Publications

65 / 3,739 publications found.


  •  Chakrabarty, A., Wichern, G., Laughman, C.R., "ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins", International Conference on Machine Learning (ICML), July 2021.
    BibTeX TR2021-086 PDF
    • @inproceedings{Chakrabarty2021jul,
    • author = {Chakrabarty, Ankush and Wichern, Gordon and Laughman, Christopher R.},
    • title = {ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-086}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Benosman, M., Chakrabarty, A., Borggaard, J., "Reinforcement Learning-based Model Reduction for Partial Differential Equations", 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.2020.12.1515, June 2020, pp. 7704-7709.
    BibTeX TR2020-076 PDF
    • @inproceedings{Benosman2020jun,
    • author = {Benosman, Mouhacine and Chakrabarty, Ankush and Borggaard, Jeff},
    • title = {Reinforcement Learning-based Model Reduction for Partial Differential Equations},
    • 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 = {7704--7709},
    • month = jun,
    • publisher = {Elsevier},
    • doi = {10.1016/j.ifacol.2020.12.1515},
    • url = {https://www.merl.com/publications/TR2020-076}
    • }
  •  Chakrabarty, A., Zemouche, A., Rajamani, R., Benosman, M., "Robust Data-Driven Neuro-Adaptive Observers With Lipschitz Activation Functions", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9029394, December 2019, pp. 2862-2867.
    BibTeX TR2019-149 PDF
    • @inproceedings{Chakrabarty2019dec,
    • author = {Chakrabarty, Ankush and Zemouche, Ali and Rajamani, Rajesh and Benosman, Mouhacine},
    • title = {Robust Data-Driven Neuro-Adaptive Observers With Lipschitz Activation Functions},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {2862--2867},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9029394},
    • url = {https://www.merl.com/publications/TR2019-149}
    • }
  •  Kalabić, U., Chakrabarty, A., Quirynen, R., Di Cairano, S., "Learning autonomous vehicle passengers’ preferred driving styles using g-g plots and haptic feedback", IEEE Intelligent Transportation Systems Conference (ITSC), DOI: 10.1109/​ITSC.2019.8917328, October 2019, pp. 4012-4017.
    BibTeX TR2019-115 PDF
    • @inproceedings{Kalabic2019oct,
    • author = {Kalabić, Uroš and Chakrabarty, Ankush and Quirynen, Rien and Di Cairano, Stefano},
    • title = {Learning autonomous vehicle passengers’ preferred driving styles using g-g plots and haptic feedback},
    • booktitle = {Proc. IEEE Intelligent Transportation Systems Conf.},
    • year = 2019,
    • pages = {4012--4017},
    • month = oct,
    • doi = {10.1109/ITSC.2019.8917328},
    • url = {https://www.merl.com/publications/TR2019-115}
    • }
  •  Wang, Y., Chakrabarty, A., Zhou, M., Zhang, J., "Near-optimal control of motor drives via approximate dynamic programming", IEEE International Conference on Systems, Man, and Cybernetics, DOI: 10.1109/​SMC.2019.8914595, October 2019, pp. 3679-3686.
    BibTeX TR2019-116 PDF
    • @inproceedings{Wang2019oct,
    • author = {Wang, Yebin and Chakrabarty, Ankush and Zhou, Mengchu and Zhang, Jinyun},
    • title = {Near-optimal control of motor drives via approximate dynamic programming},
    • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics},
    • year = 2019,
    • pages = {3679--3686},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/SMC.2019.8914595},
    • url = {https://www.merl.com/publications/TR2019-116}
    • }
  •  Chakrabarty, A., Jha, D.K., Wang, Y., "Data-Driven Control Policies for Partially Known Systems via Kernelized Lipschitz Learning", American Control Conference (ACC), DOI: 10.23919/​ACC.2019.8815325, July 2019, pp. 4192-4197.
    BibTeX TR2019-047 PDF
    • @inproceedings{Chakrabarty2019jul,
    • author = {Chakrabarty, Ankush and Jha, Devesh K. and Wang, Yebin},
    • title = {Data-Driven Control Policies for Partially Known Systems via Kernelized Lipschitz Learning},
    • booktitle = {American Control Conference (ACC)},
    • year = 2019,
    • pages = {4192--4197},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC.2019.8815325},
    • url = {https://www.merl.com/publications/TR2019-047}
    • }
  •  Chakrabarty, A., Quirynen, R., Danielson, C., Gao, W., "Approximate Dynamic Programming For Linear Systems with State and Input Constraints", European Control Conference (ECC), DOI: 10.23919/​ECC.2019.8795815, June 2019.
    BibTeX TR2019-059 PDF
    • @inproceedings{Chakrabarty2019jun,
    • author = {Chakrabarty, Ankush and Quirynen, Rien and Danielson, Claus and Gao, Weinan},
    • title = {Approximate Dynamic Programming For Linear Systems with State and Input Constraints},
    • booktitle = {European Control Conference (ECC)},
    • year = 2019,
    • month = jun,
    • doi = {10.23919/ECC.2019.8795815},
    • url = {https://www.merl.com/publications/TR2019-059}
    • }
  •  Ma, Y., Guo, J., Wang, Y., Chakrabarty, A., Ahn, H., Orlik, P.V., Lu, C., "Optimal Dynamic Scheduling of Wireless Networked Control Systems", ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS), DOI: 10.1145/​3302509.3311040, May 2019, pp. 77-86.
    BibTeX TR2019-022 PDF
    • @inproceedings{Ma2019may,
    • author = {Ma, Yehan and Guo, Jianlin and Wang, Yebin and Chakrabarty, Ankush and Ahn, Heejin and Orlik, Philip V. and Lu, Chenyang},
    • title = {Optimal Dynamic Scheduling of Wireless Networked Control Systems},
    • booktitle = {ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS)},
    • year = 2019,
    • pages = {77--86},
    • month = may,
    • publisher = {ACM},
    • doi = {10.1145/3302509.3311040},
    • url = {https://www.merl.com/publications/TR2019-022}
    • }
  •  Chakrabarty, A., Raghunathan, A.U., Di Cairano, S., Danielson, C., "Data-Driven Estimation of Reachable and Invariant Sets for Unmodeled Systems via Active Learning", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC.2018.8619646, December 2018.
    BibTeX TR2018-187 PDF
    • @inproceedings{Chakrabarty2018dec,
    • author = {Chakrabarty, Ankush and Raghunathan, Arvind and Di Cairano, Stefano and Danielson, Claus},
    • title = {Data-Driven Estimation of Reachable and Invariant Sets for Unmodeled Systems via Active Learning},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2018,
    • month = dec,
    • doi = {10.1109/CDC.2018.8619646},
    • url = {https://www.merl.com/publications/TR2018-187}
    • }