Diego Romeres

Diego Romeres
  • Biography

    Diego's research interests are in machine learning, system identification and robotic applications. At MERL he is currently working on applying nonparametric machine learning techniques for the control of robotic platforms. His Ph.D. thesis is about the combination of nonparametric data-driven models and physics-based models in gaussian processes for robot dynamics learning.

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  • MERL Publications

    •  Chakrabarty, A., Quirynen, R., Romeres, D., Di Cairano, S., "Learning Disagreement Regions with Deep Neural Networks to Reduce Practical Complexity of Mixed-Integer MPC", IEEE International Conference on Systems, Man, and Cybernetics, October 2021.
      BibTeX TR2021-126 PDF
      • @inproceedings{Chakrabarty2021oct,
      • author = {Chakrabarty, Ankush and Quirynen, Rien and Romeres, Diego and Di Cairano, Stefano},
      • title = {Learning Disagreement Regions with Deep Neural Networks to Reduce Practical Complexity of Mixed-Integer MPC},
      • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics},
      • year = 2021,
      • month = oct,
      • url = {https://www.merl.com/publications/TR2021-126}
      • }
    •  Amadio, F., Dalla Libera, A., Carli, R., Romeres, D., "Model-Based Reinforcement Learning Using Monte Carlo Gradient Estimation", Automatica.it, September 2021.
      BibTeX TR2021-108 PDF
      • @inproceedings{Amadio2021sep,
      • author = {Amadio, Fabio and Dalla Libera, Alberto and Carli, Ruggero and Romeres, Diego},
      • title = {Model-Based Reinforcement Learning Using Monte Carlo Gradient Estimation},
      • booktitle = {Automatica.it},
      • year = 2021,
      • month = sep,
      • url = {https://www.merl.com/publications/TR2021-108}
      • }
    •  Dalla Libera, A., Amadio, F., Nikovski, D.N., Carli, R., Romeres, D., "Control of Mechanical Systems via Feedback Linearization Based on Black-Box Gaussian Process Models", European Control Conference (ECC), June 2021.
      BibTeX TR2021-068 PDF
      • @inproceedings{DallaLibera2021jun,
      • author = {Dalla Libera, Alberto and Amadio, Fabio and Nikovski, Daniel N. and Carli, Ruggero and Romeres, Diego},
      • title = {Control of Mechanical Systems via Feedback Linearization Based on Black-Box Gaussian Process Models},
      • booktitle = {European Control Conference (ECC)},
      • year = 2021,
      • month = jun,
      • url = {https://www.merl.com/publications/TR2021-068}
      • }
    •  Raghunathan, A., Jha, D.K., Romeres, D., "PYROBOCOP: Python-based Robotic Control & Optimization Package", arXiv, June 2021.
      BibTeX arXiv
      • @article{Raghunathan2021jun,
      • author = {Raghunathan, Arvind and Jha, Devesh K. and Romeres, Diego},
      • title = {PYROBOCOP: Python-based Robotic Control & Optimization Package},
      • journal = {arXiv},
      • year = 2021,
      • month = jun,
      • url = {https://arxiv.org/abs/2106.03220}
      • }
    •  Jin, S., Romeres, D., Raghunathan, A., Jha, D.K., Tomizuka, M., "Trajectory Optimization for Manipulation of Deformable Objects: Assembly of Belt Drive Units", IEEE International Conference on Robotics and Automation (ICRA), June 2021.
      BibTeX TR2021-072 PDF
      • @inproceedings{Jin2021jun,
      • author = {Jin, Shiyu and Romeres, Diego and Raghunathan, Arvind and Jha, Devesh K. and Tomizuka, Masayoshi},
      • title = {Trajectory Optimization for Manipulation of Deformable Objects: Assembly of Belt Drive Units},
      • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
      • year = 2021,
      • month = jun,
      • url = {https://www.merl.com/publications/TR2021-072}
      • }
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  • Other Publications

    •  Diego Romeres, Giulia Prando, Gianluigi Pillonetto and Alessandro Chiuso, "On-line bayesian system identification", Control Conference (ECC), 2016 European, 2016, pp. 1359-1364.
      BibTeX
      • @Inproceedings{romeres2016line,
      • author = {Romeres, Diego and Prando, Giulia and Pillonetto, Gianluigi and Chiuso, Alessandro},
      • title = {On-line bayesian system identification},
      • booktitle = {Control Conference (ECC), 2016 European},
      • year = 2016,
      • pages = {1359--1364},
      • organization = {IEEE}
      • }
    •  Diego Romeres, Mattia Zorzi, Raffaello Camoriano and Alessandro Chiuso, "Online semi-parametric learning for inverse dynamics modeling", Decision and Control (CDC), 2016 IEEE 55th Conference on, 2016, pp. 2945-2950.
      BibTeX
      • @Inproceedings{romeres2016online,
      • author = {Romeres, Diego and Zorzi, Mattia and Camoriano, Raffaello and Chiuso, Alessandro},
      • title = {Online semi-parametric learning for inverse dynamics modeling},
      • booktitle = {Decision and Control (CDC), 2016 IEEE 55th Conference on},
      • year = 2016,
      • pages = {2945--2950},
      • organization = {IEEE}
      • }
    •  Diego Romeres, Mattia Zorzi, Raffaello Camoriano and Alessandro Chiuso, "Online semi-parametric learning for inverse dynamics modeling", Decision and Control (CDC), 2016 IEEE 55th Conference on, 2016, pp. 2945-2950.
      BibTeX
      • @Inproceedings{romeres2016onlinesemiparametric,
      • author = {Romeres, Diego and Zorzi, Mattia and Camoriano, Raffaello and Chiuso, Alessandro},
      • title = {Online semi-parametric learning for inverse dynamics modeling},
      • booktitle = {Decision and Control (CDC), 2016 IEEE 55th Conference on},
      • year = 2016,
      • pages = {2945--2950},
      • organization = {IEEE}
      • }
    •  Giulia Prando, Diego Romeres, Gianluigi Pillonetto and Alessandro Chiuso, "Classical vs. Bayesian methods for linear system identification: Point estimators and confidence sets", Control Conference (ECC), 2016 European, 2016, pp. 1365-1370.
      BibTeX
      • @Inproceedings{tprando2016classical,
      • author = {Prando, Giulia and Romeres, Diego and Pillonetto, Gianluigi and Chiuso, Alessandro},
      • title = {Classical vs. Bayesian methods for linear system identification: Point estimators and confidence sets},
      • booktitle = {Control Conference (ECC), 2016 European},
      • year = 2016,
      • pages = {1365--1370},
      • organization = {IEEE}
      • }
    •  Giulia Prando, Diego Romeres and Alessandro Chiuso, "Online identification of time-varying systems: A Bayesian approach", Decision and Control (CDC), 2016 IEEE 55th Conference on, 2016, pp. 3775-3780.
      BibTeX
      • @Inproceedings{tprando2016online,
      • author = {Prando, Giulia and Romeres, Diego and Chiuso, Alessandro},
      • title = {Online identification of time-varying systems: A Bayesian approach},
      • booktitle = {Decision and Control (CDC), 2016 IEEE 55th Conference on},
      • year = 2016,
      • pages = {3775--3780},
      • organization = {IEEE}
      • }
    •  Ulrich Muenz and Diego Romeres, "Region of attraction of power systems", IFAC Proceedings Volumes, Vol. 46, No. 27, pp. 49-54, 2013.
      BibTeX
      • @Article{munz2013region,
      • author = {Muenz, Ulrich and Romeres, Diego},
      • title = {Region of attraction of power systems},
      • journal = {IFAC Proceedings Volumes},
      • year = 2013,
      • volume = 46,
      • number = 27,
      • pages = {49--54},
      • publisher = {Elsevier}
      • }
    •  Diego Romeres, Florian Doerfler and Francesco Bullo, "Novel results on slow coherency in consensus and power networks", Control Conference (ECC), 2013 European, 2013, pp. 742-747.
      BibTeX
      • @Inproceedings{romeres2013novel,
      • author = {Romeres, Diego and Doerfler, Florian and Bullo, Francesco},
      • title = {Novel results on slow coherency in consensus and power networks},
      • booktitle = {Control Conference (ECC), 2013 European},
      • year = 2013,
      • pages = {742--747},
      • organization = {IEEE}
      • }
    •  Saverio Bolognani, Andrea Carron, Alberto Di Vittorio, Diego Romeres, Luca Schenato and Sandro Zampieri, "Distributed multi-hop reactive power compensation in smart micro-grids subject to saturation constraints", Decision and Control (CDC), 2012 IEEE 51st Annual Conference on, 2012, pp. 1118-1123.
      BibTeX
      • @Inproceedings{bolognani2012distributed,
      • author = {Bolognani, Saverio and Carron, Andrea and Di Vittorio, Alberto and Romeres, Diego and Schenato, Luca and Zampieri, Sandro},
      • title = {Distributed multi-hop reactive power compensation in smart micro-grids subject to saturation constraints},
      • booktitle = {Decision and Control (CDC), 2012 IEEE 51st Annual Conference on},
      • year = 2012,
      • pages = {1118--1123},
      • organization = {IEEE}
      • }
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