigan and J. M. Maciejowski
Automatica,
vol. 42,
no. 4,
pp. 523-533,
April
2006.
BibTeX
URL
Preprint
@article{GKM:2006, author = {P. J. Goulart and E. C. Kerrigan and J. M. Maciejowski}, title = {Optimization Over State Feedback Policies for Robust Control with Constraints}, journal = {Automatica}, year = {2006}, volume = {42}, number = {4}, pages = {523-533}, url = {http://dx.doi.org/10.1016/j.automatica.2005.08.023}, doi = {10.1016/j.automatica.2005.08.023} }
State Feedback Policies for Robust Receding Horizon Control: Uniqueness, Continuity, and Stability
P. J. Goulart, E. C. Kerrigan and J. M. Maciejowski
in IEEE Conference on Decision and Control,
Seville, Spain,
pp. 3753-3758,
December
2005.
BibTeX
URL
@inproceedings{GKM:2005, author = {P. J. Goulart and E. C. Kerrigan and J.M. Maciejowski}, title = {State Feedback Policies for Robust Receding Horizon Control: Uniqueness, Continuity, and Stability}, booktitle = {IEEE Conference on Decision and Control}, year = {2005}, pages = {3753-3758}, url = {http://dx.doi.org/10.1109/CDC.2005.1582746}, doi = {10.1109/CDC.2005.1582746} }
An Efficient Decomposition-Based Formulation for Robust Control with Constraints
P. J. Goulart and E. C. Kerrigan
in IFAC World Congress,
Prague, Czech Republic,
July
2005.
BibTeX
URL
@inproceedings{GK:2005a, author = {P. J. Goulart and E. C. Kerrigan}, title = {An Efficient Decomposition-Based Formulation for Robust Control with Constraints}, booktitle = {IFAC World Congress}, year = {2005}, url = {http://dx.doi.org/10.3182/20050703-6-CZ-1902.00986}, doi = {10.3182/20050703-6-CZ-1902.00986} }
Relationships Between Affine Feedback Policies for Robust Control with Constraints
P. J. Goulart and E. C. Kerrigan
in IFAC World Congress,
Prague, Czech Republic,
July
2005.
BibTeX
URL
@inproceedings{GK:2005, author = {P. J. Goulart and E. C. Kerrigan}, title = {Relationships Between Affine Feedback Policies for Robust Control with Constraints}, booktitle = {IFAC World Congress}, year = {2005}, url = {http://dx.doi.org/10.3182/20050703-6-CZ-1902.01042}, doi = {10.3182/20050703-6-CZ-1902.01042} }