Publications

461 / 3,666 publications found.


  •  Raghunathan, A., Jha, D.K., Romeres, D., "Homogeneous Infeasible Interior Point Method for Convex Quadratic Programs", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC51059.2022.9992979, December 2022, pp. 7571-7578.
    BibTeX TR2022-157 PDF
    • @inproceedings{Raghunathan2022dec,
    • author = {Raghunathan, Arvind and Jha, Devesh K. and Romeres, Diego},
    • title = {Homogeneous Infeasible Interior Point Method for Convex Quadratic Programs},
    • booktitle = {IEEE 61st Conference on Decision and Control (CDC), Cancun, Mexico},
    • year = 2022,
    • pages = {7571--7578},
    • month = dec,
    • doi = {10.1109/CDC51059.2022.9992979},
    • url = {https://www.merl.com/publications/TR2022-157}
    • }
  •  Romero, O., Benosman, M., Pappas, G., "ODE Discretization Schemes as Optimization Algorithms", IEEE Conference on Decision and Control (CDC), December 2022.
    BibTeX TR2022-159 PDF
    • @inproceedings{Romero2022dec,
    • author = {Romero, Orlando and Benosman, Mouhacine and Pappas, Geroge},
    • title = {ODE Discretization Schemes as Optimization Algorithms},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2022,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2022-159}
    • }
  •  Tu, H., Wang, Y., Li, X., Fang, H., "Spatio-Temporal Thermal Monitoring for Lithium-Ion Batteries via Kriged Kalman Filtering", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC51059.2022.9992543, December 2022.
    BibTeX TR2022-162 PDF
    • @inproceedings{Tu2022dec2,
    • author = {Tu, Hao and Wang, Yebin and Li, Xianglin and Fang, Huazhen},
    • title = {Spatio-Temporal Thermal Monitoring for Lithium-Ion Batteries via Kriged Kalman Filtering},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2022,
    • month = dec,
    • doi = {10.1109/CDC51059.2022.9992543},
    • url = {https://www.merl.com/publications/TR2022-162}
    • }
  •  Chatterjee, M., Ahuja, N., Cherian, A., "Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation", Advances in Neural Information Processing Systems (NeurIPS), November 2022.
    BibTeX TR2022-140 PDF Presentation
    • @inproceedings{Chatterjee2022nov,
    • author = {Chatterjee, Moitreya and Ahuja, Narendra and Cherian, Anoop},
    • title = {Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2022,
    • month = nov,
    • url = {https://www.merl.com/publications/TR2022-140}
    • }
  •  Schneider, T., Belousov, B., Chalvatzaki, G., Romeres, D., Jha, D.K., Peters, J., "Active Exploration for Robotic Manipulation", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/​IROS47612.2022.9982061, October 2022.
    BibTeX TR2022-139 PDF
    • @inproceedings{Schneider2022oct,
    • author = {Schneider, Tim and Belousov, Boris and Chalvatzaki, Georgia and Romeres, Diego and Jha, Devesh K. and Peters, Jan},
    • title = {Active Exploration for Robotic Manipulation},
    • booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    • year = 2022,
    • month = oct,
    • publisher = {IEE},
    • doi = {10.1109/IROS47612.2022.9982061},
    • issn = {2153-0866},
    • isbn = {978-1-6654-7927-1},
    • url = {https://www.merl.com/publications/TR2022-139}
    • }
  •  Qiao, H., Laughman, C.R., "Performance Enhancements for Zero-Flow Simulation of Vapor Compression Cycles", American Modelica Conference, DOI: 10.3384/​ECP21186128, October 2022, pp. 128-135.
    BibTeX TR2022-137 PDF
    • @inproceedings{Qiao2022oct,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Performance Enhancements for Zero-Flow Simulation of Vapor Compression Cycles},
    • booktitle = {PROCEEDINGS OF THE AMERICAN MODELICA CONFERENCE 2022},
    • year = 2022,
    • pages = {128--135},
    • month = oct,
    • doi = {10.3384/ECP21186128},
    • url = {https://www.merl.com/publications/TR2022-137}
    • }
  •  Wang, Y., "Self-tuning Optimal Torque Control for Servomotor Drives Via Adaptive Dynamic Programming", IEEE International Conference on Systems, Man, and Cybernetics (SMC), DOI: 10.1109/​SMC53654.2022.9945395, October 2022.
    BibTeX TR2022-125 PDF
    • @inproceedings{Wang2022oct,
    • author = {Wang, Yebin},
    • title = {Self-tuning Optimal Torque Control for Servomotor Drives Via Adaptive Dynamic Programming},
    • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
    • year = 2022,
    • month = oct,
    • doi = {10.1109/SMC53654.2022.9945395},
    • url = {https://www.merl.com/publications/TR2022-125}
    • }
  •  Shaw, S., Jha, D.K., Raghunathan, A., Corcodel, R., Romeres, D., Konidaris, G., Nikovski, D., "Constrained Dynamic Movement Primitives for Safe Learning of Motor Skills", arXiv, September 2022.
    BibTeX arXiv
    • @article{Shaw2022sep,
    • author = {Shaw, Seiji and Jha, Devesh K. and Raghunathan, Arvind and Corcodel, Radu and Romeres, Diego and Konidaris, George and Nikovski, Daniel},
    • title = {Constrained Dynamic Movement Primitives for Safe Learning of Motor Skills},
    • journal = {arXiv},
    • year = 2022,
    • month = sep,
    • url = {https://arxiv.org/abs/2209.14461}
    • }
  •  Suda, T., Nikovski, D., "Deep Reinforcement Learning for Optimal Sailing Upwind", IEEE International Joint Conference on Neural Networks IJCNN, DOI: 10.1109/​IJCNN55064.2022.9892369, September 2022, pp. 1-8.
    BibTeX TR2022-102 PDF
    • @inproceedings{Suda2022sep,
    • author = {Suda, Takumi and Nikovski, Daniel},
    • title = {Deep Reinforcement Learning for Optimal Sailing Upwind},
    • booktitle = {IEEE International Joint Conference on Neural Networks IJCNN},
    • year = 2022,
    • pages = {1--8},
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/IJCNN55064.2022.9892369},
    • issn = {2161-4393},
    • isbn = {978-1-7281-8671-9/22},
    • url = {https://www.merl.com/publications/TR2022-102}
    • }
  •  Zhan, S., Wichern, G., Laughman, C.R., Chong, A., Chakrabarty, A., "Calibrating building simulation models using multi-source datasets and meta-learned Bayesian optimization", Energy and Buildings, DOI: 10.1016/​j.enbuild.2022.112278, Vol. 270, pp. 112278, September 2022.
    BibTeX TR2022-072 PDF
    • @article{Zhan2023jan,
    • author = {Zhan, Sicheng and Wichern, Gordon and Laughman, Christopher R. and Chong, Adrian and Chakrabarty, Ankush},
    • title = {Calibrating building simulation models using multi-source datasets and meta-learned Bayesian optimization},
    • journal = {Energy and Buildings},
    • year = 2022,
    • volume = 270,
    • pages = 112278,
    • month = sep,
    • doi = {10.1016/j.enbuild.2022.112278},
    • url = {https://www.merl.com/publications/TR2022-072}
    • }
  •  Menner, M., Chakrabarty, A., Berntorp, K., Di Cairano, S., "Learning Optimization-based Control Policies Directly from Digital Twin Simulations", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/​CCTA49430.2022.9966077, August 2022, pp. 895-900.
    BibTeX TR2022-108 PDF
    • @inproceedings{Menner2022aug,
    • author = {Menner, Marcel and Chakrabarty, Ankush and Berntorp, Karl and Di Cairano, Stefano},
    • title = {Learning Optimization-based Control Policies Directly from Digital Twin Simulations},
    • booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
    • year = 2022,
    • pages = {895--900},
    • month = aug,
    • doi = {10.1109/CCTA49430.2022.9966077},
    • url = {https://www.merl.com/publications/TR2022-108}
    • }
  •  Chakrabarty, A., Burns, D.J., Guay, M., Laughman, C.R., "Rapid Energy Optimization Of Vapor Compression Systems Using Probabilistic Machine Learning And Extremum Seeking Control", International Refrigeration and Air Conditioning Conference (IRACC), July 2022.
    BibTeX TR2022-172 PDF
    • @inproceedings{Chakrabarty2022jul,
    • author = {Chakrabarty, Ankush and Burns, Daniel J. and Guay, Martin and Laughman, Christopher R.},
    • title = {Rapid Energy Optimization Of Vapor Compression Systems Using Probabilistic Machine Learning And Extremum Seeking Control},
    • booktitle = {International Refrigeration and Air Conditioning Conference (IRACC)},
    • year = 2022,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2022-172}
    • }
  •  Qiao, H., Laughman, C.R., "Dynamic Modeling of Oil Transport in Vapor Compression Systems", International Refrigeration and Air Conditioning Conference (IRACC), July 2022.
    BibTeX TR2022-122 PDF
    • @inproceedings{Qiao2022sep,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Dynamic Modeling of Oil Transport in Vapor Compression Systems},
    • booktitle = {International Refrigeration and Air Conditioning Conference (IRACC)},
    • year = 2022,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2022-122}
    • }
  •  Qiao, H., Laughman, C.R., "A Low-Order Model for Nonlinear Dynamics of Heat Exchangers", International Refrigeration and Air Conditioning Conference (IRACC), July 2022.
    BibTeX TR2022-123 PDF
    • @inproceedings{Qiao2022sep2,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {A Low-Order Model for Nonlinear Dynamics of Heat Exchangers},
    • booktitle = {International Refrigeration and Air Conditioning Conference (IRACC)},
    • year = 2022,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2022-123}
    • }
  •  Greiff, M., Di Cairano, S., Berntorp, K., "Dynamic Clustering for GNSS Positioning with Multiple Receivers", International Conference on Information Fusion (FUSION), DOI: 10.23919/​FUSION49751.2022.9841289, July 2022, pp. 1-7.
    BibTeX TR2022-094 PDF
    • @inproceedings{Greiff2022jul,
    • author = {Greiff, Marcus and Di Cairano, Stefano and Berntorp, Karl},
    • title = {Dynamic Clustering for GNSS Positioning with Multiple Receivers},
    • booktitle = {International Conference on Information Fusion (FUSION)},
    • year = 2022,
    • pages = {1--7},
    • month = jul,
    • doi = {10.23919/FUSION49751.2022.9841289},
    • isbn = {978-1-6654-8941-6},
    • url = {https://www.merl.com/publications/TR2022-094}
    • }
  •  de Castro, M., Wang, Y., Vanfretti, L., Wang, H., Liu, D., Bortoff, S.A., Takegami, T., "Modeling, Simulation and Control of Turboelectric Propulsion Systems for More Electric Aircrafts using Modelica", AIAA Aviation Forum, DOI: 10.2514/​6.2022-3873, June 2022, pp. 3873.
    BibTeX TR2022-087 PDF
    • @inproceedings{deCastro2022jun,
    • author = {de Castro, Marcelo and Wang, Yebin and Vanfretti, Luigi and Wang, Hongyu and Liu, Dehong and Bortoff, Scott A. and Takegami, Tomoki},
    • title = {Modeling, Simulation and Control of Turboelectric Propulsion Systems for More Electric Aircrafts using Modelica},
    • booktitle = {AIAA Aviation Forum},
    • year = 2022,
    • pages = 3873,
    • month = jun,
    • doi = {10.2514/6.2022-3873},
    • url = {https://www.merl.com/publications/TR2022-087}
    • }
  •  Berntorp, K., Menner, M., "Online Constrained Bayesian Inference and Learning of Gaussian-Process State-Space Models", American Control Conference (ACC), DOI: 10.23919/​ACC53348.2022.9867635, June 2022, pp. 940-945.
    BibTeX TR2022-066 PDF
    • @inproceedings{Berntorp2022jun,
    • author = {Berntorp, Karl and Menner, Marcel},
    • title = {Online Constrained Bayesian Inference and Learning of Gaussian-Process State-Space Models},
    • booktitle = {American Control Conference (ACC)},
    • year = 2022,
    • pages = {940--945},
    • month = jun,
    • doi = {10.23919/ACC53348.2022.9867635},
    • url = {https://www.merl.com/publications/TR2022-066}
    • }
  •  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}
    • }
  •  Sanfelice, R.G., Di Cairano, S., "Reference Governor for Hybrid Dynamical Systems", American Control Conference (ACC), DOI: 10.23919/​ACC53348.2022.9867303, June 2022.
    BibTeX TR2022-061 PDF
    • @inproceedings{Sanfelice2022jun,
    • author = {Sanfelice, Ricardo G. and Di Cairano, Stefano},
    • title = {Reference Governor for Hybrid Dynamical Systems},
    • booktitle = {American Control Conference (ACC)},
    • year = 2022,
    • month = jun,
    • doi = {10.23919/ACC53348.2022.9867303},
    • url = {https://www.merl.com/publications/TR2022-061}
    • }
  •  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}
    • }