- 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}
- }
- Tiwari, A., Berntorp, K., Di Cairano, S., Menner, M., "Personalized Routing using Crowdsourced Connected Vehicle Data", IEEE Conference on Control Technology and Applications (CCTA), DOI: 10.1109/CCTA54093.2023.10253029, August 2023.
BibTeX TR2023-095 PDF- @inproceedings{Tiwari2023aug,
- author = {Tiwari, Anuj and Berntorp, Karl and Di Cairano, Stefano and Menner, Marcel},
- title = {Personalized Routing using Crowdsourced Connected Vehicle Data},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA)},
- year = 2023,
- month = aug,
- doi = {10.1109/CCTA54093.2023.10253029},
- url = {https://www.merl.com/publications/TR2023-095}
- }
- Wang, Y., Zhang, J., Nikovski, D., Kojima, T., "Estimating Traffic Density Using Transformer Decoders", International Workshop on Statistical Methods and Artificial Intelligence, DOI: 10.1016/j.procs.2023.03.143, March 2023.
BibTeX TR2023-011 PDF- @inproceedings{Wang2023mar,
- author = {Wang, Yinsong and Zhang, Jing and Nikovski, Daniel and Kojima, Takuro},
- title = {Estimating Traffic Density Using Transformer Decoders},
- booktitle = {International Workshop on Statistical Methods and Artificial Intelligence},
- year = 2023,
- month = mar,
- doi = {10.1016/j.procs.2023.03.143},
- url = {https://www.merl.com/publications/TR2023-011}
- }
- Zhang, J., Tsiligkaridis, A., Taguchi, H., Raghunathan, A., Nikovski, D.N., "Transformer Networks for Predictive Group Elevator Control", European Control Conference (ECC), DOI: 10.23919/ECC55457.2022.9838059, July 2022.
BibTeX TR2022-100 PDF- @inproceedings{Zhang2022jul,
- author = {Zhang, Jing and Tsiligkaridis, Athanasios and Taguchi, Hiroshi and Raghunathan, Arvind and Nikovski, Daniel N.},
- title = {Transformer Networks for Predictive Group Elevator Control},
- booktitle = {European Control Conference (ECC)},
- year = 2022,
- month = jul,
- doi = {10.23919/ECC55457.2022.9838059},
- url = {https://www.merl.com/publications/TR2022-100}
- }
- Zeng, T., Guo, J., Kim, K.J., Parsons, K., Orlik, P.V., Di Cairano, S., Saad, W., "Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning", IEEE Intelligent Vehicles Symposium, July 2021.
BibTeX TR2021-083 PDF Video- @inproceedings{Zeng2021jul,
- author = {Zeng, Tengchan and Guo, Jianlin and Kim, Kyeong Jin and Parsons, Kieran and Orlik, Philip V. and Di Cairano, Stefano and Saad, Walid},
- title = {Multi-Task Federated Learning for Traffic Prediction and Its Application to Route Planning},
- booktitle = {IEEE Intelligent Vehicles Symposium},
- year = 2021,
- month = jul,
- url = {https://www.merl.com/publications/TR2021-083}
- }
- Sahin, Y.E., Quirynen, R., Di Cairano, S., "Autonomous Vehicle Decision-Making and Monitoring based on Signal Temporal Logic and Mixed-Integer Programming", American Control Conference (ACC), DOI: 10.23919/ACC45564.2020.9147917, July 2020.
BibTeX TR2020-095 PDF- @inproceedings{Sahin2020jul,
- author = {Sahin, Yunus Emre and Quirynen, Rien and Di Cairano, Stefano},
- title = {Autonomous Vehicle Decision-Making and Monitoring based on Signal Temporal Logic and Mixed-Integer Programming},
- booktitle = {American Control Conference (ACC)},
- year = 2020,
- month = jul,
- doi = {10.23919/ACC45564.2020.9147917},
- url = {https://www.merl.com/publications/TR2020-095}
- }
- Hu, Y., Chen, S., Zhang, Y., Gu, X., "Collaborative Motion Prediction via Neural Motion Message Passing", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR42600.2020.00635, June 2020, pp. 6318-6327.
BibTeX TR2020-072 PDF- @inproceedings{Hu2020jun,
- author = {Hu, Yue and Chen, Siheng and Zhang, Ya and Gu, Xiao},
- title = {Collaborative Motion Prediction via Neural Motion Message Passing},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2020,
- pages = {6318--6327},
- month = jun,
- doi = {10.1109/CVPR42600.2020.00635},
- url = {https://www.merl.com/publications/TR2020-072}
- }
- Wollenstein, S., Sun, C., Zhang, J., Paschalidis, I., "Joint Estimation of OD Demands and Cost Functions in Transportation Networks from Data", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC40024.2019.9029445, December 2019, pp. 5113-5118.
BibTeX TR2019-144 PDF- @inproceedings{Wollenstein2019dec,
- author = {Wollenstein, Salomón and Sun, Chuangchuang and Zhang, Jing and Paschalidis, Ioannis},
- title = {Joint Estimation of OD Demands and Cost Functions in Transportation Networks from Data},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2019,
- pages = {5113--5118},
- month = dec,
- doi = {10.1109/CDC40024.2019.9029445},
- url = {https://www.merl.com/publications/TR2019-144}
- }
- Okamoto, K., Berntorp, K., Di Cairano, S., "Similarity-Based Vehicle-Motion Prediction", American Control Conference (ACC), DOI: 10.23919/ACC.2017.7962970, May 2017.
BibTeX TR2017-058 PDF- @inproceedings{Okamoto2017may,
- author = {Okamoto, Kazuhide and Berntorp, Karl and Di Cairano, Stefano},
- title = {Similarity-Based Vehicle-Motion Prediction},
- booktitle = {American Control Conference (ACC)},
- year = 2017,
- month = may,
- doi = {10.23919/ACC.2017.7962970},
- url = {https://www.merl.com/publications/TR2017-058}
- }
- Nishiuma, N., Goto, Y., Kumazawa, H., Nikovski, D., Brand, M., "Traffic Prediction using Singular Value Decomposition", World Congress and Exhibition on Intelligent Transport Systems and Services (ITS), October 2004.
BibTeX - @inproceedings{Nishiuma2004oct,
- author = {Nishiuma, N. and Goto, Y. and Kumazawa, H. and Nikovski, D. and Brand, M.},
- title = {Traffic Prediction using Singular Value Decomposition},
- booktitle = {World Congress and Exhibition on Intelligent Transport Systems and Services (ITS)},
- year = 2004,
- month = oct
- }