Publications

467 / 3,705 publications found.


  •  Xu, W., Jones, C., Svetozarevic, B., Laughman, C.R., Chakrabarty, A., "VABO: Violation-Aware Bayesian Optimization for Closed-Loop Control Performance Optimization with Unmodeled Constraints", American Control Conference (ACC), June 2022, pp. 5288-5293.
    BibTeX TR2022-064 PDF
    • @inproceedings{Xu2022jun,
    • author = {Xu, Wenjie and Jones, Colin and Svetozarevic, Bratislav and Laughman, Christopher R. and Chakrabarty, Ankush},
    • title = {VABO: Violation-Aware Bayesian Optimization for Closed-Loop Control Performance Optimization with Unmodeled Constraints},
    • booktitle = {American Control Conference (ACC)},
    • year = 2022,
    • pages = {5288--5293},
    • month = jun,
    • isbn = {978-1-6654-5197-0},
    • url = {https://www.merl.com/publications/TR2022-064}
    • }
  •  Mamakoukas, G., Di Cairano, S., Vinod, A.P., "Robust Model Predictive Control with Data-Driven Koopman Operators", American Control Conference (ACC), June 2022, pp. 3885-3892.
    BibTeX TR2022-054 PDF Video
    • @inproceedings{Mamakoukas2022jun,
    • author = {Mamakoukas, Giorgos and Di Cairano, Stefano and Vinod, Abraham P.},
    • title = {Robust Model Predictive Control with Data-Driven Koopman Operators},
    • booktitle = {American Control Conference (ACC)},
    • year = 2022,
    • pages = {3885--3892},
    • month = jun,
    • url = {https://www.merl.com/publications/TR2022-054}
    • }
  •  Leu, J., Wang, Y., Tomizuka, M., Di Cairano, S., "Autonomous Vehicle Parking in Dynamic Environments: An Integrated System with Prediction and Motion Planning", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/​ICRA46639.2022.9812309, May 2022, pp. 10890-10897.
    BibTeX TR2022-056 PDF
    • @inproceedings{Leu2022may,
    • author = {Leu, Jessica and Wang, Yebin and Tomizuka, Masayoshi and Di Cairano, Stefano},
    • title = {Autonomous Vehicle Parking in Dynamic Environments: An Integrated System with Prediction and Motion Planning},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2022,
    • pages = {10890--10897},
    • month = may,
    • doi = {10.1109/ICRA46639.2022.9812309},
    • url = {https://www.merl.com/publications/TR2022-056}
    • }
  •  Ma, Y., Guo, J., Wang, Y., Chakrabarty, A., Ahn, H., Orlik, P.V., Guan, X., Lu, C., "Optimal Dynamic Transmission Scheduling for Wireless Networked Control Systems", IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, DOI: 10.1109/​TCST.2022.3141581, May 2022.
    BibTeX TR2022-043 PDF
    • @article{Ma2022may,
    • author = {Ma, Yehan and Guo, Jianlin and Wang, Yebin and Chakrabarty, Ankush and Ahn, Heejin and Orlik, Philip V. and Guan, Xinping and Lu, Chenyang},
    • title = {Optimal Dynamic Transmission Scheduling for Wireless Networked Control Systems},
    • journal = {IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY},
    • year = 2022,
    • month = may,
    • doi = {10.1109/TCST.2022.3141581},
    • url = {https://www.merl.com/publications/TR2022-043}
    • }
  •  Mowlavi, S., Benosman, M., Nabi, S., "Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems", International Conference on Learning Representations (ICLR) Workshop, April 2022.
    BibTeX TR2022-042 PDF
    • @inproceedings{Mowlavi2022apr,
    • author = {Mowlavi, Saviz and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems},
    • booktitle = {International Conference on Learning Representations (ICLR) Workshop},
    • year = 2022,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2022-042}
    • }
  •  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}
    • }
  •  Wang, S., Taha, A., Chakrabarty, A., Sela, L., Abokifa, A., "Model Order Reduction for Water Quality Dynamics", Water Resources Research, DOI: 10.1029/​2021WR029856, April 2022.
    BibTeX
    • @article{Wang2022apr,
    • author = {Wang, Shen and Taha, Ahmad and Chakrabarty, Ankush and Sela, Lina and Abokifa, Ahmed},
    • title = {Model Order Reduction for Water Quality Dynamics},
    • journal = {Water Resources Research},
    • year = 2022,
    • month = apr,
    • doi = {10.1029/2021WR029856}
    • }
  •  Rosen, E., Rammohan, S., Jha, D.K., "Learning robot motor skills with mixed reality", International Workshop on Virtual, Augmented, and Mixed-Reality for Human-Robot Interactions (VAM-HRI), March 2022.
    BibTeX TR2022-032 PDF
    • @inproceedings{Rosen2022mar,
    • author = {Rosen, Eric and Rammohan, Sreehari and Jha, Devesh K.},
    • title = {Learning robot motor skills with mixed reality},
    • booktitle = {International Workshop on Virtual, Augmented, and Mixed-Reality for Human-Robot Interactions (VAM-HRI)},
    • year = 2022,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2022-032}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Scalable Bayesian Optimization for Model Calibration: Case Study on Coupled Building and HVAC Dynamics", Energy and Buildings, DOI: 10.1016/​j.enbuild.2021.111460, Vol. 253, pp. 111460, March 2022.
    BibTeX TR2022-030 PDF
    • @article{Chakrabarty2022mar,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Scalable Bayesian Optimization for Model Calibration: Case Study on Coupled Building and HVAC Dynamics},
    • journal = {Energy and Buildings},
    • year = 2022,
    • volume = 253,
    • pages = 111460,
    • month = mar,
    • doi = {10.1016/j.enbuild.2021.111460},
    • url = {https://www.merl.com/publications/TR2022-030}
    • }
  •  Cherian, A., Hori, C., Marks, T.K., Le Roux, J., "(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering", AAAI Conference on Artificial Intelligence, DOI: 10.1609/​aaai.v36i1.19922, February 2022, pp. 444-453.
    BibTeX TR2022-014 PDF Video Presentation
    • @inproceedings{Cherian2022feb,
    • author = {Cherian, Anoop and Hori, Chiori and Marks, Tim K. and Le Roux, Jonathan},
    • title = {(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering},
    • booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
    • year = 2022,
    • pages = {444--453},
    • month = feb,
    • doi = {10.1609/aaai.v36i1.19922},
    • url = {https://www.merl.com/publications/TR2022-014}
    • }
  •  Ke, L., Peng, K.-C., Lyu, S., "Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition", AAAI Conference on Artificial Intelligence, February 2022.
    BibTeX TR2022-015 PDF Presentation
    • @inproceedings{Ke2022feb,
    • author = {Ke, Lipeng and Peng, Kuan-Chuan and Lyu, Siwei},
    • title = {Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition},
    • booktitle = {AAAI Conference on Artificial Intelligence},
    • year = 2022,
    • month = feb,
    • url = {https://www.merl.com/publications/TR2022-015}
    • }
  •  Vijayshankar, S., Chakrabarty, A., Grover, P., Nabi, S., "Co-Design of Reduced-Order Models and Observers from Thermo-Fluid Data", IFAC Journal of Systems and Control, DOI: 10.1016/​j.ifacsc.2021.100181, Vol. 19, pp. 100181, January 2022.
    BibTeX TR2022-009 PDF
    • @article{Vijayshankar2022jan,
    • author = {Vijayshankar, Sanjana and Chakrabarty, Ankush and Grover, Piyush and Nabi, Saleh},
    • title = {Co-Design of Reduced-Order Models and Observers from Thermo-Fluid Data},
    • journal = {IFAC Journal of Systems and Control},
    • year = 2022,
    • volume = 19,
    • pages = 100181,
    • month = jan,
    • doi = {10.1016/j.ifacsc.2021.100181},
    • url = {https://www.merl.com/publications/TR2022-009}
    • }
  •  Berntorp, K., Chakrabarty, A., Di Cairano, S., "Vehicle Rollover Avoidance by Parameter-Adaptive Reference Governor", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC45484.2021.9683770, December 2021, pp. 635-640.
    BibTeX TR2021-151 PDF
    • @inproceedings{Berntorp2021dec,
    • author = {Berntorp, Karl and Chakrabarty, Ankush and Di Cairano, Stefano},
    • title = {Vehicle Rollover Avoidance by Parameter-Adaptive Reference Governor},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2021,
    • pages = {635--640},
    • month = dec,
    • doi = {10.1109/CDC45484.2021.9683770},
    • url = {https://www.merl.com/publications/TR2021-151}
    • }
  •  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}
    • }
  •  Raghunathan, A., "Homogeneous Formulation of Convex Quadratic Programs for Infeasibility Detection", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC45484.2021.9682847, December 2021, pp. 968-973.
    BibTeX TR2021-150 PDF
    • @inproceedings{Raghunathan2021dec,
    • author = {Raghunathan, Arvind},
    • title = {Homogeneous Formulation of Convex Quadratic Programs for Infeasibility Detection},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2021,
    • pages = {968--973},
    • month = dec,
    • doi = {10.1109/CDC45484.2021.9682847},
    • issn = {2576-2370},
    • isbn = {978-1-6654-3659-5},
    • url = {https://www.merl.com/publications/TR2021-150}
    • }
  •  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}
    • }
  •  Chakrabarty, A., Bortoff, S.A., Laughman, C.R., "Simulation Failure Robust Bayesian Optimization for Estimating Black-Box Model Parameters", IEEE International Conference on Systems, Man, and Cybernetics (SMC), DOI: 10.1109/​SMC52423.2021.9658893, October 2021.
    BibTeX TR2021-128 PDF Video
    • @inproceedings{Chakrabarty2021oct2,
    • author = {Chakrabarty, Ankush and Bortoff, Scott A. and Laughman, Christopher R.},
    • title = {Simulation Failure Robust Bayesian Optimization for Estimating Black-Box Model Parameters},
    • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
    • year = 2021,
    • month = oct,
    • doi = {10.1109/SMC52423.2021.9658893},
    • url = {https://www.merl.com/publications/TR2021-128}
    • }
  •  Li, S., Qiao, H., "Development of a fast fluid dynamics model based on PISO algorithm for simulating indoor airflow", ASME - Summer Heat Transfer Conference, DOI: HT2021-63909, September 2021.
    BibTeX TR2021-120 PDF
    • @inproceedings{Li2021sep,
    • author = {Li, Sibo and Qiao, Hongtao},
    • title = {Development of a fast fluid dynamics model based on PISO algorithm for simulating indoor airflow},
    • booktitle = {ASME - Summer Heat Transfer Conference},
    • year = 2021,
    • month = sep,
    • doi = {HT2021-63909},
    • url = {https://www.merl.com/publications/TR2021-120}
    • }
  •  Leonard, E., Qiao, H., Nabi, S., "A Comparison of Interpolation Methods in Fast Fluid Dynamics", International High Performance Buildings Conference, September 2021.
    BibTeX TR2021-118 PDF
    • @inproceedings{Leonard2021sep,
    • author = {Leonard, Eric and Qiao, Hongtao and Nabi, Saleh},
    • title = {A Comparison of Interpolation Methods in Fast Fluid Dynamics},
    • booktitle = {International High Performance Buildings Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-118}
    • }
  •  Rackauckas, C., Anantharaman, R., Edelman, A., Gowda, S., Gwozdz, M., Jain, A., Laughman, C.R., Ma, Y., Martinuzzi, F., Pal, A., Rajput, U., Saba, E., Shah, V., "Composing Modeling and Simulation with Machine Learning in Julia", International Modelica Conference, Martin Sjölund, Lena Buffoni, Adrian Pop, and Lennart Ochel, Eds., DOI: 10.3384/​ecp2118197, September 2021, pp. 97-107.
    BibTeX TR2021-114 PDF
    • @inproceedings{Rackauckas2021sep,
    • author = {{Rackauckas, Chris and Anantharaman, Ranjan and Edelman, Alan and Gowda, Shashi and Gwozdz, Maja and Jain, Anand and Laughman, Christopher R. and Ma, Yingbo and Martinuzzi, Francesco and Pal, Avik and Rajput, Utkarsh and Saba, Elliot and Shah, Viral}},
    • title = {Composing Modeling and Simulation with Machine Learning in Julia},
    • booktitle = {International Modelica Conference},
    • year = 2021,
    • editor = {Martin Sjölund, Lena Buffoni, Adrian Pop, and Lennart Ochel},
    • pages = {97--107},
    • month = sep,
    • publisher = {Linköping Electronic Press},
    • doi = {10.3384/ecp2118197},
    • issn = {1650-3740},
    • isbn = {978-91-7929-027-6},
    • url = {https://www.merl.com/publications/TR2021-114}
    • }
  •  Hu, W., Pang, J., Liu, X., Tian, D., Lin, C.-W., Vetro, A., "Graph Signal Processing for Geometric Data and Beyond: Theory and Applications", IEEE Transactions on Multimedia, DOI: 10.1109/​TMM.2021.3111440, Vol. 24, pp. 3961-3977, September 2021.
    BibTeX TR2021-121 PDF
    • @article{Hu2021oct,
    • author = {Hu, Wei and Pang, Jiahao and Liu, Xianming and Tian, Dong and Lin, Chia-Wen and Vetro, Anthony},
    • title = {Graph Signal Processing for Geometric Data and Beyond: Theory and Applications},
    • journal = {IEEE Transactions on Multimedia},
    • year = 2021,
    • volume = 24,
    • pages = {3961--3977},
    • month = sep,
    • doi = {10.1109/TMM.2021.3111440},
    • issn = {1941-0077},
    • url = {https://www.merl.com/publications/TR2021-121}
    • }
  •  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}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization", Building Simulation Conference 2021, September 2021.
    BibTeX TR2021-105 PDF Video
    • @inproceedings{Chakrabarty2021sep,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization},
    • booktitle = {Building Simulation Conference 2021},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-105}
    • }
  •  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}
    • }