Publications

63 / 3,171 publications found.


  •  Menner, M., Berntorp, K., Di Cairano, S., "A Kalman Filter for Online Calibration of Optimal Controllers", IEEE Conference on Control Technology and Applications (CCTA), August 2021.
    BibTeX TR2021-091 PDF
    • @inproceedings{Menner2021aug,
    • author = {Menner, Marcel and Berntorp, Karl and Di Cairano, Stefano},
    • title = {A Kalman Filter for Online Calibration of Optimal Controllers},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2021,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2021-091}
    • }
  •  Greiff, M., Berntorp, K., Di Cairano, S., Kim, K.J., "Mixed-Integer Linear Regression Kalman Filters for GNSS Positioning", IEEE Conference on Control Technology and Applications (CCTA), August 2021.
    BibTeX TR2021-090 PDF
    • @inproceedings{Greiff2021aug,
    • author = {Greiff, Marcus and Berntorp, Karl and Di Cairano, Stefano and Kim, Kyeong Jin},
    • title = {Mixed-Integer Linear Regression Kalman Filters for GNSS Positioning},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2021,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2021-090}
    • }
  •  Quirynen, R., Berntorp, K., "Uncertainty Propagation by Linear Regression Kalman Filters for Stochastic NMPC", IFAC Conference on Nonlinear Model Predictive Control, July 2021.
    BibTeX TR2021-084 PDF
    • @inproceedings{Quirynen2021jul,
    • author = {Quirynen, Rien and Berntorp, Karl},
    • title = {Uncertainty Propagation by Linear Regression Kalman Filters for Stochastic NMPC},
    • booktitle = {IFAC Conference on Nonlinear Model Predictive Control},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-084}
    • }
  •  Yao, G., Wang, P., Berntorp, K., Mansour, H., Boufounos, P.T., Orlik, P.V., "Extended Object Tracking with Automotive Radar Using B-Spline Chained Ellipses Model", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP39728.2021.9415080, June 2021, pp. 8408-8412.
    BibTeX TR2021-048 PDF
    • @inproceedings{Yao2021jun,
    • author = {Yao, Gang and Wang, Perry and Berntorp, Karl and Mansour, Hassan and Boufounos, Petros T. and Orlik, Philip V.},
    • title = {Extended Object Tracking with Automotive Radar Using B-Spline Chained Ellipses Model},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2021,
    • pages = {8408--8412},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP39728.2021.9415080},
    • issn = {2379-190X},
    • isbn = {978-1-7281-7605-5},
    • url = {https://www.merl.com/publications/TR2021-048}
    • }
  •  Berntorp, K., Quirynen, R., Vaskov, S., "Joint Tire-Stiffness and Vehicle-Inertial Parameter Estimation for Improved Predictive Control", American Control Conference, May 2021.
    BibTeX TR2021-060 PDF
    • @inproceedings{Berntorp2021may2,
    • author = {Berntorp, Karl and Quirynen, Rien and Vaskov, Sean},
    • title = {Joint Tire-Stiffness and Vehicle-Inertial Parameter Estimation for Improved Predictive Control},
    • booktitle = {American Control Conference},
    • year = 2021,
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-060}
    • }
  •  Berntorp, K., Chakrabarty, A., Di Cairano, S., "Vehicle Center-of-Gravity Height and Dynamics Estimation with Uncertainty Quantification by Marginalized Particle Filter", American Control Conference (ACC), May 2021.
    BibTeX TR2021-058 PDF
    • @inproceedings{Berntorp2021may,
    • author = {Berntorp, Karl and Chakrabarty, Ankush and Di Cairano, Stefano},
    • title = {Vehicle Center-of-Gravity Height and Dynamics Estimation with Uncertainty Quantification by Marginalized Particle Filter},
    • booktitle = {American Control Conference (ACC)},
    • year = 2021,
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-058}
    • }
  •  Vaskov, S., Quirynen, R., Berntorp, K., "Cornering Stiffness Adaptive, Stochastic Nonlinear Model Predictive Control for Vehicles", American Control Conference (ACC), May 2021.
    BibTeX TR2021-056 PDF
    • @inproceedings{Vaskov2021may,
    • author = {Vaskov, Sean and Quirynen, Rien and Berntorp, Karl},
    • title = {Cornering Stiffness Adaptive, Stochastic Nonlinear Model Predictive Control for Vehicles},
    • booktitle = {American Control Conference (ACC)},
    • year = 2021,
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-056}
    • }
  •  Berntorp, K., "Online Bayesian Inference and Learning of Gaussian-Process State-SpaceModels", Automatica, DOI: 10.1016/​j.automatica.2021.109613, Vol. 129, March 2021.
    BibTeX TR2021-026 PDF
    • @article{Berntorp2021mar,
    • author = {Berntorp, Karl},
    • title = {Online Bayesian Inference and Learning of Gaussian-Process State-SpaceModels},
    • journal = {Automatica},
    • year = 2021,
    • volume = 129,
    • month = mar,
    • doi = {10.1016/j.automatica.2021.109613},
    • issn = {0005-1098},
    • url = {https://www.merl.com/publications/TR2021-026}
    • }
  •  Xia, Y., Wang, P., Berntorp, K., Svensson, L., Granstrom, K., Mansour, H., Boufounos, P.T., Orlik, P.V., "Learning-based Extended Object Tracking Using Hierarchical Truncation Measurement Model with Automotive Radar", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2021.3058062, Vol. 15, No. 4, pp. 1013-1029, February 2021.
    BibTeX TR2021-006 PDF
    • @article{Xia2021feb,
    • author = {Xia, Yuxuan and Wang, Pu and Berntorp, Karl and Svensson, Lennart and Granstrom, Karl and Mansour, Hassan and Boufounos, Petros T. and Orlik, Philip V.},
    • title = {Learning-based Extended Object Tracking Using Hierarchical Truncation Measurement Model with Automotive Radar},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2021,
    • volume = 15,
    • number = 4,
    • pages = {1013--1029},
    • month = feb,
    • doi = {10.1109/JSTSP.2021.3058062},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2021-006}
    • }
  •  Greiff, M., Robertsson, A., Berntorp, K., "Exploiting linear substructure in linear regression Kalman filters", IEEE Annual Conference on Decision and Control (CDC), DOI: 10.1109/​CDC42340.2020.9304191, December 2020.
    BibTeX TR2020-171 PDF
    • @inproceedings{Greiff2020dec,
    • author = {Greiff, Marcus and Robertsson, Anders and Berntorp, Karl},
    • title = {Exploiting linear substructure in linear regression Kalman filters},
    • booktitle = {IEEE Annual Conference on Decision and Control (CDC)},
    • year = 2020,
    • month = dec,
    • doi = {10.1109/CDC42340.2020.9304191},
    • url = {https://www.merl.com/publications/TR2020-171}
    • }
  •  Ahn, H., Berntorp, K., Di Cairano, S., "Cooperating Modular Goal Selection and Motion Planning for Autonomous Driving", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC42340.2020.9304101, December 2020.
    BibTeX TR2020-168 PDF
    • @inproceedings{Ahn2020dec2,
    • author = {Ahn, Heejin and Berntorp, Karl and Di Cairano, Stefano},
    • title = {Cooperating Modular Goal Selection and Motion Planning for Autonomous Driving},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2020,
    • month = dec,
    • doi = {10.1109/CDC42340.2020.9304101},
    • url = {https://www.merl.com/publications/TR2020-168}
    • }
  •  Ahn, H., Berntorp, K., Inani, P., Ram, A.J., Di Cairano, S., "Reachability-based Decision Making for Autonomous Driving: Theory and Experiment", IEEE Transactions on Control Systems Technology, DOI: 10.1109/​TCST.2020.3022721, December 2020.
    BibTeX TR2020-165 PDF
    • @article{Ahn2020dec,
    • author = {Ahn, Heejin and Berntorp, Karl and Inani, Pranav and Ram, Arjun Jagdish and Di Cairano, Stefano},
    • title = {Reachability-based Decision Making for Autonomous Driving: Theory and Experiment},
    • journal = {IEEE Transactions on Control Systems Technology},
    • year = 2020,
    • month = dec,
    • doi = {10.1109/TCST.2020.3022721},
    • url = {https://www.merl.com/publications/TR2020-165}
    • }
  •  Xia, Y., Wang, P., Berntorp, K., Boufounos, P.T., Orlik, P.V., Svensson, L., Granstrom, K., "Extended Object Tracking with Automotive Radar Using Learned Structural Measurement Model", IEEE Radar Conference (RadarCon), DOI: 10.1109/​RadarConf2043947.2020.9266598, September 2020, pp. 1-6.
    BibTeX TR2020-131 PDF
    • @inproceedings{Xia2020sep,
    • author = {Xia, Yuxuan and Wang, Pu and Berntorp, Karl and Boufounos, Petros T. and Orlik, Philip V. and Svensson, Lennart and Granstrom, Karl},
    • title = {Extended Object Tracking with Automotive Radar Using Learned Structural Measurement Model},
    • booktitle = {IEEE Radar Conference (RadarCon)},
    • year = 2020,
    • pages = {1--6},
    • month = sep,
    • doi = {10.1109/RadarConf2043947.2020.9266598},
    • issn = {2375-5318},
    • isbn = {978-1-7281-8943-7},
    • url = {https://www.merl.com/publications/TR2020-131}
    • }
  •  Greiff, M., Robertsson, A., Berntorp, K., "MSE-optimal measurement dimension reduction in Gaussian filtering*", Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA41146.2020.9206162, August 2020.
    BibTeX TR2020-124 PDF
    • @inproceedings{Greiff2020aug,
    • author = {Greiff, Marcus and Robertsson, Anders and Berntorp, Karl},
    • title = {MSE-optimal measurement dimension reduction in Gaussian filtering*},
    • booktitle = {Conference on Control Technology and Applications (CCTA)},
    • year = 2020,
    • month = aug,
    • doi = {10.1109/CCTA41146.2020.9206162},
    • isbn = {978-1-7281-7141-8},
    • url = {https://www.merl.com/publications/TR2020-124}
    • }
  •  Danielson, C., Berntorp, K., Weiss, A., Di Cairano, S., "Robust Motion-Planning for Uncertain Systems with Disturbances using the Invariant-Set Motion-Planner", IEEE Transactions on Automatic Control, DOI: 10.1109/​TAC.2020.3008126, Vol. 65, No. 10, pp. 4456-4463, July 2020.
    BibTeX TR2021-038 PDF
    • @article{Danielson2020jul,
    • author = {Danielson, Claus and Berntorp, Karl and Weiss, Avishai and Di Cairano, Stefano},
    • title = {Robust Motion-Planning for Uncertain Systems with Disturbances using the Invariant-Set Motion-Planner},
    • journal = {IEEE Transactions on Automatic Control},
    • year = 2020,
    • volume = 65,
    • number = 10,
    • pages = {4456--4463},
    • month = jul,
    • doi = {10.1109/TAC.2020.3008126},
    • url = {https://www.merl.com/publications/TR2021-038}
    • }
  •  Menner, M., Berntorp, K., Di Cairano, S., "Inverse Learning for Data-driven Calibration of Model-based Statistical Path Planning", Transactions on Intelligent Vehicles, DOI: 10.1109/​TIV.2020.3000323, July 2020.
    BibTeX TR2020-106 PDF
    • @article{Menner2020jul,
    • author = {Menner, Marcel and Berntorp, Karl and Di Cairano, Stefano},
    • title = {Inverse Learning for Data-driven Calibration of Model-based Statistical Path Planning},
    • journal = {Transactions on Intelligent Vehicles},
    • year = 2020,
    • month = jul,
    • doi = {10.1109/TIV.2020.3000323},
    • url = {https://www.merl.com/publications/TR2020-106}
    • }
  •  Berntorp, K., "Online Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen, Sandra Hirche, Klaus Janschek, Martin Mönnigmann, Eds., DOI: 10.1016/​j.ifacol.2020.12.910, July 2020, pp. 13939-13944.
    BibTeX TR2020-104 PDF
    • @inproceedings{Berntorp2020jul,
    • author = {Berntorp, Karl},
    • title = {Online Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models},
    • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
    • year = 2020,
    • editor = {Rolf Findeisen, Sandra Hirche, Klaus Janschek, Martin Mönnigmann},
    • pages = {13939--13944},
    • month = jul,
    • publisher = {Elsevier},
    • doi = {10.1016/j.ifacol.2020.12.910},
    • url = {https://www.merl.com/publications/TR2020-104}
    • }
  •  Chakrabarty, A., Berntorp, K., Di Cairano, S., "Learning-based Parameter-Adaptive Reference Governors", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147615, July 2020, pp. 956-961.
    BibTeX TR2020-092 PDF
    • @inproceedings{Chakrabarty2020jul,
    • author = {Chakrabarty, Ankush and Berntorp, Karl and Di Cairano, Stefano},
    • title = {Learning-based Parameter-Adaptive Reference Governors},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {956--961},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147615},
    • url = {https://www.merl.com/publications/TR2020-092}
    • }
  •  Greiff, M., Berntorp, K., "Optimal Measurement Projections with Adaptive Mixture Kalman Filtering for GNSS Positioning", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147675, July 2020, pp. 4435-4441.
    BibTeX TR2020-097 PDF
    • @inproceedings{Greiff2020jul,
    • author = {Greiff, Marcus and Berntorp, Karl},
    • title = {Optimal Measurement Projections with Adaptive Mixture Kalman Filtering for GNSS Positioning},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {4435--4441},
    • month = jul,
    • doi = {10.23919/ACC45564.2020.9147675},
    • url = {https://www.merl.com/publications/TR2020-097}
    • }
  •  Quirynen, R., Berntorp, K., Kambam, K., Di Cairano, S., "Integrated Obstacle Detection and Avoidance in Motion Planning and Predictive Control of Autonomous Vehicles", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147820, July 2020.
    BibTeX TR2020-096 PDF
    • @inproceedings{Quirynen2020jul,
    • author = {Quirynen, Rien and Berntorp, Karl and Kambam, Karthik and Di Cairano, Stefano},
    • title = {Integrated Obstacle Detection and Avoidance in Motion Planning and Predictive Control of Autonomous Vehicles},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • month = jul,
    • doi = {10.23919/ACC45564.2020.9147820},
    • url = {https://www.merl.com/publications/TR2020-096}
    • }
  •  Danielson, C., Berntorp, K., Di Cairano, S., Weiss, A., "Motion-Planning for Unicycles using the Invariant-Set Motion-Planner", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147919, June 2020, pp. 1235-1240.
    BibTeX TR2020-089 PDF
    • @inproceedings{Danielson2020jun2,
    • author = {Danielson, Claus and Berntorp, Karl and Di Cairano, Stefano and Weiss, Avishai},
    • title = {Motion-Planning for Unicycles using the Invariant-Set Motion-Planner},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {1235--1240},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147919},
    • issn = {2378-5861},
    • isbn = {978-1-5386-8266-1},
    • url = {https://www.merl.com/publications/TR2020-089}
    • }
  •  Xia, Y., Wang, P., Berntorp, K., Mansour, H., Boufounos, P.T., Orlik, P.V., "Extended Object Tracking Using Hierarchical Truncation Model With Partial-View Measurements", IEEE Sensor Array & Multichannel Signal Processing Workshop (SAM), DOI: 10.1109/​SAM48682.2020.9104388, June 2020.
    BibTeX TR2020-069 PDF
    • @inproceedings{Xia2020jun,
    • author = {Xia, Yuxuan and Wang, Pu and Berntorp, Karl and Mansour, Hassan and Boufounos, Petros T. and Orlik, Philip V.},
    • title = {Extended Object Tracking Using Hierarchical Truncation Model With Partial-View Measurements},
    • booktitle = {IEEE Sensor Array & Multichannel Signal Processing Workshop (SAM)},
    • year = 2020,
    • month = jun,
    • doi = {10.1109/SAM48682.2020.9104388},
    • url = {https://www.merl.com/publications/TR2020-069}
    • }
  •  Xia, Y., Wang, P., Berntorp, K., Koike-Akino, T., Mansour, H., Pajovic, M., Boufounos, P.T., Orlik, P.V., "Extended Object Tracking Using Hierarchical Truncation Measurement Model with Automotive Radar", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP40776.2020.9054614, April 2020, pp. 4900-4904.
    BibTeX TR2020-044 PDF Video
    • @inproceedings{Xia2020apr,
    • author = {Xia, Yuxuan and Wang, Pu and Berntorp, Karl and Koike-Akino, Toshiaki and Mansour, Hassan and Pajovic, Milutin and Boufounos, Petros T. and Orlik, Philip V.},
    • title = {Extended Object Tracking Using Hierarchical Truncation Measurement Model with Automotive Radar},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2020,
    • pages = {4900--4904},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP40776.2020.9054614},
    • issn = {2379-190X},
    • isbn = {978-1-5090-6631-5},
    • url = {https://www.merl.com/publications/TR2020-044}
    • }
  •  Berntorp, K., Weiss, A., Di Cairano, S., "Integer Ambiguity Resolution by Mixture Kalman Filter for Improved GNSS Precision", IEEE Transactions on Aerospace and Electronic Systems, DOI: 10.1109/​TAES.2020.2965715, February 2020.
    BibTeX TR2020-022 PDF
    • @article{Berntorp2020feb,
    • author = {Berntorp, Karl and Weiss, Avishai and Di Cairano, Stefano},
    • title = {Integer Ambiguity Resolution by Mixture Kalman Filter for Improved GNSS Precision},
    • journal = {IEEE Transactions on Aerospace and Electronic Systems},
    • year = 2020,
    • month = feb,
    • doi = {10.1109/TAES.2020.2965715},
    • url = {https://www.merl.com/publications/TR2020-022}
    • }
  •  Berntorp, K., Quirynen, R., Uno, T., Di Cairano, S., "Trajectory Tracking for Autonomous Vehicles on Varying Road Surfaces by Friction-Adaptive Nonlinear Model Predictive Control", Journal of Vehicle Systems Dynamics, DOI: 10.1080/​00423114.2019.1697456, January 2020.
    BibTeX TR2020-005 PDF
    • @article{Berntorp2020jan,
    • author = {Berntorp, Karl and Quirynen, Rien and Uno, Tomoki and Di Cairano, Stefano},
    • title = {Trajectory Tracking for Autonomous Vehicles on Varying Road Surfaces by Friction-Adaptive Nonlinear Model Predictive Control},
    • journal = {Journal of Vehicle Systems Dynamics},
    • year = 2020,
    • month = jan,
    • doi = {10.1080/00423114.2019.1697456},
    • url = {https://www.merl.com/publications/TR2020-005}
    • }