Publications

103 / 3,795 publications found.


  •  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 and Sandra Hirche and Klaus Janschek and 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 and Sandra Hirche and Klaus Janschek and 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}
    • }
  •  Berntorp, K., Hiroaki, K., "Bayesian Learning of Tire Friction with Automotive-Grade Sensors by Gaussian-Process State-Space Models", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9029732, December 2019, pp. 6681-6686.
    BibTeX TR2019-145 PDF
    • @inproceedings{Berntorp2019dec,
    • author = {Berntorp, Karl and Hiroaki, Kitano},
    • title = {{Bayesian Learning of Tire Friction with Automotive-Grade Sensors by Gaussian-Process State-Space Models}},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {6681--6686},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9029732},
    • url = {https://www.merl.com/publications/TR2019-145}
    • }
  •  Menner, M., Berntorp, K., Di Cairano, S., "Inverse Learning for Human-Adaptive Motion Planning", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9030020, December 2019.
    BibTeX TR2019-146 PDF
    • @inproceedings{Menner2019dec,
    • author = {Menner, Marcel and Berntorp, Karl and {Di Cairano}, Stefano},
    • title = {{Inverse Learning for Human-Adaptive Motion Planning}},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9030020},
    • url = {https://www.merl.com/publications/TR2019-146}
    • }
  •  Berntorp, K., Danielson, C., Weiss, A., Di Cairano, S., Erliksson, K., Bai, R., "Positive Invariant Sets for Safe Integrated Vehicle Motion Planning and Control", Transactions on Intelligent Vehicles, DOI: 10.1109/​TIV.2019.2955371, Vol. 5, No. 1, pp. 112-126, August 2019.
    BibTeX TR2019-086 PDF Video
    • @article{Berntorp2019aug,
    • author = {Berntorp, Karl and Danielson, Claus and Weiss, Avishai and {Di Cairano}, Stefano and Erliksson, Karl and Bai, Richard},
    • title = {{Positive Invariant Sets for Safe Integrated Vehicle Motion Planning and Control}},
    • journal = {Transactions on intelligent vehicles},
    • year = 2019,
    • volume = 5,
    • number = 1,
    • pages = {112--126},
    • month = aug,
    • doi = {10.1109/TIV.2019.2955371},
    • url = {https://www.merl.com/publications/TR2019-086}
    • }
  •  Berntorp, K., Inani, P., Quirynen, R., Di Cairano, S., "Motion Planning of Autonomous Road Vehicles by Particle Filtering: Implementation and Validation", American Control Conference (ACC), DOI: 10.23919/​ACC.2019.8815309, July 2019, pp. 1382-1387.
    BibTeX TR2019-062 PDF
    • @inproceedings{Berntorp2019jul2,
    • author = {Berntorp, Karl and Inani, Pranav and Quirynen, Rien and {Di Cairano}, Stefano},
    • title = {{Motion Planning of Autonomous Road Vehicles by Particle Filtering: Implementation and Validation}},
    • booktitle = {American Control Conference (ACC)},
    • year = 2019,
    • pages = {1382--1387},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC.2019.8815309},
    • url = {https://www.merl.com/publications/TR2019-062}
    • }
  •  Berntorp, K., Quirynen, R., Di Cairano, S., "Steering of Autonomous Vehicles Based on Friction-Adaptive Nonlinear Model-Predictive Control", American Control Conference (ACC), DOI: 10.23919/​ACC.2019.8814448, July 2019, pp. 965-970.
    BibTeX TR2019-063 PDF
    • @inproceedings{Berntorp2019jul3,
    • author = {Berntorp, Karl and Quirynen, Rien and {Di Cairano}, Stefano},
    • title = {{Steering of Autonomous Vehicles Based on Friction-Adaptive Nonlinear Model-Predictive Control}},
    • booktitle = {American Control Conference (ACC)},
    • year = 2019,
    • pages = {965--970},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC.2019.8814448},
    • url = {https://www.merl.com/publications/TR2019-063}
    • }
  •  Greiff, M., Robertsson, A., Berntorp, K., "Performance Bounds in Positioning with the VIVE Lighthouse System", International Conference on Information Fusion (FUSION), July 2019, pp. 1-8.
    BibTeX TR2019-068 PDF
    • @inproceedings{Greiff2019jul,
    • author = {Greiff, Marcus and Robertsson, Anders and Berntorp, Karl},
    • title = {{Performance Bounds in Positioning with the VIVE Lighthouse System}},
    • booktitle = {International Conference on Information Fusion (FUSION)},
    • year = 2019,
    • pages = {1--8},
    • month = jul,
    • isbn = {978-0-9964527-8-6},
    • url = {https://www.merl.com/publications/TR2019-068}
    • }
  •  Berntorp, K., Di Cairano, S., "Particle Filtering for Automotive: A survey", International Conference on Information Fusion (FUSION), July 2019, pp. 1-8.
    BibTeX TR2019-069 PDF
    • @inproceedings{Berntorp2019jul,
    • author = {Berntorp, Karl and {Di Cairano}, Stefano},
    • title = {{Particle Filtering for Automotive: A survey}},
    • booktitle = {22th International Conference on Information Fusion},
    • year = 2019,
    • pages = {1--8},
    • month = jul,
    • isbn = {978-0-9964527-8-6},
    • url = {https://www.merl.com/publications/TR2019-069}
    • }
  •  Berntorp, K., "Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models", European Control Conference (ECC), DOI: 10.23919/​ECC.2019.8796193, June 2019, pp. 231-236.
    BibTeX TR2019-051 PDF
    • @inproceedings{Berntorp2019jun,
    • author = {Berntorp, Karl},
    • title = {{Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models}},
    • booktitle = {European Control Conference (ECC)},
    • year = 2019,
    • pages = {231--236},
    • month = jun,
    • doi = {10.23919/ECC.2019.8796193},
    • url = {https://www.merl.com/publications/TR2019-051}
    • }
  •  Berntorp, K., "Recursive Bayesian Inference and Learning of Gaussian-Process State-Space Models", European Control Conference (ECC), DOI: 10.23919/​ECC.2019.8796120, June 2019, pp. 1866-1871.
    BibTeX TR2019-053 PDF
    • @inproceedings{Berntorp2019jun2,
    • author = {Berntorp, Karl},
    • title = {{Recursive Bayesian Inference and Learning of Gaussian-Process State-Space Models}},
    • booktitle = {European Control Conference (ECC)},
    • year = 2019,
    • pages = {1866--1871},
    • month = jun,
    • doi = {10.23919/ECC.2019.8796120},
    • url = {https://www.merl.com/publications/TR2019-053}
    • }
  •  Berntorp, K., Di Cairano, S., "Noise-Statistics Learning of Automotive-Grade Sensors Using Adaptive Marginalized Particle Filtering", Journal of Dynamic Systems, Measurement, and Control, DOI: 10.1115/​1.4042673, Vol. 141, No. 6, December 2018.
    BibTeX TR2018-181 PDF
    • @article{Berntorp2018dec2,
    • author = {Berntorp, Karl and {Di Cairano}, Stefano},
    • title = {{Noise-Statistics Learning of Automotive-Grade Sensors Using Adaptive Marginalized Particle Filtering}},
    • journal = {Journal of Dynamic Systems, Measurement, and Control},
    • year = 2018,
    • volume = 141,
    • number = 6,
    • month = dec,
    • doi = {10.1115/1.4042673},
    • url = {https://www.merl.com/publications/TR2018-181}
    • }