Publications

65 / 3,006 publications found.


  •  Russel, R.H., Benosman, M., van Baar, J., "Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty", arXiv, October 2020.
    BibTeX
    • @article{Russel2020oct,
    • author = {Russel, Reazul Hasan and Benosman, Mouhacine and van Baar, Jeroen},
    • title = {Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty},
    • 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, 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,
    • month = jun,
    • 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), June 2020.
    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,
    • month = jun,
    • 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}
    • }
  •  Poveda, J., Vamvoudakis, K., Benosman, M., "DEES: A Class of Data-Enabled Robust Feedback Algorithms for Real-Time Optimization", IFAC Nonlinear Control Systems (NOLCOS), September 2019, pp. 670-675.
    BibTeX TR2019-095 PDF
    • @inproceedings{Poveda2019sep,
    • author = {Poveda, Jorge and Vamvoudakis, Kyriakos and Benosman, Mouhacine},
    • title = {DEES: A Class of Data-Enabled Robust Feedback Algorithms for Real-Time Optimization},
    • booktitle = {IFAC Nonlinear Control Systems (NOLCOS)},
    • year = 2019,
    • pages = {670--675},
    • month = sep,
    • url = {https://www.merl.com/publications/TR2019-095}
    • }
  •  Wei, C., Benosman, M., Kim, T., "Online Parameter Identification for State of Power Prediction of Lithiumion Batteries in Electric Vehicles Using Extremum Seeking", International Journal of Control, Automation and Systems, pp. 2906-2916, August 2019.
    BibTeX TR2019-085 PDF
    • @article{Wei2019aug,
    • author = {Wei, Chun and Benosman, Mouhacine and Kim, Taesic},
    • title = {Online Parameter Identification for State of Power Prediction of Lithiumion Batteries in Electric Vehicles Using Extremum Seeking},
    • journal = {International Journal of Control, Automation and Systems},
    • year = 2019,
    • pages = {2906--2916},
    • month = aug,
    • url = {https://www.merl.com/publications/TR2019-085}
    • }
  •  Benosman, M., Borggaard, J., "Robust Nonlinear State Estimation for a Class of Infinite-Dimensional Systems Using Reduced-Order Models", International Journal of Control, DOI: 10.1080/00207179.2019.1645359, pp. 1-12, July 2019.
    BibTeX TR2019-111 PDF
    • @article{Benosman2019sep,
    • author = {Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Robust Nonlinear State Estimation for a Class of Infinite-Dimensional Systems Using Reduced-Order Models},
    • journal = {International Journal of Control},
    • year = 2019,
    • pages = {1--12},
    • month = jul,
    • doi = {10.1080/00207179.2019.1645359},
    • url = {https://www.merl.com/publications/TR2019-111}
    • }
  •  Koga, S., Benosman, M., Borggaard, J., "Learning-Based Robust Observer Design for Coupled Thermal and Fluid Systems", American Control Conference (ACC), DOI: 10.23919/ACC.2019.8815123, July 2019, pp. 941-946.
    BibTeX TR2019-067 PDF
    • @inproceedings{Koga2019jul,
    • author = {Koga, Shumon and Benosman, Mouhacine and Borggaard, Jeff},
    • title = {Learning-Based Robust Observer Design for Coupled Thermal and Fluid Systems},
    • booktitle = {American Control Conference (ACC)},
    • year = 2019,
    • pages = {941--946},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC.2019.8815123},
    • url = {https://www.merl.com/publications/TR2019-067}
    • }
  •  Komatsuszaki, Y., Sakata, S., Nakatani, K., Shinjo, S., Ma, R., Benosman, M., Nagai, Y., "A Novel 1.4-4.8 GHz Ultra-Wideband, over 45% High Efficiency Digitally Assisted Frequency-Periodic Load Modulated Amplifier", IEEE International Microwave Symposium (IMS), DOI: 10.1109/MWSYM.2019.8700930, June 2019, pp. 706-709.
    BibTeX TR2019-041 PDF Video
    • @inproceedings{Komatsuszaki2019jun,
    • author = {Komatsuszaki, Yuji and Sakata, Shuichi and Nakatani, Keigo and Shinjo, Shintaro and Ma, Rui and Benosman, Mouhacine and Nagai, Yukimasa},
    • title = {A Novel 1.4-4.8 GHz Ultra-Wideband, over 45% High Efficiency Digitally Assisted Frequency-Periodic Load Modulated Amplifier},
    • booktitle = {IEEE International Microwave Symposium (IMS)},
    • year = 2019,
    • pages = {706--709},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/MWSYM.2019.8700930},
    • issn = {2576-7216},
    • isbn = {978-1-7281-1309-8},
    • url = {https://www.merl.com/publications/TR2019-041}
    • }
  •  Benosman, M., Farahmand, A.-M., Xia, M., "Learning-Based Iterative Modular Adaptive Control for Nonlinear Systems", International Journal of Adaptive Control and Signal Processing, DOI: 10.1002/acs.2892, Vol. 33, No. 2, pp. 335-355, February 2019.
    BibTeX TR2018-108 PDF
    • @article{Benosman2019feb,
    • author = {Benosman, Mouhacine and Farahmand, Amir-massoud and Xia, Meng},
    • title = {Learning-Based Iterative Modular Adaptive Control for Nonlinear Systems},
    • journal = {International Journal of adaptive control and signal processing},
    • year = 2019,
    • volume = 33,
    • number = 2,
    • pages = {335--355},
    • month = feb,
    • doi = {10.1002/acs.2892},
    • url = {https://www.merl.com/publications/TR2018-108}
    • }
  •  Ma, R., Benosman, M., Manjunatha, K., Komatsuszaki, Y., Shinjo, S., Teo, K.H., Orlik, P.V., "Machine-Learning Based Digital Doherty Power Amplifier", IEEE International Symposium on Radio Frequency Integration Technology (RFIT), DOI: 10.1109/RFIT.2018.8524126, August 2018.
    BibTeX TR2018-114 PDF Video
    • @inproceedings{Ma2018aug,
    • author = {Ma, Rui and Benosman, Mouhacine and Manjunatha, Koushik and Komatsuszaki, Yuji and Shinjo, Shintaro and Teo, Koon Hoo and Orlik, Philip V.},
    • title = {Machine-Learning Based Digital Doherty Power Amplifier},
    • booktitle = {IEEE International Symposium on Radio Frequency Integration Technology (RFIT)},
    • year = 2018,
    • month = aug,
    • doi = {10.1109/RFIT.2018.8524126},
    • url = {https://www.merl.com/publications/TR2018-114}
    • }
  •  Poveda, J., Benosman, M., Teel, A., Sanfelice, R.G., "A Hybrid Adaptive Feedback Law for Robust Obstacle Avoidance and Coordination in Multiple Vehicle Systems", American Control Conference (ACC), DOI: 10.23919/ACC.2018.8431064, June 2018, pp. 616-621.
    BibTeX TR2018-094 PDF
    • @inproceedings{Poveda2018jun,
    • author = {Poveda, Jorge and Benosman, Mouhacine and Teel, Andy and Sanfelice, Ricardo G.},
    • title = {A Hybrid Adaptive Feedback Law for Robust Obstacle Avoidance and Coordination in Multiple Vehicle Systems},
    • booktitle = {American Control Conference (ACC)},
    • year = 2018,
    • pages = {616--621},
    • month = jun,
    • doi = {10.23919/ACC.2018.8431064},
    • url = {https://www.merl.com/publications/TR2018-094}
    • }
  •  Benosman, M., Borggaard, J., Kramer, B., "Learning-based Robust Stabilization for Reduced-Order Models of 2D and 3D Boussinesq Equations", Journal of Applied Mathematical Modeling, DOI: 10.1016/j.apm.2017.04.032, Vol. 49, pp. 162-181, September 2017.
    BibTeX TR2017-084 PDF
    • @article{Benosman2017sep,
    • author = {Benosman, Mouhacine and Borggaard, Jeff and Kramer, Boris},
    • title = {Learning-based Robust Stabilization for Reduced-Order Models of 2D and 3D Boussinesq Equations},
    • journal = {Journal of Applied Mathematical Modeling},
    • year = 2017,
    • volume = 49,
    • pages = {162--181},
    • month = sep,
    • publisher = {Elsevier},
    • doi = {10.1016/j.apm.2017.04.032},
    • url = {https://www.merl.com/publications/TR2017-084}
    • }