- Sanz-Gorrachategui, I., Wang, Y., Guillen-Asenio, A., Bono-Nuez, A., Martín-del-Brío, B., Orlik, P.V., Pastor-Flores, P., "Remaining Useful Life Estimation of Used Li-Ion Cells with Deep Learning Algorithms without First Life Information", IEEE Access, October 2024.
BibTeX TR2024-155 PDF- @article{Sanz-Gorrachategui2024oct,
- author = {Sanz-Gorrachategui, Ivan and Wang, Ye and Guillen-Asenio, Alejandro and Bono-Nuez, Antonio and Martín-del-Brío, Bonifacio and Orlik, Philip V. and Pastor-Flores, Pablo}},
- title = {Remaining Useful Life Estimation of Used Li-Ion Cells with Deep Learning Algorithms without First Life Information},
- journal = {IEEE Access},
- year = 2024,
- month = oct,
- url = {https://www.merl.com/publications/TR2024-155}
- }
- 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), 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,
- url = {https://www.merl.com/publications/TR2024-115}
- }
- Shastri, S., Ma, Y., Boufounos, P.T., Mansour, H., "Deep Calibration and Operator Learning for Ground Penetrating Radar Imaging", European Signal Processing Conference (EUSIPCO), 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,
- url = {https://www.merl.com/publications/TR2024-128}
- }
- Chakrabarty, A., Vanfretti, L., Bortoff, S.A., Deshpande, V.M., Wang, Y., Paulson, J.A., Zhan, S., Laughman, C.R., "Assessing Building Control Performance Using Physics-Based Simulation Models and Deep Generative Networks", IEEE Conference on Control Technology and Applications (CCTA) 2024, DOI: 10.1109/CCTA60707.2024.10666585, August 2024.
BibTeX TR2024-113 PDF- @inproceedings{Chakrabarty2024aug,
- author = {Chakrabarty, Ankush and Vanfretti, Luigi and Bortoff, Scott A. and Deshpande, Vedang M. and Wang, Ye and Paulson, Joel A. and Zhan, Sicheng and Laughman, Christopher R.}},
- title = {Assessing Building Control Performance Using Physics-Based Simulation Models and Deep Generative Networks},
- booktitle = {IEEE Conference on Control Technology and Applications (CCTA) 2024},
- year = 2024,
- month = aug,
- doi = {10.1109/CCTA60707.2024.10666585},
- url = {https://www.merl.com/publications/TR2024-113}
- }
- Ma, J., Qiao, H., Laughman, C.R., "A Physics-Constrained Data-Driven Modeling Approach for Vapor Compression Systems", International Refrigeration and Air Conditioning Conference at Purdue, July 2024.
BibTeX TR2024-102 PDF- @inproceedings{Ma2024jul,
- author = {Ma, JiaCheng and Qiao, Hongtao and Laughman, Christopher R.}},
- title = {A Physics-Constrained Data-Driven Modeling Approach for Vapor Compression Systems},
- booktitle = {International Refrigeration and Air Conditioning Conference at Purdue},
- year = 2024,
- month = jul,
- url = {https://www.merl.com/publications/TR2024-102}
- }
- Ota, K., Jha, D.K., Kanezaki, A., "A Framework for Training Larger Networks for Deep Reinforcement Learning", Machine Learning Journal, May 2024.
BibTeX TR2024-058 PDF- @article{Ota2024may3,
- author = {Ota, Kei and Jha, Devesh K. and Kanezaki, Asako}},
- title = {A Framework for Training Larger Networks for Deep Reinforcement Learning},
- journal = {Machine Learning Journal},
- year = 2024,
- month = may,
- url = {https://www.merl.com/publications/TR2024-058}
- }
- 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}
- }
- Shimane, Y., Miraldo, P., Berntorp, K., Greiff, M., Elango, P., Weiss, A., "High-Fidelity Simulation of Horizon-Based Optical Navigation with Open-Source Software", International Astronautical Congress (IAC), October 2023, pp. IAC-23,C1,5,9,x78805.
BibTeX TR2023-128 PDF- @inproceedings{Shimane2023oct,
- author = {Shimane, Yuri and Miraldo, Pedro and Berntorp, Karl and Greiff, Marcus and Elango, Purnanand and Weiss, Avishai},
- title = {High-Fidelity Simulation of Horizon-Based Optical Navigation with Open-Source Software},
- booktitle = {International Astronautical Congress (IAC)},
- year = 2023,
- pages = {IAC--23,C1,5,9,x78805},
- month = oct,
- url = {https://www.merl.com/publications/TR2023-128}
- }
- Germain, F., Wichern, G., Le Roux, J., "Hyperbolic Unsupervised Anomalous Sound Detection", IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), DOI: 10.1109/WASPAA58266.2023.10248092, September 2023.
BibTeX TR2023-108 PDF Video Presentation- @inproceedings{Germain2023aug,
- author = {Germain, Francois and Wichern, Gordon and Le Roux, Jonathan},
- title = {Hyperbolic Unsupervised Anomalous Sound Detection},
- booktitle = {IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)},
- year = 2023,
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/WASPAA58266.2023.10248092},
- issn = {1947-1629},
- isbn = {979-8-3503-2372-6},
- url = {https://www.merl.com/publications/TR2023-108}
- }
- Shenoy, V., Marks, T.K., Mansour, H., Lohit, S., "Unrolled IPPG: Video Heart Rate Esitmation via Unrolling Proximal Gradient Descent", IEEE International Conference on Image Processing (ICIP), DOI: 10.1109/ICIP49359.2023.10222169, September 2023, pp. 2715-2719.
BibTeX TR2023-116 PDF Video- @inproceedings{Shenoy2023sep,
- author = {{Shenoy, Vineet and Marks, Tim K. and Mansour, Hassan and Lohit, Suhas}},
- title = {Unrolled IPPG: Video Heart Rate Esitmation via Unrolling Proximal Gradient Descent},
- booktitle = {IEEE International Conference on Image Processing (ICIP)},
- year = 2023,
- pages = {2715--2719},
- month = sep,
- publisher = {IEEE},
- doi = {10.1109/ICIP49359.2023.10222169},
- isbn = {978-1-7281-9835-4},
- url = {https://www.merl.com/publications/TR2023-116}
- }
- Fujihashi, T., Koike-Akino, T., Watanabe, T., "Soft Delivery: Survey on A New Paradigm for Wireless and Mobile Multimedia Streaming", ACM Computing Surveys, DOI: 10.1145/3607139, Vol. 56, No. 2, pp. 1-37, August 2023.
BibTeX TR2023-102 PDF- @article{Fujihashi2023aug,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
- title = {Soft Delivery: Survey on A New Paradigm for Wireless and Mobile Multimedia Streaming},
- journal = {ACM Computing Surveys},
- year = 2023,
- volume = 56,
- number = 2,
- pages = {1--37},
- month = aug,
- doi = {10.1145/3607139},
- url = {https://www.merl.com/publications/TR2023-102}
- }
- Ahmed, M.R., Koike-Akino, T., Parsons, K., Wang, Y., "AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs", International Midwest Symposium on Circuits and Systems (MWSCAS), DOI: 10.1109/MWSCAS57524.2023.10405914, August 2023.
BibTeX TR2023-097 PDF- @inproceedings{Ahmed2023aug2,
- author = {Ahmed, Md Rubel and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {AutoHLS: Learning to Accelerate Design Space Exploration for HLS Designs},
- booktitle = {International Midwest Symposium on Circuits and Systems (MWSCAS)},
- year = 2023,
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/MWSCAS57524.2023.10405914},
- issn = {1558-3899},
- isbn = {979-8-3503-0210-3},
- url = {https://www.merl.com/publications/TR2023-097}
- }
- Ahmed, M.R., Koike-Akino, T., Parsons, K., Wang, Y., "Joint Software-Hardware Design for Green AI", International Midwest Symposium on Circuits and Systems (MWSCAS), DOI: 10.1109/MWSCAS57524.2023.10405937, August 2023.
BibTeX TR2023-096 PDF- @inproceedings{Ahmed2023aug,
- author = {Ahmed, Md Rubel and Koike-Akino, Toshiaki and Parsons, Kieran and Wang, Ye},
- title = {Joint Software-Hardware Design for Green AI},
- booktitle = {International Midwest Symposium on Circuits and Systems (MWSCAS)},
- year = 2023,
- month = aug,
- publisher = {IEEE},
- doi = {10.1109/MWSCAS57524.2023.10405937},
- issn = {1558-3899},
- isbn = {979-8-3503-0210-3},
- url = {https://www.merl.com/publications/TR2023-096}
- }
- Zhang, J., Nikovski, D., Kojima, T., "3T-Net: Transformer Encoders for Destination Prediction", The Chinese Control Conference, DOI: 10.23919/CCC58697.2023.10240616, July 2023.
BibTeX TR2023-094 PDF Presentation- @inproceedings{Zhang2023jul3,
- author = {Zhang, Jing and Nikovski, Daniel and Kojima, Takuro},
- title = {3T-Net: Transformer Encoders for Destination Prediction},
- booktitle = {The Chinese Control Conference},
- year = 2023,
- month = jul,
- doi = {10.23919/CCC58697.2023.10240616},
- url = {https://www.merl.com/publications/TR2023-094}
- }
- Chakrabarty, A., Wichern, G., Laughman, C.R., "Meta-Learning of Neural State-Space Models Using Data From Similar Systems", World Congress of the International Federation of Automatic Control (IFAC), DOI: 10.1016/j.ifacol.2023.10.1843, July 2023.
BibTeX TR2023-087 PDF- @inproceedings{Chakrabarty2023jul,
- author = {Chakrabarty, Ankush and Wichern, Gordon and Laughman, Christopher R.},
- title = {Meta-Learning of Neural State-Space Models Using Data From Similar Systems},
- booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
- year = 2023,
- month = jul,
- doi = {10.1016/j.ifacol.2023.10.1843},
- url = {https://www.merl.com/publications/TR2023-087}
- }
- Ota, K., Jha, D.K., Tung, H.-Y., Tenenbaum, J.B., "Tactile-Filter: Interactive Tactile Perception for Part Mating", Robotics: Science and Systems (RSS), DOI: 10.15607/RSS.2023.XIX.079, June 2023.
BibTeX TR2023-077 PDF Video- @inproceedings{Ota2023jun,
- author = {Ota, Kei and Jha, Devesh K. and Tung, Hsiao-Yu and Tenenbaum, Joshua B.},
- title = {Tactile-Filter: Interactive Tactile Perception for Part Mating},
- booktitle = {Robotics: Science and Systems (RSS)},
- year = 2023,
- month = jun,
- doi = {10.15607/RSS.2023.XIX.079},
- url = {https://www.merl.com/publications/TR2023-077}
- }
- Salatiello, A., Wang, Y., Wichern, G., Koike-Akino, T., Yoshihiro, O., Kaneko, Y., Laughman, C.R., Chakrabarty, A., "Synthesizing Building Operation Data with Generative Models: VAEs, GANs, or Something In Between?", ACM e-Energy Conference, DOI: 10.1145/3599733.3600260, June 2023.
BibTeX TR2023-072 PDF- @inproceedings{Salatiello2023jun,
- author = {Salatiello, Alessandro and Wang, Ye and Wichern, Gordon and Koike-Akino, Toshiaki and Yoshihiro, Ohta and Kaneko, Yosuke and Laughman, Christopher R. and Chakrabarty, Ankush},
- title = {Synthesizing Building Operation Data with Generative Models: VAEs, GANs, or Something In Between?},
- booktitle = {ACM e-Energy Conference},
- year = 2023,
- month = jun,
- doi = {10.1145/3599733.3600260},
- url = {https://www.merl.com/publications/TR2023-072}
- }
- Singh, A., Jones, M.J., Learned-Miller, E., "EVAL: Explainable Video Anomaly Localization", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR52729.2023.01795, June 2023.
BibTeX TR2023-071 PDF Video Software Presentation- @inproceedings{Singh2023jun,
- author = {Singh, Ashish and Jones, Michael J. and Learned-Miller, Erik},
- title = {EVAL: Explainable Video Anomaly Localization},
- booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2023,
- month = jun,
- doi = {10.1109/CVPR52729.2023.01795},
- url = {https://www.merl.com/publications/TR2023-071}
- }
- Xu, Y., Wang, B., Sakamoto, Y., Yamamoto, T., Nishimura, Y., "Comparison of Learning-based Surrogate Models for Electric Motors", Conference on the Computation of Electromagnetic Fields (COMPUMAG), DOI: 10.1109/COMPUMAG56388.2023.10411811, May 2023, pp. 1-4.
BibTeX TR2023-042 PDF- @inproceedings{Xu2023may,
- author = {Xu, Yihao and Wang, Bingnan and Sakamoto, Yusuke and Yamamoto, Tatsuya and Nishimura, Yuki},
- title = {Comparison of Learning-based Surrogate Models for Electric Motors},
- booktitle = {2023 24th International Conference on the Computation of Electromagnetic Fields (COMPUMAG)},
- year = 2023,
- pages = {1--4},
- month = may,
- publisher = {IEEE},
- doi = {10.1109/COMPUMAG56388.2023.10411811},
- url = {https://www.merl.com/publications/TR2023-042}
- }
- Bralios, D., Tzinis, E., Wichern, G., Smaragdis, P., Le Roux, J., "Latent Iterative Refinement for Modular Source Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP49357.2023.10096897, May 2023, pp. 1-5.
BibTeX TR2023-019 PDF- @inproceedings{Bralios2023may,
- author = {Bralios, Dimitrios and Tzinis, Efthymios and Wichern, Gordon and Smaragdis, Paris and Le Roux, Jonathan},
- title = {Latent Iterative Refinement for Modular Source Separation},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2023,
- pages = {1--5},
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICASSP49357.2023.10096897},
- url = {https://www.merl.com/publications/TR2023-019}
- }
- Fujihashi, T., Koike-Akino, T., Watanabe, T., "Soft 2D-to-3D Delivery Using Deep Graph Neural Networks for Holographic-Type Communication", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/ICASSP49357.2023.10095882, May 2023.
BibTeX TR2023-031 PDF- @inproceedings{Fujihashi2023may,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
- title = {Soft 2D-to-3D Delivery Using Deep Graph Neural Networks for Holographic-Type Communication},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2023,
- month = may,
- publisher = {IEEE},
- doi = {10.1109/ICASSP49357.2023.10095882},
- isbn = {978-1-7281-6327-7},
- url = {https://www.merl.com/publications/TR2023-031}
- }
- Cherian, A., Peng, K.-C., Lohit, S., Smith, K., Tenenbaum, J.B., "Are Deep Neural Networks SMARTer than Second Graders?", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), March 2023, pp. 10834-10844.
BibTeX TR2023-014 PDF Video Data Software Presentation- @inproceedings{Cherian2023mar,
- author = {Cherian, Anoop and Peng, Kuan-Chuan and Lohit, Suhas and Smith, Kevin and Tenenbaum, Joshua B.},
- title = {Are Deep Neural Networks SMARTer than Second Graders?},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2023,
- pages = {10834--10844},
- month = mar,
- publisher = {CVF},
- url = {https://www.merl.com/publications/TR2023-014}
- }
- Kojima, K., Koike-Akino, T., Wang, Y., Jung Minwoo, , Brand, M., "Inverse design of two-dimensional freeform metagrating using an adversarial conditional variational autoencoder", SPIE Photonics West, DOI: 10.1117/12.2650299, January 2023.
BibTeX TR2023-004 PDF- @inproceedings{Kojima2023jan,
- author = {Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Jung Minwoo and Brand, Matthew},
- title = {Inverse design of two-dimensional freeform metagrating using an adversarial conditional variational autoencoder},
- booktitle = {Proc. SPIE 12431, Photonic and Phononic Properties of Engineered Nanostructures XIII},
- year = 2023,
- month = jan,
- publisher = {SPIE},
- doi = {10.1117/12.2650299},
- url = {https://www.merl.com/publications/TR2023-004}
- }
- Bhattacharya, C., Chakrabarty, A., Laughman, C.R., Qiao, H., "https://iwww.merl.com/TR/camready-4505.pdf", Modeling, Estimation and Control Conference, DOI: 10.1016/j.ifacol.2022.11.168, December 2022, pp. 99-106.
BibTeX TR2022-170 PDF- @inproceedings{Bhattacharya2022dec,
- author = {Bhattacharya, Chandrachur and Chakrabarty, Ankush and Laughman, Christopher R. and Qiao, Hongtao},
- title = {https://iwww.merl.com/TR/camready-4505.pdf},
- booktitle = {Modeling, Estimation and Control Conference},
- year = 2022,
- pages = {99--106},
- month = dec,
- doi = {10.1016/j.ifacol.2022.11.168},
- url = {https://www.merl.com/publications/TR2022-170}
- }
- Talukder, K., Wang, B., Sakamoto, Y., "Electric Machine Two-dimensional Flux Map Prediction with Ensemble Learning", International Conference on Electrical Machines and Systems (ICEMS), DOI: 10.1109/ICEMS56177.2022.9982881, December 2022, pp. 1-4.
BibTeX TR2022-152 PDF- @inproceedings{Talukder2022dec,
- author = {Talukder, Khaled and Wang, Bingnan and Sakamoto, Yusuke},
- title = {Electric Machine Two-dimensional Flux Map Prediction with Ensemble Learning},
- booktitle = {International Conference on Electrical Machines and Systems (ICEMS)},
- year = 2022,
- pages = {1--4},
- month = dec,
- doi = {10.1109/ICEMS56177.2022.9982881},
- url = {https://www.merl.com/publications/TR2022-152}
- }