NEWS Rien Quirynen to give an invited talk at the University of California Santa Cruz
Date released: November 10, 2022
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NEWS Rien Quirynen to give an invited talk at the University of California Santa Cruz Date:
November 14, 2022
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Where:
Zoom
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Description:
Rien Quirynen will give an invited talk at the Electrical and Computer Engineering Department, University of California Santa Cruz on "Real-time Motion Planning and Predictive Control by Mixed-integer Programming for Autonomous Vehicles". The talk will present recent work on a tailored branch-and-bound method for real-time motion planning and decision making on embedded processing units, and recent results for two applications related to automated driving and traffic control.
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External Link:
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Research Areas:
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Related Publications
- "Coordination of Autonomous Vehicles and Dynamic Traffic Rules in Mixed Automated/Manual Traffic", American Control Conference (ACC), DOI: 10.23919/ACC53348.2022.9867802, June 2022.
,BibTeX TR2022-059 PDF Video- @inproceedings{Firoozi2022jun,
- author = {Firoozi, Roya and Quirynen, Rien and Di Cairano, Stefano},
- title = {Coordination of Autonomous Vehicles and Dynamic Traffic Rules in Mixed Automated/Manual Traffic},
- booktitle = {American Control Conference (ACC)},
- year = 2022,
- month = jun,
- doi = {10.23919/ACC53348.2022.9867802},
- url = {https://www.merl.com/publications/TR2022-059}
- }
- "PRISM: Recurrent Neural Networks and Presolve Methods for Fast Mixed-integer Optimal Control", Learning for Dynamics and Control Conference (L4DC), April 2022, pp. 34-46.
,BibTeX TR2022-039 PDF- @inproceedings{Cauligi2022apr,
- author = {Cauligi, Abhishek and Chakrabarty, Ankush and Di Cairano, Stefano and Quirynen, Rien},
- title = {PRISM: Recurrent Neural Networks and Presolve Methods for Fast Mixed-integer Optimal Control},
- booktitle = {Learning for Dynamics and Control Conference (L4DC)},
- year = 2022,
- pages = {34--46},
- month = apr,
- publisher = {Proceedings of Machine Learning Research (PMLR)},
- url = {https://www.merl.com/publications/TR2022-039}
- }
- "Mixed-integer Programming for Centralized Coordination of Connected and Automated Vehicles in Dynamic Environment", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/CCTA48906.2021.9658675, August 2021, pp. 814-819.
,BibTeX TR2021-089 PDF- @inproceedings{Ravikumar2021aug,
- author = {Ravikumar, Shreejith and Quirynen, Rien and Bhagat, Akshay and Zeino, Eyad and Di Cairano, Stefano},
- title = {Mixed-integer Programming for Centralized Coordination of Connected and Automated Vehicles in Dynamic Environment},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
- year = 2021,
- pages = {814--819},
- month = aug,
- doi = {10.1109/CCTA48906.2021.9658675},
- url = {https://www.merl.com/publications/TR2021-089}
- }
- "Early Termination of Convex QP Solvers in Mixed-Integer Programming for Real-Time Decision Making", L-CSS with ACC 2021 Option, DOI: 10.1109/LCSYS.2020.3038677, Vol. 5, No. 4, pp. 1417-1422, November 2020.
,BibTeX TR2020-152 PDF Video- @article{Liang2020nov,
- author = {Liang, Jiaming and Di Cairano, Stefano and Quirynen, Rien},
- title = {Early Termination of Convex QP Solvers in Mixed-Integer Programming for Real-Time Decision Making},
- journal = {L-CSS with ACC 2021 Option},
- year = 2020,
- volume = 5,
- number = 4,
- pages = {1417--1422},
- month = nov,
- doi = {10.1109/LCSYS.2020.3038677},
- url = {https://www.merl.com/publications/TR2020-152}
- }
- "Autonomous Vehicle Decision-Making and Monitoring based on Signal Temporal Logic and Mixed-Integer Programming", American Control Conference (ACC), DOI: 10.23919/ACC45564.2020.9147917, July 2020.
,BibTeX TR2020-095 PDF- @inproceedings{Sahin2020jul,
- author = {Sahin, Yunus Emre and Quirynen, Rien and Di Cairano, Stefano},
- title = {Autonomous Vehicle Decision-Making and Monitoring based on Signal Temporal Logic and Mixed-Integer Programming},
- booktitle = {American Control Conference (ACC)},
- year = 2020,
- month = jul,
- doi = {10.23919/ACC45564.2020.9147917},
- url = {https://www.merl.com/publications/TR2020-095}
- }
- "A Structure Exploiting Branch-and-Bound Algorithm for Mixed-Integer Model Predictive Control", European Control Conference (ECC), DOI: 10.23919/ECC.2019.8796242, June 2019, pp. 2763-2768.
,BibTeX TR2019-050 PDF- @inproceedings{Hespanhol2019jun,
- author = {Hespanhol, Pedro and Quirynen, Rien and Di Cairano, Stefano},
- title = {A Structure Exploiting Branch-and-Bound Algorithm for Mixed-Integer Model Predictive Control},
- booktitle = {European Control Conference (ECC)},
- year = 2019,
- pages = {2763--2768},
- month = jun,
- doi = {10.23919/ECC.2019.8796242},
- url = {https://www.merl.com/publications/TR2019-050}
- }
- "Coordination of Autonomous Vehicles and Dynamic Traffic Rules in Mixed Automated/Manual Traffic", American Control Conference (ACC), DOI: 10.23919/ACC53348.2022.9867802, June 2022.
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