Publications

44 / 3,816 publications found.


  •  Quirynen, R., Safaoui, S., Di Cairano, S., "Real-time Mixed-Integer Quadratic Programming for Vehicle Decision Making and Motion Planning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/​TCST.2024.3449703, Vol. 33, No. 1, pp. 77-91, September 2024.
    BibTeX TR2024-123 PDF
    • @article{Quirynen2024sep,
    • author = {Quirynen, Rien and Safaoui, Sleiman and {Di Cairano}, Stefano},
    • title = {{Real-time Mixed-Integer Quadratic Programming for Vehicle Decision Making and Motion Planning}},
    • journal = {IEEE Transactions on Control Systems Technology},
    • year = 2024,
    • volume = 33,
    • number = 1,
    • pages = {77--91},
    • month = sep,
    • doi = {10.1109/TCST.2024.3449703},
    • url = {https://www.merl.com/publications/TR2024-123}
    • }
  •  Sorouifar, F., Paulson, J.A., Wang, Y., Quirynen, R., Laughman, C.R., Chakrabarty, A., "Bayesian Forecasting with Deep Generative Disturbance Models in Stochastic MPC for Building Energy Systems", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA60707.2024.10666537, August 2024.
    BibTeX TR2024-110 PDF
    • @inproceedings{Sorouifar2024aug,
    • author = {Sorouifar, Farshud and Paulson, Joel A. and Wang, Ye and Quirynen, Rien and Laughman, Christopher R. and Chakrabarty, Ankush},
    • title = {{Bayesian Forecasting with Deep Generative Disturbance Models in Stochastic MPC for Building Energy Systems}},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2024,
    • month = aug,
    • doi = {10.1109/CCTA60707.2024.10666537},
    • url = {https://www.merl.com/publications/TR2024-110}
    • }
  •  Safaoui, S., Vinod, A.P., Chakrabarty, A., Quirynen, R., Yoshikawa, N., Di Cairano, S., "Safe multi-agent motion planning under uncertainty for drones using filtered reinforcement learning", IEEE Transactions on Robotics, DOI: 10.1109/​TRO.2024.3387010, Vol. 40, pp. 2529-2542, July 2024.
    BibTeX TR2024-048 PDF Video
    • @article{Safaoui2024jul,
    • author = {Safaoui, Sleiman and Vinod, Abraham P. and Chakrabarty, Ankush and Quirynen, Rien and Yoshikawa, Nobuyuki and {Di Cairano}, Stefano},
    • title = {{Safe multi-agent motion planning under uncertainty for drones using filtered reinforcement learning}},
    • journal = {IEEE Transactions on Robotics},
    • year = 2024,
    • volume = 40,
    • pages = {2529--2542},
    • month = jul,
    • doi = {10.1109/TRO.2024.3387010},
    • url = {https://www.merl.com/publications/TR2024-048}
    • }
  •  Reiter, R., Quirynen, R., Diehl, M., Di Cairano, S., "Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/​TCST.2024.3400571, May 2024.
    BibTeX TR2024-056 PDF
    • @article{Reiter2024may2,
    • author = {Reiter, Rudolf and Quirynen, Rien and Diehl, Moritz and {Di Cairano}, Stefano},
    • title = {{Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning}},
    • journal = {IEEE Transactions on Control Systems Technology},
    • year = 2024,
    • month = may,
    • doi = {10.1109/TCST.2024.3400571},
    • url = {https://www.merl.com/publications/TR2024-056}
    • }
  •  Dai, J., Wang, Z., Wang, Y., Quirynen, R., Di Cairano, S., "Path Planning and Motion Control for Accurate Positioning of Car-like Robots", arXiv, May 2024.
    BibTeX arXiv
    • @article{Dai2024may,
    • author = {Dai, Jin and Wang, Zejiang and Wang, Yebin and Quirynen, Rien and {Di Cairano}, Stefano},
    • title = {{Path Planning and Motion Control for Accurate Positioning of Car-like Robots}},
    • journal = {arXiv},
    • year = 2024,
    • month = may,
    • url = {https://arxiv.org/abs/2405.06290}
    • }
  •  Lin, C., Wang, Y., Vetterling, W., Jha, D.K., Quirynen, R., "Path Generation based on Electrostatic Equipotential Curves", IEEE Access, DOI: 10.1109/​ACCESS.2024.3389962, Vol. 12, pp. 55019-55032, May 2024.
    BibTeX TR2024-049 PDF
    • @article{Lin2024may,
    • author = {Lin, Chungwei and Wang, Yebin and Vetterling, William and Jha, Devesh K. and Quirynen, Rien},
    • title = {{Path Generation based on Electrostatic Equipotential Curves}},
    • journal = {IEEE Access},
    • year = 2024,
    • volume = 12,
    • pages = {55019--55032},
    • month = may,
    • doi = {10.1109/ACCESS.2024.3389962},
    • url = {https://www.merl.com/publications/TR2024-049}
    • }
  •  Quirynen, R., Di Cairano, S., "Tailored Presolve Techniques in Branch-and-Bound Method for Fast Mixed-Integer Optimal Control Applications", Optimal Control Applications and Methods, DOI: 10.1002/​oca.3030, Vol. 44, No. 6, pp. 3139-3167, August 2023.
    BibTeX TR2023-110 PDF
    • @article{Quirynen2023aug2,
    • author = {Quirynen, Rien and {Di Cairano}, Stefano},
    • title = {{Tailored Presolve Techniques in Branch-and-Bound Method for Fast Mixed-Integer Optimal Control Applications}},
    • journal = {Optimal Control Applications and Methods},
    • year = 2023,
    • volume = 44,
    • number = 6,
    • pages = {3139--3167},
    • month = aug,
    • doi = {10.1002/oca.3030},
    • url = {https://www.merl.com/publications/TR2023-110}
    • }
  •  Vaskov, S., Quirynen, R., Menner, M., Berntorp, K., "Friction-Adaptive Stochastic Nonlinear Model Predictive Control for Autonomous Vehicles", Vehicle System Dynamics, DOI: 10.1080/​00423114.2023.2219791, May 2023.
    BibTeX TR2023-064 PDF
    • @article{Vaskov2023may2,
    • author = {Vaskov, Sean and Quirynen, Rien and Menner, Marcel and Berntorp, Karl},
    • title = {{Friction-Adaptive Stochastic Nonlinear Model Predictive Control for Autonomous Vehicles}},
    • journal = {Vehicle System Dynamics},
    • year = 2023,
    • month = may,
    • doi = {10.1080/00423114.2023.2219791},
    • url = {https://www.merl.com/publications/TR2023-064}
    • }
  •  Suriyarachchi, N., Quirynen, R., Baras, J.S., Di Cairano, S., ,, "Optimization-based Coordination and Control of Traffic Lights and Mixed Traffic in Multi-Intersection Environments", American Control Conference (ACC), DOI: 10.23919/​ACC55779.2023.10156306, May 2023, pp. 3162-3168.
    BibTeX TR2023-059 PDF
    • @inproceedings{Suriyarachchi2023may,
    • author = {Suriyarachchi, Nilesh and Quirynen, Rien and Baras, John S. and {Di Cairano}, Stefano and},
    • title = {{Optimization-based Coordination and Control of Traffic Lights and Mixed Traffic in Multi-Intersection Environments}},
    • booktitle = {American Control Conference (ACC)},
    • year = 2023,
    • pages = {3162--3168},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.23919/ACC55779.2023.10156306},
    • url = {https://www.merl.com/publications/TR2023-059}
    • }
  •  You, S., Greiff, M., Quirynen, R., Ran, S., Wang, Y., Berntorp, K., Dai, R., Di Cairano, S., "Integral Action NMPC for Tight Maneuvers of Articulated Vehicles", American Control Conference (ACC), DOI: 10.23919/​ACC55779.2023.10156543, May 2023.
    BibTeX TR2023-058 PDF
    • @inproceedings{You2023may,
    • author = {You, Sixiong and Greiff, Marcus and Quirynen, Rien and Ran, Shuangxuan and Wang, Yebin and Berntorp, Karl and Dai, Ran and {Di Cairano}, Stefano},
    • title = {{Integral Action NMPC for Tight Maneuvers of Articulated Vehicles}},
    • booktitle = {American Control Conference (ACC)},
    • year = 2023,
    • month = may,
    • doi = {10.23919/ACC55779.2023.10156543},
    • issn = {2378-5861},
    • url = {https://www.merl.com/publications/TR2023-058}
    • }
  •  Wang, Z., Ahmad, A., Quirynen, R., Wang, Y., Bhagat, A., Zeino, E., Zushi, Y., Di Cairano, S., "Motion Planning and Model Predictive Control for Automated Tractor-Trailer Hitching Maneuver", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA49430.2022.9966181, August 2022, pp. 676-682.
    BibTeX TR2022-109 PDF
    • @inproceedings{Wang2022aug,
    • author = {Wang, Zejiang and Ahmad, Ahmad and Quirynen, Rien and Wang, Yebin and Bhagat, Akshay and Zeino, Eyad and Zushi, Yuji and {Di Cairano}, Stefano},
    • title = {{Motion Planning and Model Predictive Control for Automated Tractor-Trailer Hitching Maneuver}},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2022,
    • pages = {676--682},
    • month = aug,
    • publisher = {IEEE},
    • doi = {10.1109/CCTA49430.2022.9966181},
    • url = {https://www.merl.com/publications/TR2022-109}
    • }
  •  Firoozi, R., Quirynen, R., Di Cairano, S., "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}
    • }
  •  Vaskov, S., Quirynen, R., Menner, M., Berntorp, K., "Friction-Adaptive Stochastic Predictive Control for Trajectory Tracking of Autonomous Vehicles", American Control Conference (ACC), DOI: 10.23919/​ACC53348.2022.9867523, June 2022, pp. 1970-1975.
    BibTeX TR2022-065 PDF
    • @inproceedings{Vaskov2022jun,
    • author = {Vaskov, Sean and Quirynen, Rien and Menner, Marcel and Berntorp, Karl},
    • title = {{Friction-Adaptive Stochastic Predictive Control for Trajectory Tracking of Autonomous Vehicles}},
    • booktitle = {American Control Conference (ACC)},
    • year = 2022,
    • pages = {1970--1975},
    • month = jun,
    • doi = {10.23919/ACC53348.2022.9867523},
    • url = {https://www.merl.com/publications/TR2022-065}
    • }
  •  Vinod, A.P., Safaoui, S., Chakrabarty, A., Quirynen, R., Yoshikawa, N., Di Cairano, S., "Safe multi-agent motion planning via filtered reinforcement learning", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/​ICRA46639.2022.9812259, May 2022, pp. 7270-7276.
    BibTeX TR2022-053 PDF Video
    • @inproceedings{Vinod2022may,
    • author = {Vinod, Abraham P. and Safaoui, Sleiman and Chakrabarty, Ankush and Quirynen, Rien and Yoshikawa, Nobuyuki and {Di Cairano}, Stefano},
    • title = {{Safe multi-agent motion planning via filtered reinforcement learning}},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2022,
    • pages = {7270--7276},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICRA46639.2022.9812259},
    • isbn = {978-1-7281-9681-7},
    • url = {https://www.merl.com/publications/TR2022-053}
    • }
  •  Cauligi, A., Chakrabarty, A., Di Cairano, S., Quirynen, R., "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}
    • }
  •  Quirynen, R., Di Cairano, S., "Sequential Quadratic Programming Algorithm for Real-Time Mixed-Integer Nonlinear MPC", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC45484.2021.9683714, December 2021, pp. 993-999.
    BibTeX TR2021-147 PDF
    • @inproceedings{Quirynen2021dec,
    • author = {Quirynen, Rien and {Di Cairano}, Stefano},
    • title = {{Sequential Quadratic Programming Algorithm for Real-Time Mixed-Integer Nonlinear MPC}},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2021,
    • pages = {993--999},
    • month = dec,
    • doi = {10.1109/CDC45484.2021.9683714},
    • url = {https://www.merl.com/publications/TR2021-147}
    • }
  •  Srinivasan, M., Chakrabarty, A., Quirynen, R., yoshikawa, N., Mariyama, T., Di Cairano, S., "Fast Multi-Robot Motion Planning via Imitation Learning of Mixed-Integer Programs", IFAC Modeling, Estimation and Control Conference (MECC), DOI: 10.1016/​j.ifacol.2021.11.237, October 2021, pp. 598-604.
    BibTeX TR2021-134 PDF Video
    • @inproceedings{Srinivasan2021oct,
    • author = {Srinivasan, Mohit and Chakrabarty, Ankush and Quirynen, Rien and yoshikawa, nobuyuki and Mariyama, Toshisada and {Di Cairano}, Stefano},
    • title = {{Fast Multi-Robot Motion Planning via Imitation Learning of Mixed-Integer Programs}},
    • booktitle = {IFAC Modeling, Estimation and Control Conference (MECC)},
    • year = 2021,
    • pages = {598--604},
    • month = oct,
    • doi = {10.1016/j.ifacol.2021.11.237},
    • url = {https://www.merl.com/publications/TR2021-134}
    • }
  •  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, DOI: 10.1109/​SMC52423.2021.9659186, October 2021, pp. 3238-3244.
    BibTeX TR2021-126 PDF Video
    • @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,
    • pages = {3238--3244},
    • month = oct,
    • doi = {10.1109/SMC52423.2021.9659186},
    • url = {https://www.merl.com/publications/TR2021-126}
    • }
  •  Ravikumar, S., Quirynen, R., Bhagat, A., Zeino, E., Di Cairano, S., "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}
    • }
  •  Quirynen, R., Berntorp, K., "Uncertainty Propagation by Linear Regression Kalman Filters for Stochastic NMPC", IFAC Conference on Nonlinear Model Predictive Control, DOI: 10.1016/​j.ifacol.2021.08.527, July 2021, pp. 76-82.
    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,
    • pages = {76--82},
    • month = jul,
    • doi = {10.1016/j.ifacol.2021.08.527},
    • url = {https://www.merl.com/publications/TR2021-084}
    • }
  •  Berntorp, K., Quirynen, R., Vaskov, S., "Joint Tire-Stiffness and Vehicle-Inertial Parameter Estimation for Improved Predictive Control", American Control Conference (ACC), DOI: 10.23919/​ACC50511.2021.9482635, May 2021, pp. 186-191.
    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 (ACC)},
    • year = 2021,
    • pages = {186--191},
    • month = may,
    • doi = {10.23919/ACC50511.2021.9482635},
    • url = {https://www.merl.com/publications/TR2021-060}
    • }
  •  Vaskov, S., Quirynen, R., Berntorp, K., "Cornering Stiffness Adaptive, Stochastic Nonlinear Model Predictive Control for Vehicles", American Control Conference (ACC), DOI: 10.23919/​ACC50511.2021.9482699, May 2021, pp. 154-159.
    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,
    • pages = {154--159},
    • month = may,
    • doi = {10.23919/ACC50511.2021.9482699},
    • url = {https://www.merl.com/publications/TR2021-056}
    • }
  •  Liang, J., Di Cairano, S., Quirynen, R., "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}
    • }
  •  Quirynen, R., Di Cairano, S., "PRESAS: Block-Structured Preconditioning of Iterative Solvers within a Primal Active-Set Method for fast MPC", Optimal Control Applications & Methods, DOI: 10.1002/​oca.2652, Vol. 41, No. 6, pp. 2282-2307, September 2020.
    BibTeX TR2020-134 PDF
    • @article{Quirynen2020sep,
    • author = {Quirynen, Rien and {Di Cairano}, Stefano},
    • title = {{PRESAS: Block-Structured Preconditioning of Iterative Solvers within a Primal Active-Set Method for fast MPC}},
    • journal = {Optimal Control Applications \& Methods},
    • year = 2020,
    • volume = 41,
    • number = 6,
    • pages = {2282--2307},
    • month = sep,
    • doi = {10.1002/oca.2652},
    • url = {https://www.merl.com/publications/TR2020-134}
    • }
  •  Quirynen, R., Feng, X., Di Cairano, S., "Inexact Adjoint-based SQP Algorithm for Real-Time Stochastic Nonlinear MPC", World Congress of the International Federation of Automatic Control (IFAC), Rolf Findeisen and Sandra Hirche and Klaus Janschek and Martin Mönnigmann, Eds., July 2020, pp. 6529-6535.
    BibTeX TR2020-103 PDF
    • @inproceedings{Quirynen2020jul2,
    • author = {Quirynen, Rien and Feng, Xuhui and {Di Cairano}, Stefano},
    • title = {{Inexact Adjoint-based SQP Algorithm for Real-Time Stochastic Nonlinear MPC}},
    • 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 = {6529--6535},
    • month = jul,
    • publisher = {Elsevier},
    • url = {https://www.merl.com/publications/TR2020-103}
    • }