- Reiter, R., Quirynen, R., Diehl, M., Di Cairano, S., "Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3400571, May 2024.
BibTeX TR2024-056 PDF- @article{Reiter2024may2,
- author = {Reiter, Rudolf and Quirynen, Rien and Diehl, Moritz and Di Cairano, Stefano}},
- title = {Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2024,
- month = may,
- doi = {10.1109/TCST.2024.3400571},
- url = {https://www.merl.com/publications/TR2024-056}
- }
- Schperberg, A., Tanaka, Y., Mowlavi, S., Xu, F., Balaji, B., Hong, D., "OptiState: State Estimation of Legged Robots using Gated Networks with Transformer-based Vision and Kalman Filtering", IEEE International Conference on Robotics and Automation (ICRA), May 2024.
BibTeX TR2024-054 PDF- @inproceedings{Schperberg2024may,
- author = {{Schperberg, Alexander and Tanaka, Yusuke and Mowlavi, Saviz and Xu, Feng and Balaji, Bharathan and Hong, Dennis}},
- title = {OptiState: State Estimation of Legged Robots using Gated Networks with Transformer-based Vision and Kalman Filtering},
- booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
- year = 2024,
- month = may,
- publisher = {IEEE},
- url = {https://www.merl.com/publications/TR2024-054}
- }
- Xu, W., Jones, C., Svetozarevic, B., Laughman, C.R., Chakrabarty, A., "Violation-Aware Contextual Bayesian Optimization for Controller Performance Optimization with Unmodeled Constraints", Journal of Process Control, DOI: 10.1016/j.jprocont.2024.103212, Vol. 138, April 2024.
BibTeX TR2024-046 PDF- @article{Xu2024apr,
- author = {Xu, Wenjie and Jones, Colin and Svetozarevic, Bratislav and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {Violation-Aware Contextual Bayesian Optimization for Controller Performance Optimization with Unmodeled Constraints},
- journal = {Journal of Process Control},
- year = 2024,
- volume = 138,
- month = apr,
- doi = {10.1016/j.jprocont.2024.103212},
- url = {https://www.merl.com/publications/TR2024-046}
- }
- Vaca-Rubio, C., Wang, P., Koike-Akino, T., Wang, Y., Boufounos, P.T., Popovski, P., "Object Trajectory Estimation with Continuous-Time Neural Dynamic Learning of Millimeter-Wave Wi-Fi", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/JSTSP.2024.3388930, April 2024.
BibTeX TR2024-044 PDF- @article{Vaca-Rubio2024apr,
- author = {Vaca-Rubio, Cristian and Wang, Pu and Koike-Akino, Toshiaki and Wang, Ye and Boufounos, Petros T. and Popovski, Petar},
- title = {Object Trajectory Estimation with Continuous-Time Neural Dynamic Learning of Millimeter-Wave Wi-Fi},
- journal = {IEEE Journal of Selected Topics in Signal Processing},
- year = 2024,
- month = apr,
- doi = {10.1109/JSTSP.2024.3388930},
- issn = {1941-0484},
- url = {https://www.merl.com/publications/TR2024-044}
- }
- Dong, Y., Qiao, H., Laughman, C.R., "Physically-constrained Hybrid Modeling for Vapor Compression Systems", Thermal and Fluids Engineering Conference, DOI: 10.1615/TFEC2024.ml.050269, April 2024, pp. 1259-1268.
BibTeX TR2024-038 PDF- @inproceedings{Dong2024apr,
- author = {Dong, Yiyun and Qiao, Hongtao and Laughman, Christopher R.},
- title = {Physically-constrained Hybrid Modeling for Vapor Compression Systems},
- booktitle = {9th Thermal and Fluids Engineering Conference},
- year = 2024,
- pages = {1259--1268},
- month = apr,
- doi = {10.1615/TFEC2024.ml.050269},
- issn = {2379-1748},
- url = {https://www.merl.com/publications/TR2024-038}
- }
- Jeon, W., Chakrabarty, A., Zemouche, A., Rajamani, R., "LMI-Based Neural Observer for State and Nonlinear Function Estimation", International Journal of Robust and Nonlinear Control, DOI: 10.1002/rnc.7327, April 2024.
BibTeX TR2024-036 PDF- @article{Jeon2024apr,
- author = {Jeon, Woongsun and Chakrabarty, Ankush and Zemouche, Ali and Rajamani, Rajesh},
- title = {LMI-Based Neural Observer for State and Nonlinear Function Estimation},
- journal = {International Journal of Robust and Nonlinear Control},
- year = 2024,
- month = apr,
- doi = {10.1002/rnc.7327},
- url = {https://www.merl.com/publications/TR2024-036}
- }
- Wang, Y., Hansen, E., Ahn, H., "Hierarchical planning for autonomous parking in dynamic environments", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3367468, March 2024.
BibTeX TR2024-034 PDF- @article{Wang2024mar2,
- author = {Wang, Yebin and Hansen, Emma and Ahn, Heejin},
- title = {Hierarchical planning for autonomous parking in dynamic environments},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2024,
- month = mar,
- doi = {10.1109/TCST.2024.3367468},
- issn = {1558-0865},
- url = {https://www.merl.com/publications/TR2024-034}
- }
- Sholokhov, A., Rapp, J., Nabi, S., Brunton, S., Kutz, N., Mansour, H., "Single-pixel imaging of dynamic flows using Neural ODE regularization", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP48485.2024.10447584, March 2024, pp. 2530-2534.
BibTeX TR2024-024 PDF- @inproceedings{Sholokhov2024mar,
- author = {Sholokhov, Aleksei and Rapp, Joshua and Nabi, Saleh and Brunton, Steven and Kutz, Nathan and Mansour, Hassan},
- title = {Single-pixel imaging of dynamic flows using Neural ODE regularization},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2024,
- pages = {2530--2534},
- month = mar,
- publisher = {IEEE},
- doi = {10.1109/ICASSP48485.2024.10447584},
- url = {https://www.merl.com/publications/TR2024-024}
- }
- Kato, S., Wang, P., Koike-Akino, T., Fujihashi, T., Mansour, H., Boufounos, P.T., "Object Trajectory Estimation with Multi-Band Wi-Fi Neural Dynamic Fusion", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP48485.2024.10445972, March 2024, pp. 13261-13265.
BibTeX TR2024-019 PDF- @inproceedings{Kato2024mar,
- author = {Kato, Sorachi and Wang, Pu and Koike-Akino, Toshiaki and Fujihashi, Takuya and Mansour, Hassan and Boufounos, Petros T.},
- title = {Object Trajectory Estimation with Multi-Band Wi-Fi Neural Dynamic Fusion},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2024,
- pages = {13261--13265},
- month = mar,
- publisher = {IEEE},
- doi = {10.1109/ICASSP48485.2024.10445972},
- issn = {2379-190X},
- isbn = {979-8-3503-4485-1},
- url = {https://www.merl.com/publications/TR2024-019}
- }
- Bortoff, S.A., Eisenhower, B., Adetola, V., O'Neil, Z., "Control Challenges and Opportunities in Building Automation" in The Impact of Automatic Control Research on Industrial Innovation: Enabling a Sustainable Future, February 2024.
BibTeX TR2024-011 PDF- @incollection{Bortoff2024feb,
- author = {{Bortoff, Scott A. and Eisenhower, Bryan and Adetola, Veronica and O'Neil, Zheng}},
- title = {Control Challenges and Opportunities in Building Automation},
- booktitle = {The Impact of Automatic Control Research on Industrial Innovation: Enabling a Sustainable Future},
- year = 2024,
- month = feb,
- url = {https://www.merl.com/publications/TR2024-011}
- }
- Xie, X., Mowlavi, S., Benosman, M., "Smooth and Sparse Latent Dynamics in Operator Learning with Jerk Regularization", arXiv, February 2024.
BibTeX arXiv- @article{Xie2024feb,
- author = {Xie, Xiaoyu and Mowlavi, Saviz and Benosman, Mouhacine},
- title = {Smooth and Sparse Latent Dynamics in Operator Learning with Jerk Regularization},
- journal = {arXiv},
- year = 2024,
- month = feb,
- url = {https://arxiv.org/abs/2402.15636}
- }
- Qiao, H., Kobayashi, T., Laughman, C.R., Bortoff, S.A., "On the Characteristics of One-Dimensional Compressible Flow", International Modelica Conference, Dirk Müller, Antonello Monti, and Andrea Benigni, Eds., DOI: 10.3384/ecp204327, December 2023, pp. 327-336.
BibTeX TR2024-001 PDF- @inproceedings{Qiao2023dec,
- author = {Qiao, Hongtao and Kobayashi, Takashi and Laughman, Christopher R. and Bortoff, Scott A.},
- title = {On the Characteristics of One-Dimensional Compressible Flow},
- booktitle = {Proceedings of the 15th International Modelica Conference 2023},
- year = 2023,
- editor = {Dirk Müller, Antonello Monti, and Andrea Benigni},
- pages = {327--336},
- month = dec,
- doi = {10.3384/ecp204327},
- isbn = {978-91-8075-505-4},
- url = {https://www.merl.com/publications/TR2024-001}
- }
- Bonzanini, A.D., Mesbah, A., Di Cairano, S., "Perception-Aware Model Predictive Control for Constrained Control in Unknown Environments", Automatica, DOI: 10.1016/j.automatica.2023.111418, December 2023.
BibTeX TR2023-147 PDF- @article{Bonzanini2023dec,
- author = {Bonzanini, Angelo Domenico and Mesbah, Ali and Di Cairano, Stefano},
- title = {Perception-Aware Model Predictive Control for Constrained Control in Unknown Environments},
- journal = {Automatica},
- year = 2023,
- month = dec,
- doi = {10.1016/j.automatica.2023.111418},
- url = {https://www.merl.com/publications/TR2023-147}
- }
- Mowlavi, S., Benosman, M., "Dual Parametric and State Estimation for Partial Differential Equations", IEEE Conference on Decision and Control, DOI: 10.1109/CDC49753.2023.10384246, December 2023, pp. 8156-8161.
BibTeX TR2023-145 PDF- @inproceedings{Mowlavi2023dec,
- author = {Mowlavi, Saviz and Benosman, Mouhacine},
- title = {Dual Parametric and State Estimation for Partial Differential Equations},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2023,
- pages = {8156--8161},
- month = dec,
- publisher = {IEEE},
- doi = {10.1109/CDC49753.2023.10384246},
- issn = {2576-2370},
- isbn = {979-8-3503-0125-0},
- url = {https://www.merl.com/publications/TR2023-145}
- }
- Deshpande, V.M., Chakrabarty, A., Vinod, A.P., Laughman, C.R., "Physics-Constrained Deep Autoencoded Kalman Filters for Estimating Vapor Compression System States", IEEE Control Systems Letters, DOI: 10.1109/LCSYS.2023.3334959, November 2023.
BibTeX TR2023-138 PDF- @article{Deshpande2023nov,
- author = {{Deshpande, Vedang M. and Chakrabarty, Ankush and Vinod, Abraham P. and Laughman, Christopher R.}},
- title = {Physics-Constrained Deep Autoencoded Kalman Filters for Estimating Vapor Compression System States},
- journal = {IEEE Control Systems Letters},
- year = 2023,
- month = nov,
- doi = {10.1109/LCSYS.2023.3334959},
- url = {https://www.merl.com/publications/TR2023-138}
- }
- Farakhor, A., Wu, D., Wang, Y., Fang, H., "Scalable Optimal Power Management for Large-Scale Battery Energy Storage Systems", IEEE Transactions on Transportation Electrification, DOI: 10.1109/TTE.2023.3331243, November 2023.
BibTeX TR2023-137 PDF- @article{Farakhor2023nov,
- author = {Farakhor, Amir and Wu, Di and Wang, Yebin and Fang, Huazhen},
- title = {Scalable Optimal Power Management for Large-Scale Battery Energy Storage Systems},
- journal = {IEEE Transactions on Transportation Electrification},
- year = 2023,
- month = nov,
- doi = {10.1109/TTE.2023.3331243},
- issn = {2332-7782},
- url = {https://www.merl.com/publications/TR2023-137}
- }
- Sholokhov, A., Liu, Y., Mansour, H., Nabi, S., "Physics-Informed Neural ODE (PINODE): Embedding Physics into Models using Collocation Points", Nature Scientific Reports, DOI: 10.1038/s41598-023-36799-6, Vol. 13, No. 1, pp. 10166, October 2023.
BibTeX TR2023-136 PDF- @article{Sholokhov2023oct,
- author = {Sholokhov, Aleksei and Liu, Yuying and Mansour, Hassan and Nabi, Saleh},
- title = {Physics-Informed Neural ODE (PINODE): Embedding Physics into Models using Collocation Points},
- journal = {Nature Scientific Reports},
- year = 2023,
- volume = 13,
- number = 1,
- pages = 10166,
- month = oct,
- doi = {10.1038/s41598-023-36799-6},
- url = {https://www.merl.com/publications/TR2023-136}
- }
- Giacomuzzo, G., Dalla Libera, A., Romeres, D., Carli, R., "Physics Informed Gaussian Process Regression Methods for Robot Inverse Dynamics Identification", Conferenza Italiana di Robotica e Macchine Intelligenti, October 2023.
BibTeX TR2023-132 PDF- @inproceedings{Giacomuzzo2023oct2,
- author = {Giacomuzzo, Giulio and Dalla Libera, Alberto and Romeres, Diego and Carli, Ruggero},
- title = {Physics Informed Gaussian Process Regression Methods for Robot Inverse Dynamics Identification},
- booktitle = {Conferenza Italiana di Robotica e Macchine Intelligenti},
- year = 2023,
- month = oct,
- url = {https://www.merl.com/publications/TR2023-132}
- }
- Giacomuzzo, G., Dalla Libera, A., Romeres, D., Carli, R., "A Black-Box Physics-Informed Estimator based on Gaussian Process Regression for Robot Inverse Dynamics Identification", arXiv, October 2023.
BibTeX arXiv- @article{Giacomuzzo2023oct,
- author = {Giacomuzzo, Giulio and Dalla Libera, Alberto and Romeres, Diego and Carli, Ruggero},
- title = {A Black-Box Physics-Informed Estimator based on Gaussian Process Regression for Robot Inverse Dynamics Identification},
- journal = {arXiv},
- year = 2023,
- month = oct,
- url = {https://arxiv.org/abs/2310.06585}
- }
- Delattre, F., Dirnfeld, D., Nguyen, P., Scarano, S., Jones, M.J., Miraldo, P., Learned-Miller, E., "Robust Frame-to-Frame Camera Rotation Estimation in Crowded Scenes", IEEE International Conference on Computer Vision (ICCV), DOI: 10.1109/ICCV51070.2023.00894, October 2023, pp. 3715-3724.
BibTeX TR2023-123 PDF Video Software- @inproceedings{Delattre2023oct,
- author = {Delattre, Fabien and Dirnfeld, David and Nguyen, Phat and Scarano, Stephen and Jones, Michael J. and Miraldo, Pedro and Learned-Miller, Erik},
- title = {Robust Frame-to-Frame Camera Rotation Estimation in Crowded Scenes},
- booktitle = {IEEE International Conference on Computer Vision (ICCV)},
- year = 2023,
- pages = {3715--3724},
- month = oct,
- publisher = {IEEE/CVF},
- doi = {10.1109/ICCV51070.2023.00894},
- issn = {2380-7504},
- isbn = {979-8-3503-0718-4},
- url = {https://www.merl.com/publications/TR2023-123}
- }
- Miraldo, P., Piedade, V., "BANSAC: A dynamic BAyesian Network for adaptive SAmple Consensus", IEEE International Conference on Computer Vision (ICCV), DOI: 10.1109/ICCV51070.2023.00346, October 2023, pp. 3715-3724.
BibTeX TR2023-124 PDF Video Software- @inproceedings{Miraldo2023oct,
- author = {Miraldo, Pedro and Piedade, Valter},
- title = {BANSAC: A dynamic BAyesian Network for adaptive SAmple Consensus},
- booktitle = {IEEE International Conference on Computer Vision (ICCV)},
- year = 2023,
- pages = {3715--3724},
- month = oct,
- publisher = {IEEE/CVF},
- doi = {10.1109/ICCV51070.2023.00346},
- issn = {2380-7504},
- isbn = {979-8-3503-0718-4},
- url = {https://www.merl.com/publications/TR2023-124}
- }
- Huang, B., Yu, J., Jain, S., "EARL: Eye-on-Hand Reinforcement Learner for Dynamic Grasping with Active Pose Estimation", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/IROS55552.2023.10341988, October 2023, pp. 2963-2970.
BibTeX TR2023-118 PDF Video- @inproceedings{Huang2023oct,
- author = {{Huang, Baichuan and Yu, Jingjin and Jain, Siddarth}},
- title = {EARL: Eye-on-Hand Reinforcement Learner for Dynamic Grasping with Active Pose Estimation},
- booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2023,
- pages = {2963--2970},
- month = oct,
- publisher = {IEEE},
- doi = {10.1109/IROS55552.2023.10341988},
- issn = {2153-0866},
- isbn = {978-1-6654-9190-7},
- url = {https://www.merl.com/publications/TR2023-118}
- }
- Paulson, J.A., Sorouifar, F., Laughman, C.R., Chakrabarty, A., "Self-optimizing vapor compression cycles online with Bayesian optimization under local search region constraints", ASME Journal of Dynamic Systems, Measurements, and Control, DOI: 10.1115/1.4064027, September 2023.
BibTeX TR2023-122 PDF- @article{Paulson2023sep,
- author = {Paulson, Joel A. and Sorouifar, Farshud and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {Self-optimizing vapor compression cycles online with Bayesian optimization under local search region constraints},
- journal = {ASME Journal of Dynamic Systems, Measurements, and Control},
- year = 2023,
- month = sep,
- doi = {10.1115/1.4064027},
- url = {https://www.merl.com/publications/TR2023-122}
- }
- Shaw, S., Jha, D.K., Raghunathan, A., Corcodel, R., Romeres, D., Konidaris, G., Nikovski, D., "Constrained Dynamic Movement Primitives for Collision Avoidance in Novel Environments", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/IROS55552.2023.10341839, September 2023, pp. 3672-3679.
BibTeX TR2023-121 PDF Video- @inproceedings{Shaw2023sep,
- 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 Collision Avoidance in Novel Environments},
- booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2023,
- pages = {3672--3679},
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/IROS55552.2023.10341839},
- issn = {2153-0866},
- isbn = {978-1-6654-9190-7},
- url = {https://www.merl.com/publications/TR2023-121}
- }
- Quirynen, R., Di Cairano, S., "Tailored Presolve Techniques in Branch-and-Bound Method for Fast Mixed-Integer Optimal Control Applications", Optimal Control Applications and Methods, DOI: 10.1002/oca.3030, Vol. 44, No. 6, pp. 3139-3167, August 2023.
BibTeX TR2023-110 PDF- @article{Quirynen2023aug2,
- author = {Quirynen, Rien and Di Cairano, Stefano},
- title = {Tailored Presolve Techniques in Branch-and-Bound Method for Fast Mixed-Integer Optimal Control Applications},
- journal = {Optimal Control Applications and Methods},
- year = 2023,
- volume = 44,
- number = 6,
- pages = {3139--3167},
- month = aug,
- doi = {10.1002/oca.3030},
- url = {https://www.merl.com/publications/TR2023-110}
- }