Publications

74 / 3,144 publications found.


  •  Kalur, A., Nabi, S., Benosman, M., "Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations", American Control Conference (ACC), May 2021.
    BibTeX TR2021-059 PDF
    • @inproceedings{Kalur2021may,
    • author = {Kalur, Aniketh and Nabi, Saleh and Benosman, Mouhacine},
    • title = {Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations},
    • booktitle = {American Control Conference (ACC)},
    • year = 2021,
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-059}
    • }
  •  Garg, K., Baranwal, M., Gupta, R., Benosman, M., "Fixed-Time Stable Proximal Dynamical System for Solving MVIPs", arXiv, May 2021.
    BibTeX
    • @article{Garg2021may,
    • author = {Garg, Kunal and Baranwal, Mayank and Gupta, Rohit and Benosman, Mouhacine},
    • title = {Fixed-Time Stable Proximal Dynamical System for Solving MVIPs},
    • journal = {arXiv},
    • year = 2021,
    • month = may
    • }
  •  Koga, S., Benosman, M., Borggaard, J., "Extremum Seeking-Based Observer Design for Reduced Order Models of Coupled Thermal and Fluid Systems", International journal of adaptive control and signal processing, DOI: 10.1002/​acs.3252, April 2021.
    BibTeX TR2021-065 PDF
    • @article{Koga2021apr,
    • author = {Koga, Shumon and Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Extremum Seeking-Based Observer Design for Reduced Order Models of Coupled Thermal and Fluid Systems},
    • journal = {International journal of adaptive control and signal processing},
    • year = 2021,
    • month = apr,
    • doi = {10.1002/acs.3252},
    • url = {https://www.merl.com/publications/TR2021-065}
    • }
  •  Ma, R., Komatsuszaki, Y., Benosman, M., Yamanaka, K., Shinjo, S., "A New Frontier for Power Amplifier enabled by Machine Learning", Microwave Journal, No. 4, pp. 22-32, April 2021.
    BibTeX TR2021-030 PDF
    • @article{Ma2021apr,
    • author = {Ma, Rui and Komatsuszaki, Yuji and Benosman, Mouhacine and Yamanaka, Koji and Shinjo, Shintaro},
    • title = {A New Frontier for Power Amplifier enabled by Machine Learning},
    • journal = {Microwave Journal},
    • year = 2021,
    • number = 4,
    • pages = {22--32},
    • month = apr,
    • issn = {0192-6225},
    • url = {https://www.merl.com/publications/TR2021-030}
    • }
  •  Poveda, J., Benosman, M., Teel, A.R., Sanfelice, R.G., "Robust Coordinated Hybrid Source Seeking with Obstacle Avoidance in Multi-Vehicle Autonomous Systems", IEEE Transactions on Automatic Control, DOI: 10.1109/​TAC.2021.3056365, March 2021.
    BibTeX TR2021-022 PDF
    • @article{Poveda2021mar,
    • author = {Poveda, Jorge and Benosman, Mouhacine and Teel, Andrew R. and Sanfelice, Ricardo G.},
    • title = {Robust Coordinated Hybrid Source Seeking with Obstacle Avoidance in Multi-Vehicle Autonomous Systems},
    • journal = {IEEE Transactions on Automatic Control},
    • year = 2021,
    • month = mar,
    • doi = {10.1109/TAC.2021.3056365},
    • url = {https://www.merl.com/publications/TR2021-022}
    • }
  •  Russel, R.H., Benosman, M., van Baar, J., "Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty", Advances in Neural Information Processing Systems (NeurIPS)-workshop, January 2021.
    BibTeX TR2021-009 PDF
    • @inproceedings{Russel2021jan,
    • author = {Russel, Reazul Hasan and Benosman, Mouhacine and van Baar, Jeroen},
    • title = {Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)-workshop},
    • year = 2021,
    • month = jan,
    • url = {https://www.merl.com/publications/TR2021-009}
    • }
  •  Poveda, J., Benosman, M., Vamvoudakis, K., "Data-Enabled Extremum Seeking: A Cooperative Concurrent Learning-Based Approach", International journal of adaptive control and signal processing, December 2020.
    BibTeX TR2020-180 PDF
    • @article{Poveda2020dec,
    • author = {Poveda, Jorge and Benosman, Mouhacine and Vamvoudakis, Kyriakos},
    • title = {Data-Enabled Extremum Seeking: A Cooperative Concurrent Learning-Based Approach},
    • journal = {International journal of adaptive control and signal processing},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-180}
    • }
  •  Benosman, M., Borggaard, J., "Data-Driven Robust State Estimation for Reduced-Order Models of 2D Boussinesq Equations with Parametric Uncertainties", Journal of Computers and Fluids, December 2020.
    BibTeX TR2020-177 PDF
    • @article{Benosman2020dec,
    • author = {Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Data-Driven Robust State Estimation for Reduced-Order Models of 2D Boussinesq Equations with Parametric Uncertainties},
    • journal = {Journal of Computers and Fluids},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-177}
    • }
  •  Kalur, A., Benosman, M., Nabi, S., "Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control", American Physical Society, Division of Fluid Dynamics, December 2020.
    BibTeX
    • @inproceedings{Kalur2020dec,
    • author = {Kalur, Aniketh and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control},
    • booktitle = {American Physical Society, Division of Fluid Dynamics},
    • year = 2020,
    • month = dec
    • }
  •  Benosman, M., Cherian, A., Romero, O., "Optimizing Deep Neural Networks via Discretization of Finite-Time Convergent Flows", arXiv, October 2020.
    BibTeX
    • @article{Benosman2020oct,
    • author = {Benosman, Mouhacine and Cherian, Anoop and Romero, Orlando},
    • title = {Optimizing Deep Neural Networks via Discretization of Finite-Time Convergent Flows},
    • journal = {arXiv},
    • year = 2020,
    • month = oct
    • }
  •  Romero, O., Benosman, M., "Robust Time-Varying Continuous-Time Optimization with Pre-Defined Finite-Time Stability", World Congress of the International Federation of Automatic Control (IFAC), August 2020.
    BibTeX TR2020-120 PDF
    • @inproceedings{Romero2020aug,
    • author = {Romero, Orlando and Benosman, Mouhacine},
    • title = {Robust Time-Varying Continuous-Time Optimization with Pre-Defined Finite-Time Stability},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2020-120}
    • }
  •  Guay, M., Benosman, M., "Finite-time extremum seeking control for a class of unknown static maps", International journal of adaptive control and signal processing, July 2020.
    BibTeX TR2020-117 PDF
    • @article{Guay2020jul,
    • author = {Guay, Martin and Benosman, Mouhacine},
    • title = {Finite-time extremum seeking control for a class of unknown static maps},
    • journal = {International journal of adaptive control and signal processing},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-117}
    • }
  •  Steeves, D., Camacho-Solorio, L., Benosman, M., Krstic, M., "Prescribed–time tracking for triangular systems of reaction–diffusion PDEs", World Congress of the International Federation of Automatic Control (IFAC), July 2020.
    BibTeX TR2020-118 PDF
    • @inproceedings{Steeves2020jul,
    • author = {Steeves, Drew and Camacho-Solorio, Leobardo and Benosman, Mouhacine and Krstic, Miroslav},
    • title = {Prescribed–time tracking for triangular systems of reaction–diffusion PDEs},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-118}
    • }
  •  Romero, O., Benosman, M., "Finite-Time Convergence in Continuous-Time Optimization", International Conference on Machine Learning (ICML), July 2020.
    BibTeX TR2020-100 PDF
    • @inproceedings{Romero2020jul,
    • author = {Romero, Orlando and Benosman, Mouhacine},
    • title = {Finite-Time Convergence in Continuous-Time Optimization},
    • booktitle = {International Conference on Machine Learning},
    • year = 2020,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2020-100}
    • }
  •  Vijayshankar, S., Nabi, S., Chakrabarty, A., Grover, P., Benosman, M., "Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147823, July 2020, pp. 2351-2356.
    BibTeX TR2020-091 PDF
    • @inproceedings{Vijayshankar2020jul,
    • author = {Vijayshankar, Sanjana and Nabi, Saleh and Chakrabarty, Ankush and Grover, Piyush and Benosman, Mouhacine},
    • title = {Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {2351--2356},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147823},
    • issn = {2378-5861},
    • isbn = {978-1-5386-8266-1},
    • url = {https://www.merl.com/publications/TR2020-091}
    • }
  •  Romero, O., Benosman, M., "Continuous-Time Optimization of Time-Varying Cost Functions via Finite-Time Stability with Pre-Defined Convergence Time", American Control Conference (ACC), June 2020.
    BibTeX TR2020-085 PDF
    • @inproceedings{Romero2020jun,
    • author = {Romero, Orlando and Benosman, Mouhacine},
    • title = {Continuous-Time Optimization of Time-Varying Cost Functions via Finite-Time Stability with Pre-Defined Convergence Time},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-085}
    • }
  •  Romero, O., Benosman, M., "Time-Varying Continuous-Time Optimization with Pre-Defined Finite-Time Stability", International Journal of Control, DOI: 10.1080/​00207179.2020.1756415, pp. 1-18, June 2020.
    BibTeX TR2020-088 PDF
    • @article{Romero2020jun2,
    • author = {Romero, Orlando and Benosman, Mouhacine},
    • title = {Time-Varying Continuous-Time Optimization with Pre-Defined Finite-Time Stability},
    • journal = {International Journal of Control},
    • year = 2020,
    • pages = {1--18},
    • month = jun,
    • doi = {10.1080/00207179.2020.1756415},
    • url = {https://www.merl.com/publications/TR2020-088}
    • }
  •  Benosman, M., Chakrabarty, A., Borggaard, J., "Reinforcement Learning-based Model Reduction for Partial Differential Equations", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen, Sandra Hirche, Klaus Janschek, Martin Mönnigmann, Eds., DOI: 10.1016/​j.ifacol.2020.12.1515, June 2020, pp. 7704-7709.
    BibTeX TR2020-076 PDF
    • @inproceedings{Benosman2020jun,
    • author = {Benosman, Mouhacine and Chakrabarty, Ankush and Borggaard, Jeff},
    • title = {Reinforcement Learning-based Model Reduction for Partial Differential Equations},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen, Sandra Hirche, Klaus Janschek, Martin Mönnigmann},
    • pages = {7704--7709},
    • month = jun,
    • publisher = {Elsevier},
    • doi = {10.1016/j.ifacol.2020.12.1515},
    • url = {https://www.merl.com/publications/TR2020-076}
    • }
  •  Jha, D., Kolaric, P., Raghunathan, A., Lewis, F., Benosman, M., Romeres, D., Nikovski, D.N., "Local Policy Optimization for Trajectory-Centric Reinforcement Learning", IEEE International Conference on Robotics and Automation (ICRA), Ayanna Howard, Eds., May 2020, pp. 5094-5100.
    BibTeX TR2020-062 PDF
    • @inproceedings{Jha2020may,
    • author = {Jha, Devesh and Kolaric, Patrik and Raghunathan, Arvind and Lewis, Frank and Benosman, Mouhacine and Romeres, Diego and Nikovski, Daniel N.},
    • title = {Local Policy Optimization for Trajectory-Centric Reinforcement Learning},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2020,
    • editor = {Ayanna Howard},
    • pages = {5094--5100},
    • month = may,
    • publisher = {IEEE},
    • isbn = {978-1-7281-7395-5},
    • url = {https://www.merl.com/publications/TR2020-062}
    • }
  •  Chakrabarty, A., Benosman, M., "Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization", arXiv, May 2020.
    BibTeX arXiv
    • @article{Chakrabarty2020may,
    • author = {Chakrabarty, Ankush and Benosman, Mouhacine},
    • title = {Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization},
    • journal = {arXiv},
    • year = 2020,
    • month = may,
    • url = {https://arxiv.org/abs/2005.05888v1}
    • }
  •  Romero, O., Benosman, M., "Finite-Time Convergence of Continuous-Time Optimization Algorithms via Differential Inclusions", Advances in Neural Information Processing Systems (NeurIPS) - Workshop, January 2020.
    BibTeX TR2020-001 PDF
    • @inproceedings{Romero2020jan,
    • author = {Romero, Orlando and Benosman, Mouhacine},
    • title = {Finite-Time Convergence of Continuous-Time Optimization Algorithms via Differential Inclusions},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS) - Workshop},
    • year = 2020,
    • month = jan,
    • url = {https://www.merl.com/publications/TR2020-001}
    • }
  •  Jha, D., Kolaric, P., Romeres, D., Raghunathan, A., Benosman, M., Nikovski, D.N., "Robust Optimization for Trajectory-Centric Model-based Reinforcement Learning", NeurIPS Workshop on Safety and Robustness in Decision Making, December 2019.
    BibTeX TR2019-156 PDF
    • @inproceedings{Jha2019dec2,
    • author = {Jha, Devesh and Kolaric, Patrik and Romeres, Diego and Raghunathan, Arvind and Benosman, Mouhacine and Nikovski, Daniel N.},
    • title = {Robust Optimization for Trajectory-Centric Model-based Reinforcement Learning},
    • booktitle = {NeurIPS Workshop on Safety and Robustness in Decision Making},
    • year = 2019,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2019-156}
    • }
  •  Benosman, M., Borggaard, J., "Robust Nonlinear State Estimation for Thermal-Fluid Models Using Reduced-Order Models: The Case of the Boussinesq Equations", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9029593, December 2019, pp. 2157-2162.
    BibTeX TR2019-147 PDF
    • @inproceedings{Benosman2019dec,
    • author = {Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Robust Nonlinear State Estimation for Thermal-Fluid Models Using Reduced-Order Models: The Case of the Boussinesq Equations},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {2157--2162},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9029593},
    • url = {https://www.merl.com/publications/TR2019-147}
    • }
  •  Chakrabarty, A., Zemouche, A., Rajamani, R., Benosman, M., "Robust Data-Driven Neuro-Adaptive Observers With Lipschitz Activation Functions", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9029394, December 2019, pp. 2862-2867.
    BibTeX TR2019-149 PDF
    • @inproceedings{Chakrabarty2019dec,
    • author = {Chakrabarty, Ankush and Zemouche, Ali and Rajamani, Rajesh and Benosman, Mouhacine},
    • title = {Robust Data-Driven Neuro-Adaptive Observers With Lipschitz Activation Functions},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {2862--2867},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9029394},
    • url = {https://www.merl.com/publications/TR2019-149}
    • }
  •  Poveda, J., Vamvoudakis, K., Benosman, M., "CODES: Cooperative Data-Enabled Extremum Seeking for Multi-Agent Systems", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9029908, December 2019, pp. 2988-2993.
    BibTeX TR2019-148 PDF
    • @inproceedings{Poveda2019dec,
    • author = {Poveda, Jorge and Vamvoudakis, Kyriakos and Benosman, Mouhacine},
    • title = {CODES: Cooperative Data-Enabled Extremum Seeking for Multi-Agent Systems},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {2988--2993},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9029908},
    • url = {https://www.merl.com/publications/TR2019-148}
    • }