- Bonzanini, A.D., Mesbah, A., Di Cairano, S., "On the Stability Properties of Perception-aware Chance-constrained MPC in Uncertain Environments", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC45484.2021.9682990, December 2021.
BibTeX TR2021-145 PDF- @inproceedings{Bonzanini2021dec,
- author = {Bonzanini, Angelo Domenico and Mesbah, Ali and Di Cairano, Stefano},
- title = {On the Stability Properties of Perception-aware Chance-constrained MPC in Uncertain Environments},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2021,
- month = dec,
- doi = {10.1109/CDC45484.2021.9682990},
- url = {https://www.merl.com/publications/TR2021-145}
- }
- Johnson, R.S., Di Cairano, S., Sanfelice, R., "Parameter Estimation using Hybrid Gradient Descent", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC45484.2021.9682794, December 2021.
BibTeX TR2021-146 PDF- @inproceedings{Johnson2021dec,
- author = {Johnson, Ryan S. and Di Cairano, Stefano and Sanfelice, Ricardo},
- title = {Parameter Estimation using Hybrid Gradient Descent},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2021,
- month = dec,
- doi = {10.1109/CDC45484.2021.9682794},
- url = {https://www.merl.com/publications/TR2021-146}
- }
- Chen, D., Danielson, C., Di Cairano, S., "A Predictive Controller for Drivability and Comfort in Multi-Motor Electric Vehicles", IFAC Modeling, Estimation and Control Conference (MECC), DOI: 10.1016/j.ifacol.2021.11.245, October 2021, pp. 650-656.
BibTeX TR2021-133 PDF- @inproceedings{Chen2021oct,
- author = {Chen, Di and Danielson, Claus and Di Cairano, Stefano},
- title = {A Predictive Controller for Drivability and Comfort in Multi-Motor Electric Vehicles},
- booktitle = {IFAC Modeling, Estimation and Control Conference (MECC)},
- year = 2021,
- pages = {650--656},
- month = oct,
- publisher = {Elsevier},
- doi = {10.1016/j.ifacol.2021.11.245},
- url = {https://www.merl.com/publications/TR2021-133}
- }
- 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}
- }
- Menner, M., Di Cairano, S., "Kernel Regression for Energy-Optimal Control of Fully Electric Vehicles", IEEE Vehicle Power and Propulsion Conference, DOI: 10.1109/VPPC53923.2021.9699361, October 2021, pp. 1-6.
BibTeX TR2021-132 PDF- @inproceedings{Menner2021oct,
- author = {Menner, Marcel and Di Cairano, Stefano},
- title = {Kernel Regression for Energy-Optimal Control of Fully Electric Vehicles},
- booktitle = {IEEE Vehicle Power and Propulsion Conference},
- year = 2021,
- pages = {1--6},
- month = oct,
- doi = {10.1109/VPPC53923.2021.9699361},
- url = {https://www.merl.com/publications/TR2021-132}
- }
- 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}
- }
- 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}
- }
- Tanaka, R., Nabi, S., Nonaka, M., "Airflow Optimization for Room Air Conditioners", Building Simulation 2021 Conference, September 2021.
BibTeX TR2021-106 PDF- @inproceedings{Tanaka2021sep,
- author = {Tanaka, Ryuta and Nabi, Saleh and Nonaka, Mio},
- title = {Airflow Optimization for Room Air Conditioners},
- booktitle = {Building Simulation 2021 Conference},
- year = 2021,
- month = sep,
- url = {https://www.merl.com/publications/TR2021-106}
- }
- Chakrabarty, A., Benosman, M., "Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization", Automatica, DOI: 10.1016/j.automatica.2021.109860, August 2021.
BibTeX TR2021-101 PDF- @article{Chakrabarty2021aug,
- author = {Chakrabarty, Ankush and Benosman, Mouhacine},
- title = {Safe Learning-based Observers for Unknown Nonlinear Systems using Bayesian Optimization},
- journal = {Automatica},
- year = 2021,
- month = aug,
- doi = {10.1016/j.automatica.2021.109860},
- url = {https://www.merl.com/publications/TR2021-101}
- }
- 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}
- }
- 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), DOI: 10.1109/CCTA48906.2021.9659142, 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,
- doi = {10.1109/CCTA48906.2021.9659142},
- url = {https://www.merl.com/publications/TR2021-090}
- }
- Menner, M., Berntorp, K., Di Cairano, S., "A Kalman Filter for Online Calibration of Optimal Controllers", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/CCTA48906.2021.9658684, August 2021, pp. 441-446.
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,
- pages = {441--446},
- month = aug,
- doi = {10.1109/CCTA48906.2021.9658684},
- url = {https://www.merl.com/publications/TR2021-091}
- }
- 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}
- }
- 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), DOI: 10.23919/ECC54610.2021.9654429, June 2021.
BibTeX TR2021-068 PDF Video- @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,
- publisher = {IEEE},
- doi = {10.23919/ECC54610.2021.9654429},
- isbn = {978-9-4638-4236-5},
- url = {https://www.merl.com/publications/TR2021-068}
- }
- Fang, H., Haile, M., Wang, Y., "Robust Extended Kalman Filtering for Systems with Measurement Outliers", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2021.3077535, Vol. 30, No. 2, pp. 795-802, May 2021.
BibTeX TR2021-078 PDF- @article{Fang2021may,
- author = {Fang, Huazhen and Haile, Mulugeta and Wang, Yebin},
- title = {Robust Extended Kalman Filtering for Systems with Measurement Outliers},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2021,
- volume = 30,
- number = 2,
- pages = {795--802},
- month = may,
- doi = {10.1109/TCST.2021.3077535},
- url = {https://www.merl.com/publications/TR2021-078}
- }
- Dai, S., Wang, Y., "Long-Horizon Motion Planning for Autonomous Vehicle Parking Incorporating Incomplete Map Information", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/ICRA48506.2021.9562101, May 2021, pp. 8135-8142.
BibTeX TR2021-062 PDF- @inproceedings{Dai2021may,
- author = {Dai, Siyu and Wang, Yebin},
- title = {Long-Horizon Motion Planning for Autonomous Vehicle Parking Incorporating Incomplete Map Information},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2021,
- pages = {8135--8142},
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICRA48506.2021.9562101},
- url = {https://www.merl.com/publications/TR2021-062}
- }
- 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}
- }
- Aguilar Marsillach, D., Di Cairano, S., Kalabic, U., Weiss, A., "Fail-Safe Spacecraft Rendezvous on Near-Rectilinear Halo Orbits", American Control Conference (ACC), DOI: 10.23919/ACC50511.2021.9483328, May 2021, pp. 2980-2985.
BibTeX TR2021-054 PDF- @inproceedings{AguilarMarsillach2021may,
- author = {Aguilar Marsillach, Daniel and Di Cairano, Stefano and Kalabic, Uros and Weiss, Avishai},
- title = {Fail-Safe Spacecraft Rendezvous on Near-Rectilinear Halo Orbits},
- booktitle = {American Control Conference (ACC)},
- year = 2021,
- pages = {2980--2985},
- month = may,
- publisher = {IEEE},
- doi = {10.23919/ACC50511.2021.9483328},
- issn = {2378-5861},
- isbn = {978-1-6654-4197-1},
- url = {https://www.merl.com/publications/TR2021-054}
- }
- 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), DOI: 10.23919/ACC50511.2021.9483251, May 2021, pp. 160-165.
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,
- pages = {160--165},
- month = may,
- doi = {10.23919/ACC50511.2021.9483251},
- url = {https://www.merl.com/publications/TR2021-058}
- }
- Bonzanini, A.D., Mesbah, A., Di Cairano, S., "Perception-Aware Chance-Constrained Model Predictive Control for Uncertain Environments", American Control Conference (ACC), DOI: 10.23919/ACC50511.2021.9483203, May 2021.
BibTeX TR2021-055 PDF- @inproceedings{Bonzanini2021may,
- author = {Bonzanini, Angelo Domenico and Mesbah, Ali and Di Cairano, Stefano},
- title = {Perception-Aware Chance-Constrained Model Predictive Control for Uncertain Environments},
- booktitle = {American Control Conference (ACC)},
- year = 2021,
- month = may,
- publisher = {IEEE},
- doi = {10.23919/ACC50511.2021.9483203},
- url = {https://www.merl.com/publications/TR2021-055}
- }
- Kalur, A., Nabi, S., Benosman, M., "Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations", American Control Conference (ACC), DOI: 10.23919/ACC50511.2021.9483319, May 2021, pp. 4497-4502.
BibTeX TR2021-059 PDF- @inproceedings{Kalur2021may,
- author = {Kalur, Aniketh and Nabi, Saleh and Benosman, Mouhacine},
- title = {Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations},
- booktitle = {American Control Conference (ACC)},
- year = 2021,
- pages = {4497--4502},
- month = may,
- publisher = {IEEE},
- doi = {10.23919/ACC50511.2021.9483319},
- issn = {2378-5861},
- isbn = {978-1-7281-9704-3},
- url = {https://www.merl.com/publications/TR2021-059}
- }
- 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}
- }
- Lin, C., Ma, Y., Sels, D., "Optimal Control for Quantum Metrology via Pontryagin's principle", Physical Review, DOI: 10.1103/PhysRevA.103.052607, Vol. 103, No. 5, pp. 052607, May 2021.
BibTeX TR2021-067 PDF- @article{Lin2021may,
- author = {Lin, Chungwei and Ma, Yanting and Sels, Dries},
- title = {Optimal Control for Quantum Metrology via Pontryagin's principle},
- journal = {Physical Review},
- year = 2021,
- volume = 103,
- number = 5,
- pages = 052607,
- month = may,
- doi = {10.1103/PhysRevA.103.052607},
- url = {https://www.merl.com/publications/TR2021-067}
- }
- Kalabic, U., Weiss, A., Chiu, M., "Orbit Verification of Small Sat Constellations", IEEE International Conference on Blockchain and Cryptocurrency (ICBC), DOI: 10.1109/ICBC51069.2021.9461065, May 2021.
BibTeX TR2021-040 PDF- @inproceedings{Kalabic2021may,
- author = {Kalabic, Uros and Weiss, Avishai and Chiu, Michael},
- title = {Orbit Verification of Small Sat Constellations},
- booktitle = {IEEE International Conference on Blockchain and Cryptocurrency (ICBC)},
- year = 2021,
- month = may,
- doi = {10.1109/ICBC51069.2021.9461065},
- url = {https://www.merl.com/publications/TR2021-040}
- }
- Koga, S., Benosman, M., Borggaard, J., "Extremum Seeking-Based Observer Design for Reduced Order Models of Coupled Thermal and Fluid Systems", International Journal of Adaptive Control and Signal Processing, DOI: 10.1002/acs.3252, April 2021.
BibTeX TR2021-065 PDF- @article{Koga2021apr,
- author = {Koga, Shumon and Benosman, Mouhacine and Borggaard, Jeff},
- title = {Extremum Seeking-Based Observer Design for Reduced Order Models of Coupled Thermal and Fluid Systems},
- journal = {International Journal of Adaptive Control and Signal Processing},
- year = 2021,
- month = apr,
- doi = {10.1002/acs.3252},
- url = {https://www.merl.com/publications/TR2021-065}
- }