- Vinod, A.P., Weiss, A., Di Cairano, S., "Projection-free computation of robust controllable sets with constrained zonotopes", Automatica, DOI: 10.1016/j.automatica.2025.112211, Vol. 175, pp. 112211, March 2025.
BibTeX TR2025-023 PDF Video- @article{Vinod2025mar,
- author = {Vinod, Abraham P. and Weiss, Avishai and Di Cairano, Stefano},
- title = {{Projection-free computation of robust controllable sets with constrained zonotopes}},
- journal = {Automatica},
- year = 2025,
- volume = 175,
- pages = 112211,
- month = mar,
- doi = {10.1016/j.automatica.2025.112211},
- issn = {0005-1098},
- url = {https://www.merl.com/publications/TR2025-023}
- }
- Cai, X., Queeney, J., Xu, T., Datar, A., Pan, C., Miller, M., Flather, A., Osteen, P.R., Roy, N., Xiao, X., How, J.P., "PIETRA: Physics-Informed Evidential Learning for Traversing Out-of-Distribution Terrain", IEEE Robotics and Automation Letters (RA-L), DOI: 10.1109/LRA.2025.3527285, Vol. 10, No. 3, pp. 2359-2366, February 2025.
BibTeX TR2025-022 PDF- @article{Cai2025feb,
- author = {Cai, Xiaoyi and Queeney, James and Xu, Tong and Datar, Aniket and Pan, Chenhui and Miller, Max and Flather, Ashton and Osteen, Philip R. and Roy, Nicholas and Xiao, Xuesu and How, Jonathan P.},
- title = {{PIETRA: Physics-Informed Evidential Learning for Traversing Out-of-Distribution Terrain}},
- journal = {IEEE Robotics and Automation Letters (RA-L)},
- year = 2025,
- volume = 10,
- number = 3,
- pages = {2359--2366},
- month = feb,
- doi = {10.1109/LRA.2025.3527285},
- url = {https://www.merl.com/publications/TR2025-022}
- }
- Queeney, J., Paschalidis, I.C., Cassandras, C.G., "Generalized Policy Improvement Algorithms with Theoretically Supported Sample Reuse", IEEE Transactions on Automatic Control, DOI: 10.1109/TAC.2024.3454011, Vol. 70, No. 2, pp. 1236-1243, February 2025.
BibTeX TR2025-015 PDF- @article{Queeney2025feb,
- author = {Queeney, James and Paschalidis, Ioannis Ch. and Cassandras, Christos G.},
- title = {{Generalized Policy Improvement Algorithms with Theoretically Supported Sample Reuse}},
- journal = {IEEE Transactions on Automatic Control},
- year = 2025,
- volume = 70,
- number = 2,
- pages = {1236--1243},
- month = feb,
- doi = {10.1109/TAC.2024.3454011},
- url = {https://www.merl.com/publications/TR2025-015}
- }
- Vinod, A.P., Safaoui, S., Summers, T., Yoshikawa, N., Di Cairano, S., "Decentralized, Safe, Multi-agent Motion Planning for Drones Under Uncertainty via Filtered Reinforcement Learning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3433229, Vol. 32, No. 6, pp. 2492-2499, January 2025.
BibTeX TR2024-136 PDF- @article{Vinod2025jan,
- author = {Vinod, Abraham P. and Safaoui, Sleiman and Summers, Tyler and Yoshikawa, Nobuyuki and {Di Cairano}, Stefano},
- title = {{Decentralized, Safe, Multi-agent Motion Planning for Drones Under Uncertainty via Filtered Reinforcement Learning}},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2025,
- volume = 32,
- number = 6,
- pages = {2492--2499},
- month = jan,
- doi = {10.1109/TCST.2024.3433229},
- url = {https://www.merl.com/publications/TR2024-136}
- }
- Greiff, M., Sinhmar, H., Weiss, A., Berntorp, K., Di Cairano, S., "Invariant Set Planning for Quadrotors: Design, Analysis, Experiments", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3492813, Vol. 33, No. 2, pp. 449-462, January 2025.
BibTeX TR2025-010 PDF- @article{Greiff2025jan,
- author = {Greiff, Marcus and Sinhmar, Himani and Weiss, Avishai and Berntorp, Karl and {Di Cairano}, Stefano},
- title = {{Invariant Set Planning for Quadrotors: Design, Analysis, Experiments}},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2025,
- volume = 33,
- number = 2,
- pages = {449--462},
- month = jan,
- doi = {10.1109/TCST.2024.3492813},
- issn = {1063-6536},
- url = {https://www.merl.com/publications/TR2025-010}
- }
- Elango, P., Vinod, A.P., Di Cairano, S., Weiss, A., "Continuous-Time Successive Convexification for Passively-Safe Six-Degree-of-Freedom Powered-Descent Guidance", AIAA SciTech, DOI: 10.2514/6.2025-1894, January 2025, pp. 1-13.
BibTeX TR2025-008 PDF- @inproceedings{Elango2025jan,
- author = {Elango, Purnanand and Vinod, Abraham P. and {Di Cairano}, Stefano and Weiss, Avishai},
- title = {{Continuous-Time Successive Convexification for Passively-Safe Six-Degree-of-Freedom Powered-Descent Guidance}},
- booktitle = {AIAA SCITECH 2025 Forum},
- year = 2025,
- pages = {1--13},
- month = jan,
- publisher = {AIAA},
- doi = {10.2514/6.2025-1894},
- url = {https://www.merl.com/publications/TR2025-008}
- }
- Raghunathan, A., Linderoth, J., "Stability Analysis of Discrete-Time Linear Complementarity Systems", SIAM Journal on Optimization, December 2024.
BibTeX TR2025-004 PDF- @article{Raghunathan2024dec,
- author = {Raghunathan, Arvind and Linderoth, Jeffrey},
- title = {{Stability Analysis of Discrete-Time Linear Complementarity Systems}},
- journal = {SIAM Journal on Optimization},
- year = 2024,
- month = dec,
- url = {https://www.merl.com/publications/TR2025-004}
- }
- Greiff, M., Di Cairano, S., Berntorp, K., "Bayesian Measurement Masks for GNSS Positioning", IEEE Conference on Decision and Control (CDC), December 2024.
BibTeX TR2024-172 PDF- @inproceedings{Greiff2024dec,
- author = {Greiff, Marcus and {Di Cairano}, Stefano and Berntorp, Karl},
- title = {{Bayesian Measurement Masks for GNSS Positioning}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- month = dec,
- url = {https://www.merl.com/publications/TR2024-172}
- }
- Ozcan, E.C., Giammarino, V., Queeney, J., Paschalidis, I.C., "A Model-Based Approach for Improving Reinforcement Learning Efficiency Leveraging Expert Observations", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC56724.2024.10885921, December 2024, pp. 1147-1152.
BibTeX TR2024-178 PDF- @inproceedings{Ozcan2024dec,
- author = {Ozcan, Erhan Can and Giammarino, Vittorio and Queeney, James and Paschalidis, Ioannis Ch.},
- title = {{A Model-Based Approach for Improving Reinforcement Learning Efficiency Leveraging Expert Observations}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- pages = {1147--1152},
- month = dec,
- doi = {10.1109/CDC56724.2024.10885921},
- url = {https://www.merl.com/publications/TR2024-178}
- }
- Vinod, A.P., Weiss, A., Di Cairano, S., "Inscribing and separating an ellipsoid and a constrained zonotope: Applications in stochastic control and centering", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC56724.2024.10886451, December 2024, pp. 8125-8131.
BibTeX TR2024-173 PDF- @inproceedings{Vinod2024dec,
- author = {Vinod, Abraham P. and Weiss, Avishai and {Di Cairano}, Stefano},
- title = {{Inscribing and separating an ellipsoid and a constrained zonotope: Applications in stochastic control and centering}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- pages = {8125--8131},
- month = dec,
- doi = {10.1109/CDC56724.2024.10886451},
- url = {https://www.merl.com/publications/TR2024-173}
- }
- Lishkova, Y., Vinod, A.P., Di Cairano, S., Weiss, A., "Divert-feasible lunar landing under navigational uncertainty", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC56724.2024.10886637, December 2024, pp. 7497-7503.
BibTeX TR2024-174 PDF- @inproceedings{Lishkova2024dec,
- author = {Lishkova, Yana and Vinod, Abraham P. and {Di Cairano}, Stefano and Weiss, Avishai},
- title = {{Divert-feasible lunar landing under navigational uncertainty}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- pages = {7497--7503},
- month = dec,
- doi = {10.1109/CDC56724.2024.10886637},
- url = {https://www.merl.com/publications/TR2024-174}
- }
- Greiff, M., Berntorp, K., "Asynchronous Variational-Bayes Kalman Filtering", IEEE Conference on Decision and Control (CDC), December 2024.
BibTeX TR2024-177 PDF- @inproceedings{Greiff2024dec2,
- author = {Greiff, Marcus and Berntorp, Karl},
- title = {{Asynchronous Variational-Bayes Kalman Filtering}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- month = dec,
- url = {https://www.merl.com/publications/TR2024-177}
- }
- Yin, J., Tsiotras, P., Berntorp, K., "Chance-Constrained Information-Theoretic Stochastic Model Predictive Control with Safety Shielding", IEEE Conference on Decision and Control (CDC), December 2024.
BibTeX TR2024-179 PDF- @inproceedings{Yin2024dec,
- author = {Yin, Ji and Tsiotras, Panagiotis and Berntorp, Karl},
- title = {{Chance-Constrained Information-Theoretic Stochastic Model Predictive Control with Safety Shielding}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- month = dec,
- url = {https://www.merl.com/publications/TR2024-179}
- }
- Berntorp, K., Greiff, M., "A Framework for Joint Vehicle Localization and Road Mapping Using Onboard Sensors", Control Engineering Practice, November 2024.
BibTeX TR2024-163 PDF- @article{Berntorp2024nov,
- author = {Berntorp, Karl and Greiff, Marcus},
- title = {{A Framework for Joint Vehicle Localization and Road Mapping Using Onboard Sensors}},
- journal = {Control Engineering Practice},
- year = 2024,
- month = nov,
- url = {https://www.merl.com/publications/TR2024-163}
- }
- Nikovski, D.N., Zhong, J., Yerazunis, W.S., "Memory-Based Learning of Global Control Policies from Local Controllers", 21st International Conference on Informatics in Control, Automation and Robotics (ICINCO'24), November 2024.
BibTeX TR2024-158 PDF- @inproceedings{Nikovski2024nov,
- author = {Nikovski, Daniel N. and Zhong, Junmin and Yerazunis, William S.},
- title = {{Memory-Based Learning of Global Control Policies from Local Controllers}},
- booktitle = {21st International Conference on Informatics in Control, Automation and Robotics (ICINCO'24)},
- year = 2024,
- month = nov,
- url = {https://www.merl.com/publications/TR2024-158}
- }
- Sholokhov, A., Nabi, S., Rapp, J., Brunton, S., Kutz, N., Boufounos, P.T., Mansour, H., "Single-pixel imaging of spatio-temporal flows using differentiable latent dynamics", IEEE Transactions on Computational Imaging, DOI: 10.1109/TCI.2024.3434541, Vol. 10, pp. 1124-1138, October 2024.
BibTeX TR2024-151 PDF- @article{Sholokhov2024oct,
- author = {Sholokhov, Aleksei and Nabi, Saleh and Rapp, Joshua and Brunton, Steven and Kutz, Nathan and Boufounos, Petros T. and Mansour, Hassan},
- title = {{Single-pixel imaging of spatio-temporal flows using differentiable latent dynamics}},
- journal = {IEEE Transactions on Computational Imaging},
- year = 2024,
- volume = 10,
- pages = {1124--1138},
- month = oct,
- doi = {10.1109/TCI.2024.3434541},
- url = {https://www.merl.com/publications/TR2024-151}
- }
- Shimane, Y., Ho, K., Weiss, A., "Autonomous Horizon-Based Optical Navigation on Near-Planar Cislunar Libration Point Orbits", 4th Space Imaging Workshop, October 2024, pp. SIW24-27.
BibTeX TR2024-139 PDF- @inproceedings{Shimane2024oct,
- author = {Shimane, Yuri and Ho, Koki and Weiss, Avishai},
- title = {{Autonomous Horizon-Based Optical Navigation on Near-Planar Cislunar Libration Point Orbits}},
- booktitle = {4th Space Imaging Workshop},
- year = 2024,
- pages = {SIW24--27},
- month = oct,
- url = {https://www.merl.com/publications/TR2024-139}
- }
- Mowlavi, S., Benosman, M., "Reinforcement Learning-Based Estimation for Spatio-Temporal Systems", Nature Scientific Reports, DOI: 10.1038/s41598-024-72055-1, Vol. 14, pp. 22464, October 2024.
BibTeX TR2024-134 PDF- @article{Mowlavi2024oct,
- author = {Mowlavi, Saviz and Benosman, Mouhacine},
- title = {{Reinforcement Learning-Based Estimation for Spatio-Temporal Systems}},
- journal = {Nature Scientific Reports},
- year = 2024,
- volume = 14,
- pages = 22464,
- month = oct,
- doi = {10.1038/s41598-024-72055-1},
- url = {https://www.merl.com/publications/TR2024-134}
- }
- Romero, O., Benosman, M., Pappas, G., "From Convexity to Strong Convexity and Beyond: Bridging The Gap In Convergence Rates", IEEE Conference on Decision and Control (CDC), September 2024.
BibTeX TR2024-131 PDF- @inproceedings{Romero2024sep,
- author = {Romero, Orlando and Benosman, Mouhacine and Pappas, George},
- title = {{From Convexity to Strong Convexity and Beyond: Bridging The Gap In Convergence Rates}},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2024,
- month = sep,
- url = {https://www.merl.com/publications/TR2024-131}
- }
- Cao, W., Gao, J., Ma, T., Ma, R., Benosman, M., Zhang, X., "ROSE-Opt: Robust and Efficient Analog Circuit Parameter Optimization with Knowledge-infused Reinforcement Learning", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, September 2024.
BibTeX TR2024-132 PDF- @article{Cao2024sep,
- author = {Cao, Weidong and Gao, Jian and Ma, Tianrui and Ma, Rui and Benosman, Mouhacine and Zhang, Xuan},
- title = {{ROSE-Opt: Robust and Efficient Analog Circuit Parameter Optimization with Knowledge-infused Reinforcement Learning}},
- journal = {IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems},
- year = 2024,
- month = sep,
- url = {https://www.merl.com/publications/TR2024-132}
- }
- Quirynen, R., Safaoui, S., Di Cairano, S., "Real-time Mixed-Integer Quadratic Programming for Vehicle Decision Making and Motion Planning", IEEE Transactions on Control Systems Technology, DOI: 10.1109/TCST.2024.3449703, Vol. 33, No. 1, pp. 77-91, September 2024.
BibTeX TR2024-123 PDF- @article{Quirynen2024sep,
- author = {Quirynen, Rien and Safaoui, Sleiman and {Di Cairano}, Stefano},
- title = {{Real-time Mixed-Integer Quadratic Programming for Vehicle Decision Making and Motion Planning}},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2024,
- volume = 33,
- number = 1,
- pages = {77--91},
- month = sep,
- doi = {10.1109/TCST.2024.3449703},
- url = {https://www.merl.com/publications/TR2024-123}
- }
- Shastri, S., Ma, Y., Boufounos, P.T., Mansour, H., "Deep Calibration and Operator Learning for Ground Penetrating Radar Imaging", European Signal Processing Conference (EUSIPCO), DOI: 10.23919/EUSIPCO63174.2024.10715281, August 2024.
BibTeX TR2024-128 PDF- @inproceedings{Shastri2024aug,
- author = {Shastri, Saurav and Ma, Yanting and Boufounos, Petros T. and Mansour, Hassan},
- title = {{Deep Calibration and Operator Learning for Ground Penetrating Radar Imaging}},
- booktitle = {European Signal Processing Conference (EUSIPCO)},
- year = 2024,
- month = aug,
- doi = {10.23919/EUSIPCO63174.2024.10715281},
- issn = {2076-1465},
- isbn = {978-9-4645-9361-7},
- url = {https://www.merl.com/publications/TR2024-128}
- }
- Shimane, Y., Ho, K., Weiss, A., "Optimization-based Phase-Constrained Station-Keeping Control on Libration Point Orbit", AAS/AIAA Astrodynamics Specialist Conference, August 2024.
BibTeX TR2024-109 PDF- @inproceedings{Shimane2024aug,
- author = {Shimane, Yuri and Ho, Koki and Weiss, Avishai},
- title = {{Optimization-based Phase-Constrained Station-Keeping Control on Libration Point Orbit}},
- booktitle = {AAS/AIAA Astrodynamics Specialist Conference},
- year = 2024,
- month = aug,
- url = {https://www.merl.com/publications/TR2024-109}
- }
- Safaoui, S., Vinod, A.P., Chakrabarty, A., Quirynen, R., Yoshikawa, N., Di Cairano, S., "Safe multi-agent motion planning under uncertainty for drones using filtered reinforcement learning", IEEE Transactions on Robotics, DOI: 10.1109/TRO.2024.3387010, Vol. 40, pp. 2529-2542, July 2024.
BibTeX TR2024-048 PDF Video- @article{Safaoui2024jul,
- author = {Safaoui, Sleiman and Vinod, Abraham P. and Chakrabarty, Ankush and Quirynen, Rien and Yoshikawa, Nobuyuki and {Di Cairano}, Stefano},
- title = {{Safe multi-agent motion planning under uncertainty for drones using filtered reinforcement learning}},
- journal = {IEEE Transactions on Robotics},
- year = 2024,
- volume = 40,
- pages = {2529--2542},
- month = jul,
- doi = {10.1109/TRO.2024.3387010},
- url = {https://www.merl.com/publications/TR2024-048}
- }
- Zhang, X., Mao, W., Mowlavi, S., Benosman, M., Basar, T., "Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms", Learning for Dynamics & Control Conference (L4DC), July 2024, pp. 181-196.
BibTeX TR2024-098 PDF- @inproceedings{Zhang2024jul2,
- author = {Zhang, Xiangyuan and Mao, Weichao and Mowlavi, Saviz and Benosman, Mouhacine and Basar, Tamer},
- title = {{Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms}},
- booktitle = {Learning for Dynamics & Control Conference (L4DC)},
- year = 2024,
- pages = {181--196},
- month = jul,
- publisher = {PMLR},
- url = {https://www.merl.com/publications/TR2024-098}
- }