- Vanfretti, L., Laughman, C.R., Chakrabarty, A., "Integrating Generative Machine Learning Models and Physics-Based Models for Building Energy Simulation", American Modelica Conference, October 2024.
BibTeX TR2024-140 PDF- @inproceedings{Vanfretti2024oct,
- author = {Vanfretti, Luigi and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {{Integrating Generative Machine Learning Models and Physics-Based Models for Building Energy Simulation}},
- booktitle = {American Modelica Conference},
- year = 2024,
- month = oct,
- url = {https://www.merl.com/publications/TR2024-140}
- }
- 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}
- }
- Yan, J., Chakrabarty, A., Rupenyan, A., Lygeros, J., "MPC of Uncertain Nonlinear Systems with Meta-Learning for Fast Adaptation of Neural Predictive Models", International Conference on Automation Science and Engineering (CASE), DOI: 10.1109/CASE59546.2024.10711717, August 2024.
BibTeX TR2024-115 PDF- @inproceedings{Yan2024aug,
- author = {Yan, Jiaqi and Chakrabarty, Ankush and Rupenyan, Alisa and Lygeros, John},
- title = {{MPC of Uncertain Nonlinear Systems with Meta-Learning for Fast Adaptation of Neural Predictive Models}},
- booktitle = {International Conference on Automation Science and Engineering (CASE)},
- year = 2024,
- month = aug,
- doi = {10.1109/CASE59546.2024.10711717},
- url = {https://www.merl.com/publications/TR2024-115}
- }
- Park, S., Wang, Y., Qiao, H., Sakamoto, Y., Wang, B., Liu, D., "Control Co-Design for Electric Vehicles with Driving Cycle Synthesis Encoding Road Traffic and Driver Characteristics", IEEE Conference on Control Technology and Applications (CCTA) 2024, DOI: 10.1109/CCTA60707.2024.10666575, August 2024.
BibTeX TR2024-114 PDF- @inproceedings{Park2024aug,
- author = {Park, Seho and Wang, Yebin and Qiao, Hongtao and Sakamoto, Yusuke and Wang, Bingnan and Liu, Dehong},
- title = {{Control Co-Design for Electric Vehicles with Driving Cycle Synthesis Encoding Road Traffic and Driver Characteristics}},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA) 2024},
- year = 2024,
- month = aug,
- doi = {10.1109/CCTA60707.2024.10666575},
- url = {https://www.merl.com/publications/TR2024-114}
- }
- Sorouifar, F., Paulson, J.A., Wang, Y., Quirynen, R., Laughman, C.R., Chakrabarty, A., "Bayesian Forecasting with Deep Generative Disturbance Models in Stochastic MPC for Building Energy Systems", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/CCTA60707.2024.10666537, August 2024.
BibTeX TR2024-110 PDF- @inproceedings{Sorouifar2024aug,
- author = {Sorouifar, Farshud and Paulson, Joel A. and Wang, Ye and Quirynen, Rien and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {{Bayesian Forecasting with Deep Generative Disturbance Models in Stochastic MPC for Building Energy Systems}},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
- year = 2024,
- month = aug,
- doi = {10.1109/CCTA60707.2024.10666537},
- url = {https://www.merl.com/publications/TR2024-110}
- }
- 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}
- }
- Lu, Z., Wang, Y., "A Differentiable Dynamic Modeling Approach to Integrated Motion Planning and Actuator Physical Design for Mobile Manipulators", Journal of Field Robotics, DOI: 10.1002/rob.22394, July 2024.
BibTeX TR2024-095 PDF- @article{Lu2024jul,
- author = {Lu, Zehui and Wang, Yebin},
- title = {{A Differentiable Dynamic Modeling Approach to Integrated Motion Planning and Actuator Physical Design for Mobile Manipulators}},
- journal = {Journal of Field Robotics},
- year = 2024,
- month = jul,
- doi = {10.1002/rob.22394},
- url = {https://www.merl.com/publications/TR2024-095}
- }
- Laughman, C.R., Deshpande, V.M., Chakrabarty, A., Qiao, H., "Enhancing Thermodynamic Data Quality for Refrigerant Mixtures: Domain-Informed Anomaly Detection and Removal", nternational Refrigeration and Air Conditioning Conference at Purdue, July 2024, pp. 2359, 1-10.
BibTeX TR2024-099 PDF- @inproceedings{Laughman2024jul,
- author = {Laughman, Christopher R. and Deshpande, Vedang M. and Chakrabarty, Ankush and Qiao, Hongtao},
- title = {{Enhancing Thermodynamic Data Quality for Refrigerant Mixtures: Domain-Informed Anomaly Detection and Removal}},
- booktitle = {International Refrigeration and Air Conditioning Conference at Purdue},
- year = 2024,
- pages = {2359, 1--10},
- month = jul,
- url = {https://www.merl.com/publications/TR2024-099}
- }
- Zhang, M., Jha, D.K., Raghunathan, A., Hauser, K., "Simultaneous Trajectory Optimization and Contact Selection for Contact-rich Manipulation with High-Fidelity Geometry", RSS Workshop on Frontiers of Optimization for Robotics (RSS Workshop FOR), July 2024.
BibTeX TR2024-100 PDF- @inproceedings{Zhang2024jul3,
- author = {Zhang, Mengchao and Jha, Devesh K. and Raghunathan, Arvind and Hauser, Kris},
- title = {{Simultaneous Trajectory Optimization and Contact Selection for Contact-rich Manipulation with High-Fidelity Geometry}},
- booktitle = {RSS Workshop on Frontiers of Optimization for Robotics (RSS Workshop FOR)},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-100}
- }
- Huang, Y., Greiff, M., Vinod, A.P., Di Cairano, S., "Leveraging Computational Fluid Dynamics in UAV Motion Planning", American Control Conference (ACC), DOI: 10.23919/ACC60939.2024.10644753, July 2024, pp. 375-381.
BibTeX TR2024-050 PDF Video- @inproceedings{Huang2024jul,
- author = {Huang, Yunshen and Greiff, Marcus and Vinod, Abraham P. and {Di Cairano}, Stefano},
- title = {{Leveraging Computational Fluid Dynamics in UAV Motion Planning}},
- booktitle = {American Control Conference (ACC)},
- year = 2024,
- pages = {375--381},
- month = jul,
- publisher = {IEEE},
- doi = {10.23919/ACC60939.2024.10644753},
- url = {https://www.merl.com/publications/TR2024-050}
- }
- Kim, T., Vinod, A.P., Di Cairano, S., "Decoupled Trajectory Planning for Monitoring UAVs and UGV Carrier by Reachable Sets", American Control Conference (ACC), DOI: 10.23919/ACC60939.2024.10644642, July 2024, pp. 587-593.
BibTeX TR2024-092 PDF- @inproceedings{Kim2024jul,
- author = {Kim, Taewan and Vinod, Abraham P. and {Di Cairano}, Stefano},
- title = {{Decoupled Trajectory Planning for Monitoring UAVs and UGV Carrier by Reachable Sets}},
- booktitle = {American Control Conference (ACC)},
- year = 2024,
- pages = {587--593},
- month = jul,
- publisher = {IEEE},
- doi = {10.23919/ACC60939.2024.10644642},
- url = {https://www.merl.com/publications/TR2024-092}
- }
- Raghunathan, A., Jha, D.K., Romeres, D., "PYROBOCOP: Python-based Robotic Control & Optimization Package for Manipulation and Collision Avoidance", IEEE Transactions on Automation Science and Engineering, DOI: 10.1109/TASE.2024.3365637, pp. 1-16, June 2024.
BibTeX TR2024-087 PDF- @article{Raghunathan2024jun,
- author = {{{Raghunathan, Arvind and Jha, Devesh K. and Romeres, Diego}}},
- title = {{{PYROBOCOP: Python-based Robotic Control \& Optimization Package for Manipulation and Collision Avoidance}}},
- journal = {IEEE Transactions on Automation Science and Engineering},
- year = 2024,
- pages = {1--16},
- month = jun,
- doi = {10.1109/TASE.2024.3365637},
- issn = {1545-5955},
- url = {https://www.merl.com/publications/TR2024-087}
- }
- Di Cairano, S., Skibik, T., Vinod, A.P., Weiss, A., Berntorp, K., Okura, Y., "Parametrized Maneuvers Governor for Decision Making in Automated Driving" in Nonlinear and Constrained Control - Applications, Synergies, Challenges and Opportunities., June 2024.
BibTeX TR2024-086 PDF- @incollection{DiCairano2024jun,
- author = {{{Di Cairano, Stefano and Skibik, Terrence and Vinod, Abraham P. and Weiss, Avishai and Berntorp, Karl and Okura, Yuichi}}},
- title = {{{Parametrized Maneuvers Governor for Decision Making in Automated Driving}}},
- booktitle = {Nonlinear and Constrained Control - Applications, Synergies, Challenges and Opportunities.},
- year = 2024,
- month = jun,
- isbn = {978-3-031-82681-8},
- url = {https://www.merl.com/publications/TR2024-086}
- }
- Lu, Z., Wang, Y., Sakamoto, Y., Mou, S., "Distributed Co-Design of Motors and Motions for Robotic Manipulators", European Control Conference (ECC), DOI: 10.23919/ECC64448.2024.10590808, June 2024.
BibTeX TR2024-083 PDF- @inproceedings{Lu2024jun,
- author = {Lu, Zehui and Wang, Yebin and Sakamoto, Yusuke and Mou, Shaoshuai},
- title = {{Distributed Co-Design of Motors and Motions for Robotic Manipulators}},
- booktitle = {European Control Conference (ECC)},
- year = 2024,
- month = jun,
- doi = {10.23919/ECC64448.2024.10590808},
- url = {https://www.merl.com/publications/TR2024-083}
- }
- Hall, J.F., Raghunathan, A., "Structural Exploitation for the Homogeneous Reformulation of Model Predictive Control Problems", European Control Conference (ECC), DOI: 10.23919/ECC64448.2024.10591164, June 2024.
BibTeX TR2024-080 PDF- @inproceedings{Hall2024jun,
- author = {Hall, Jonas F and Raghunathan, Arvind},
- title = {{Structural Exploitation for the Homogeneous Reformulation of Model Predictive Control Problems}},
- booktitle = {European Control Conference (ECC)},
- year = 2024,
- month = jun,
- publisher = {IEEE},
- doi = {10.23919/ECC64448.2024.10591164},
- url = {https://www.merl.com/publications/TR2024-080}
- }
- Nayak, S., Greiff, M., Raghunathan, A., Di Cairano, S., Vinod, A.P., "Data-driven monitoring with mobile sensors and charging stations using multi-arm bandits and coordinated motion planners", American Control Conference (ACC), DOI: 10.23919/ACC60939.2024.10644645, June 2024, pp. 299-305.
BibTeX TR2024-078 PDF- @inproceedings{Nayak2024jun,
- author = {Nayak, Siddharth and Greiff, Marcus and Raghunathan, Arvind and {Di Cairano}, Stefano and Vinod, Abraham P.},
- title = {{Data-driven monitoring with mobile sensors and charging stations using multi-arm bandits and coordinated motion planners}},
- booktitle = {American Control Conference (ACC)},
- year = 2024,
- pages = {299--305},
- month = jun,
- publisher = {IEEE},
- doi = {10.23919/ACC60939.2024.10644645},
- url = {https://www.merl.com/publications/TR2024-078}
- }
- Vinod, A.P., Yamazaki, S., Chakrabarty, A., Yoshikawa, N., Di Cairano, S., "Aircraft Approach Management using Reachability and Dynamic Programming", American Control Conference (ACC), DOI: 10.23919/ACC60939.2024.10644902, June 2024, pp. 318-324.
BibTeX TR2024-079 PDF- @inproceedings{Vinod2024jun,
- author = {Vinod, Abraham P. and Yamazaki, Sachiyo and Chakrabarty, Ankush and Yoshikawa, Nobuyuki and {Di Cairano}, Stefano},
- title = {{Aircraft Approach Management using Reachability and Dynamic Programming}},
- booktitle = {American Control Conference (ACC)},
- year = 2024,
- pages = {318--324},
- month = jun,
- publisher = {IEEE},
- doi = {10.23919/ACC60939.2024.10644902},
- url = {https://www.merl.com/publications/TR2024-079}
- }
- Rahman, S., Wang, Y., Menner, M., Liu, D., "Sizing of Electric Vehicle Power Converter Based on Distributed Operating Points", IEEE Transportation Electrification Conference & Expo (ITEC), DOI: 10.1109/ITEC60657.2024.10598910, June 2024.
BibTeX TR2024-075 PDF- @inproceedings{Rahman2024jun2,
- author = {Rahman, Syed and Wang, Yebin and Menner, Marcel and Liu, Dehong},
- title = {{Sizing of Electric Vehicle Power Converter Based on Distributed Operating Points}},
- booktitle = {IEEE Transportation Electrification Conference \& Expo (ITEC)},
- year = 2024,
- month = jun,
- doi = {10.1109/ITEC60657.2024.10598910},
- url = {https://www.merl.com/publications/TR2024-075}
- }
- 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}
- }
- 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}
- }
- 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}
- }