- Poveda, J., Benosman, M., Vamvoudakis, K., "Data-Enabled Extremum Seeking: A Cooperative Concurrent Learning-Based Approach", International Journal of Adaptive Control and Signal Processing, December 2020.
BibTeX TR2020-180 PDF- @article{Poveda2020dec,
- author = {Poveda, Jorge and Benosman, Mouhacine and Vamvoudakis, Kyriakos},
- title = {Data-Enabled Extremum Seeking: A Cooperative Concurrent Learning-Based Approach},
- journal = {International Journal of Adaptive Control and Signal Processing},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-180}
- }
- Benosman, M., Borggaard, J., "Data-Driven Robust State Estimation for Reduced-Order Models of 2D Boussinesq Equations with Parametric Uncertainties", Journal of Computers and Fluids, December 2020.
BibTeX TR2020-177 PDF- @article{Benosman2020dec,
- author = {Benosman, Mouhacine and Borggaard, Jeff},
- title = {Data-Driven Robust State Estimation for Reduced-Order Models of 2D Boussinesq Equations with Parametric Uncertainties},
- journal = {Journal of Computers and Fluids},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-177}
- }
- Kalur, A., Benosman, M., Nabi, S., "Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control", American Physical Society, Division of Fluid Dynamics, December 2020.
BibTeX - @inproceedings{Kalur2020dec,
- author = {Kalur, Aniketh and Benosman, Mouhacine and Nabi, Saleh},
- title = {Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control},
- booktitle = {American Physical Society, Division of Fluid Dynamics},
- year = 2020,
- month = dec
- }
- Romeres, D., Amadio, F., Dalla Libera, A., Nikovski, D.N., Carli, R., "Model-based Policy Search for Partially Measurable Systems", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
BibTeX TR2020-174 PDF- @inproceedings{Romeres2020dec2,
- author = {Romeres, Diego and Amadio, Fabio and Dalla Libera, Alberto and Nikovski, Daniel N. and Carli, Ruggero},
- title = {Model-based Policy Search for Partially Measurable Systems},
- booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-174}
- }
- Romeres, D., Dalla Libera, A., Amadio, F., Carli, R., "Feedback Linearization Robot Control based on Gaussian Process Inverse Dynamics Model", Conferenza Italiana di Robotica e Macchine Intelligenti, December 2020.
BibTeX TR2020-173 PDF- @inproceedings{Romeres2020dec,
- author = {Romeres, Diego and Dalla Libera, Alberto and Amadio, Fabio and Carli, Ruggero},
- title = {Feedback Linearization Robot Control based on Gaussian Process Inverse Dynamics Model},
- booktitle = {Conferenza Italiana di Robotica e Macchine Intelligenti},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-173}
- }
- Bortoff, S.A., Okasha, A., "Modelica-Based Control of A Delta Robot", ASME Dynamic Systems and Control Conference, DOI: 10.1115/DSCC2020-3158, December 2020.
BibTeX TR2020-154 PDF- @inproceedings{Bortoff2020dec,
- author = {Bortoff, Scott A. and Okasha, Ahmed},
- title = {Modelica-Based Control of A Delta Robot},
- booktitle = {ASME Dynamic Systems and Control Conference},
- year = 2020,
- month = dec,
- doi = {10.1115/DSCC2020-3158},
- url = {https://www.merl.com/publications/TR2020-154}
- }
- Anantharaman, R., Ma, Y., Gowda, S., Laughman, C.R., Shah, V., Edelman, A., Rackauckas, C., "Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
BibTeX TR2020-169 PDF- @inproceedings{Anantharaman2020dec,
- author = {Anantharaman, Ranjan and Ma, Yingbo and Gowda, Shashi and Laughman, Christopher R. and Shah, Viral and Edelman, Alan and Rackauckas, Chris},
- title = {Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks},
- booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
- year = 2020,
- month = dec,
- url = {https://www.merl.com/publications/TR2020-169}
- }
- 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}
- }
- Chakrabarty, A., Raghunathan, A., Di Cairano, S., Danielson, C., "Active Learning for Estimating Reachable Sets for Systems with Unknown Dynamics", IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2020.3000966, December 2020.
BibTeX TR2020-164 PDF- @article{Chakrabarty2020dec,
- author = {Chakrabarty, Ankush and Raghunathan, Arvind and Di Cairano, Stefano and Danielson, Claus},
- title = {Active Learning for Estimating Reachable Sets for Systems with Unknown Dynamics},
- journal = {IEEE Transactions on Cybernetics},
- year = 2020,
- month = dec,
- doi = {10.1109/TCYB.2020.3000966},
- url = {https://www.merl.com/publications/TR2020-164}
- }
- Lin, C., Sels, D., Ma, Y., Wang, Y., "Stochastic optimal control formalism for an open quantum system", Physical Review, DOI: 10.1103/PhysRevA.102.052605, Vol. 102, pp. 052605, December 2020.
BibTeX TR2020-163 PDF- @article{Lin2020dec,
- author = {Lin, Chungwei and Sels, Dries and Ma, Yanting and Wang, Yebin},
- title = {Stochastic optimal control formalism for an open quantum system},
- journal = {Physical Review},
- year = 2020,
- volume = 102,
- pages = 052605,
- month = dec,
- doi = {10.1103/PhysRevA.102.052605},
- url = {https://www.merl.com/publications/TR2020-163}
- }
- Ota, K., Jha, D.K., Onishi, T., Kanezaki, A., Yoshiyasu, Y., Mariyama, T., Nikovski, D.N., "Deep Reactive Planning in Dynamic Environments", Conference on Robot Learning (CoRL), Kober, Jens and Ramos, Fabio and Tomlin, Calire, Eds., November 2020, pp. 1943-1957.
BibTeX TR2020-144 PDF Video- @inproceedings{Ota2020nov2,
- author = {Ota, Kei and Jha, Devesh K. and Onishi, Tadashi and Kanezaki, Asako and Yoshiyasu, Yusuke and Mariyama, Toshisada and Nikovski, Daniel N.},
- title = {Deep Reactive Planning in Dynamic Environments},
- booktitle = {Conference on Robot Learning (CoRL)},
- year = 2020,
- editor = {Kober, Jens and Ramos, Fabio and Tomlin, Calire},
- pages = {1943--1957},
- month = nov,
- publisher = {Proceedings of Machine Learning Research},
- url = {https://www.merl.com/publications/TR2020-144}
- }
- 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}
- }
- Seetharaman, P., Wichern, G., Pardo, B., Le Roux, J., "Autoclip: Adaptive Gradient Clipping For Source Separation Networks", IEEE International Workshop on Machine Learning for Signal Processing (MLSP), DOI: 10.1109/MLSP49062.2020.9231926, September 2020.
BibTeX TR2020-132 PDF- @inproceedings{Seetharaman2020sep,
- author = {Seetharaman, Prem and Wichern, Gordon and Pardo, Bryan and Le Roux, Jonathan},
- title = {Autoclip: Adaptive Gradient Clipping For Source Separation Networks},
- booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
- year = 2020,
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/MLSP49062.2020.9231926},
- url = {https://www.merl.com/publications/TR2020-132}
- }
- Chakrabarty, A., Danielson, C., Wang, Y., "Data-Driven Optimal Tracking with Constrained Approximate Dynamic Programming for Servomotor Systems", IEEE Conference on Control Technology and Applications, DOI: 10.1109/CCTA41146.2020.9206315, August 2020, pp. 352-357.
BibTeX TR2020-116 PDF- @inproceedings{Chakrabarty2020aug,
- author = {Chakrabarty, Ankush and Danielson, Claus and Wang, Yebin},
- title = {Data-Driven Optimal Tracking with Constrained Approximate Dynamic Programming for Servomotor Systems},
- booktitle = {IEEE Conference on Control Technology and Applications},
- year = 2020,
- pages = {352--357},
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/CCTA41146.2020.9206315},
- url = {https://www.merl.com/publications/TR2020-116}
- }
- Wang, Y., Satake, A., Furutani, S., Sano, S., "Stable Adaptive Estimation for Speed-sensorless Induction Motor Drives: A Geometric Approach", International Conference on Electrical Machines (ICEM), DOI: 10.1109/ICEM49940.2020.9270926, August 2020, pp. 1232-1238.
BibTeX TR2020-122 PDF- @inproceedings{Wang2020aug,
- author = {Wang, Yebin and Satake, Akira and Furutani, Shinichi and Sano, Sota},
- title = {Stable Adaptive Estimation for Speed-sensorless Induction Motor Drives: A Geometric Approach},
- booktitle = {International Conference on Electrical Machines (ICEM)},
- year = 2020,
- pages = {1232--1238},
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/ICEM49940.2020.9270926},
- url = {https://www.merl.com/publications/TR2020-122}
- }
- Zhou, L., Wang, Y., "Improve Speed Estimation for Speed-Sensorless Induction Machines: A Variable Adaptation Gain and Feedforward Approach", International Conference on Electrical Machines (ICEM), DOI: 10.1109/ICEM49940.2020.9270821, August 2020, pp. 1150-1156.
BibTeX TR2020-123 PDF- @inproceedings{Zhou2020aug,
- author = {Zhou, Lei and Wang, Yebin},
- title = {Improve Speed Estimation for Speed-Sensorless Induction Machines: A Variable Adaptation Gain and Feedforward Approach},
- booktitle = {International Conference on Electrical Machines (ICEM)},
- year = 2020,
- pages = {1150--1156},
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/ICEM49940.2020.9270821},
- url = {https://www.merl.com/publications/TR2020-123}
- }
- Cherian, A., Chatterjee, M., Ahuja, N., "Sound2Sight: Generating Visual Dynamics from Sound and Context", European Conference on Computer Vision (ECCV), Vedaldi, A. and Bischof, H. and Brox, Th. and Frahm, J.-M., Eds., August 2020.
BibTeX TR2020-121 PDF Software- @inproceedings{Cherian2020aug,
- author = {Cherian, Anoop and Chatterjee, Moitreya and Ahuja, Narendra},
- title = {Sound2Sight: Generating Visual Dynamics from Sound and Context},
- booktitle = {European Conference on Computer Vision (ECCV)},
- year = 2020,
- editor = {Vedaldi, A. and Bischof, H. and Brox, Th. and Frahm, J.-M.},
- month = aug,
- publisher = {Springer},
- url = {https://www.merl.com/publications/TR2020-121}
- }
- 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}
- }
- Chakrabarty, A., Jha, D.K., Buzzard, G.T., Wang, Y., Vamvoudakis, K., "Safe Approximate Dynamic Programming via Kernelized Lipschitz Estimation", IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2020.2978805, July 2020.
BibTeX TR2020-108 PDF- @article{Chakrabarty2020jul2,
- author = {Chakrabarty, Ankush and Jha, Devesh K. and Buzzard, Gregery T. and Wang, Yebin and Vamvoudakis, Kyriakos},
- title = {Safe Approximate Dynamic Programming via Kernelized Lipschitz Estimation},
- journal = {IEEE Transactions on Neural Networks and Learning Systems},
- year = 2020,
- month = jul,
- doi = {10.1109/TNNLS.2020.2978805},
- url = {https://www.merl.com/publications/TR2020-108}
- }
- Romero, O., Benosman, M., "Finite-Time Convergence in Continuous-Time Optimization", International Conference on Machine Learning (ICML), July 2020.
BibTeX TR2020-100 PDF- @inproceedings{Romero2020jul,
- author = {Romero, Orlando and Benosman, Mouhacine},
- title = {Finite-Time Convergence in Continuous-Time Optimization},
- booktitle = {International Conference on Machine Learning},
- year = 2020,
- month = jul,
- url = {https://www.merl.com/publications/TR2020-100}
- }
- 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}
- }
- Vijayshankar, S., Nabi, S., Chakrabarty, A., Grover, P., Benosman, M., "Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow", American Control Conference (ACC), DOI: 10.23919/ACC45564.2020.9147823, July 2020, pp. 2351-2356.
BibTeX TR2020-091 PDF- @inproceedings{Vijayshankar2020jul,
- author = {Vijayshankar, Sanjana and Nabi, Saleh and Chakrabarty, Ankush and Grover, Piyush and Benosman, Mouhacine},
- title = {Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow},
- booktitle = {American Control Conference (ACC)},
- year = 2020,
- pages = {2351--2356},
- month = jul,
- publisher = {IEEE},
- doi = {10.23919/ACC45564.2020.9147823},
- issn = {2378-5861},
- isbn = {978-1-5386-8266-1},
- url = {https://www.merl.com/publications/TR2020-091}
- }
- 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}
- }
- Danielson, C., Di Cairano, S., "A Reference Governor for Wheel-Slip Prevention in Railway Vehicles with Pneumatic Brakes", American Control Conference (ACC), DOI: 10.23919/ACC45564.2020.9147647, June 2020.
BibTeX TR2020-087 PDF- @inproceedings{Danielson2020jun,
- author = {Danielson, Claus and Di Cairano, Stefano},
- title = {A Reference Governor for Wheel-Slip Prevention in Railway Vehicles with Pneumatic Brakes},
- booktitle = {American Control Conference (ACC)},
- year = 2020,
- month = jun,
- publisher = {IEEE},
- doi = {10.23919/ACC45564.2020.9147647},
- url = {https://www.merl.com/publications/TR2020-087}
- }
- Quirynen, R., Hespanhol, P., "Adjoint-based SQP Method with Block-wise quasi-Newton Jacobian Updates for Nonlinear Optimal Control", Journal of Optimization Methods and Software, DOI: 10.1080/10556788.2019.1653869, June 2020.
BibTeX TR2020-086 PDF- @article{Quirynen2020jun,
- author = {Quirynen, Rien and Hespanhol, Pedro},
- title = {Adjoint-based SQP Method with Block-wise quasi-Newton Jacobian Updates for Nonlinear Optimal Control},
- journal = {Journal of Optimization Methods and Software},
- year = 2020,
- month = jun,
- doi = {10.1080/10556788.2019.1653869},
- url = {https://www.merl.com/publications/TR2020-086}
- }