Publications

41 / 3,208 publications found.


  •  Zhang, W., Jha, D.K., Laftchiev, E., Nikovski, D.N., "Multi-label Prediction in Time Series Data using Deep Neural Networks", International Journal for Prognostics and Health Management Special Issue on Applications of Deep Learning and Emerging Analytics, Vol. 10, pp. 0-12, September 2019.
    BibTeX TR2019-110 PDF
    • @article{Zhang2019sep2,
    • author = {Zhang, Wenyu and Jha, Devesh K. and Laftchiev, Emil and Nikovski, Daniel N.},
    • title = {Multi-label Prediction in Time Series Data using Deep Neural Networks},
    • journal = {International Journal for Prognostics and Health Management Special Issue on Applications of Deep Learning and Emerging Analytics},
    • year = 2019,
    • volume = 10,
    • pages = {0--12},
    • month = sep,
    • note = {Special Issue on Deep Learning and Emerging Analytics},
    • issn = {2153-2648},
    • url = {https://www.merl.com/publications/TR2019-110}
    • }
  •  Chakrabarty, A., Jha, D.K., Wang, Y., "Data-Driven Control Policies for Partially Known Systems via Kernelized Lipschitz Learning", American Control Conference (ACC), DOI: 10.23919/​ACC.2019.8815325, July 2019, pp. 4192-4197.
    BibTeX TR2019-047 PDF
    • @inproceedings{Chakrabarty2019jul,
    • author = {Chakrabarty, Ankush and Jha, Devesh K. and Wang, Yebin},
    • title = {Data-Driven Control Policies for Partially Known Systems via Kernelized Lipschitz Learning},
    • booktitle = {American Control Conference (ACC)},
    • year = 2019,
    • pages = {4192--4197},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC.2019.8815325},
    • url = {https://www.merl.com/publications/TR2019-047}
    • }
  •  Romeres, D., Jha, D.K., Dau, H., Yerazunis, W.S., Nikovski, D.N., "Anomaly Detection for Insertion Tasks in Robotic Assembly Using Gaussian Process Models", European Control Conference (ECC), DOI: 10.23919/​ECC.2019.8795698, June 2019, pp. 1017-1022.
    BibTeX TR2019-055 PDF
    • @inproceedings{Romeres2019jun,
    • author = {Romeres, Diego and Jha, Devesh K. and Dau, Hoang and Yerazunis, William S. and Nikovski, Daniel N.},
    • title = {Anomaly Detection for Insertion Tasks in Robotic Assembly Using Gaussian Process Models},
    • booktitle = {European Control Conference (ECC)},
    • year = 2019,
    • pages = {1017--1022},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.23919/ECC.2019.8795698},
    • isbn = {978-3-907144-00-8},
    • url = {https://www.merl.com/publications/TR2019-055}
    • }
  •  Raghunathan, A., Cherian, A., Jha, D.K., "Game Theoretic Optimization via Gradient-based Nikaido-Isoda Function", International Conference on Machine Learning (ICML), Lawrence, N. and Reid, M., Eds., June 2019, pp. 5291-5300.
    BibTeX TR2019-045 PDF Software
    • @inproceedings{Raghunathan2019jun,
    • author = {Raghunathan, Arvind and Cherian, Anoop and Jha, Devesh K.},
    • title = {Game Theoretic Optimization via Gradient-based Nikaido-Isoda Function},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2019,
    • editor = {Lawrence, N. and Reid, M.},
    • pages = {5291--5300},
    • month = jun,
    • publisher = {PMLR},
    • issn = {2640-3498},
    • url = {https://www.merl.com/publications/TR2019-045}
    • }
  •  Romeres, D., Jha, D.K., Dalla Libera, A., Yerazunis, W.S., Nikovski, D.N., "Semiparametrical Gaussian Processes Learning of Forward Dynamical Models for Navigating in a Circular Maze", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/​ICRA.2019.8794229, May 2019, pp. 3195-3202.
    BibTeX TR2019-028 PDF Video Software
    • @inproceedings{Romeres2019may,
    • author = {Romeres, Diego and Jha, Devesh K. and Dalla Libera, Alberto and Yerazunis, William S. and Nikovski, Daniel N.},
    • title = {Semiparametrical Gaussian Processes Learning of Forward Dynamical Models for Navigating in a Circular Maze},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2019,
    • pages = {3195--3202},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICRA.2019.8794229},
    • issn = {2577-087X},
    • isbn = {978-1-5386-6027-0},
    • url = {https://www.merl.com/publications/TR2019-028}
    • }
  •  van Baar, J., Sullivan, A., Corcodel, R., Jha, D.K., Romeres, D., Nikovski, D.N., "Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics", IEEE International Conference on Robotics and Automation (ICRA), DOI: 10.1109/​ICRA.2019.8793561, May 2019, pp. 6001-6007.
    BibTeX TR2018-202 PDF Video Software
    • @inproceedings{vanBaar2019may,
    • author = {van Baar, Jeroen and Sullivan, Alan and Corcodel, Radu and Jha, Devesh K. and Romeres, Diego and Nikovski, Daniel N.},
    • title = {Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics},
    • booktitle = {IEEE International Conference on Robotics and Automation (ICRA)},
    • year = 2019,
    • pages = {6001--6007},
    • month = may,
    • doi = {10.1109/ICRA.2019.8793561},
    • url = {https://www.merl.com/publications/TR2018-202}
    • }
  •  TaherSima, M., Kojima, K., Koike-Akino, T., Jha, D.K., Wang, B., Lin, C., Parsons, K., "Nanostructured Photonic Power Splitter Design via Convolutional Neural Networks", Conference on Lasers and Electro-Optics (CLEO), DOI: 10.1364/​CLEO_SI.2019.SW4J.6, May 2019.
    BibTeX TR2019-027 PDF
    • @inproceedings{TaherSima2019may,
    • author = {TaherSima, Mohammad and Kojima, Keisuke and Koike-Akino, Toshiaki and Jha, Devesh K. and Wang, Bingnan and Lin, Chungwei and Parsons, Kieran},
    • title = {Nanostructured Photonic Power Splitter Design via Convolutional Neural Networks},
    • booktitle = {Conference on Lasers and Electro-Optics (CLEO)},
    • year = 2019,
    • month = may,
    • publisher = {Optical Society of America},
    • doi = {10.1364/CLEO_SI.2019.SW4J.6},
    • url = {https://www.merl.com/publications/TR2019-027}
    • }
  •  TaherSima, M., Kojima, K., Koike-Akino, T., Jha, D.K., Wang, B., Lin, C., Parsons, K., "Deep Neural Network Inverse Modeling for Integrated Photonics", Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC), DOI: 10.1364/​OFC.2019.W3B.5, March 2019.
    BibTeX TR2018-183 PDF
    • @inproceedings{TaherSima2019mar,
    • author = {TaherSima, Mohammad and Kojima, Keisuke and Koike-Akino, Toshiaki and Jha, Devesh K. and Wang, Bingnan and Lin, Chungwei and Parsons, Kieran},
    • title = {Deep Neural Network Inverse Modeling for Integrated Photonics},
    • booktitle = {Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC)},
    • year = 2019,
    • month = mar,
    • doi = {10.1364/OFC.2019.W3B.5},
    • url = {https://www.merl.com/publications/TR2018-183}
    • }
  •  TaherSima, M., Kojima, K., Koike-Akino, T., Jha, D., Wang, B., Lin, C., Parsons, K., "Deep Neural Network Inverse Design of Integrated Photonic Power Splitters", Nature Scientific Reports, DOI: 10.1038/​s41598-018-37952-2, Vol. 9, pp. 1368, December 2018.
    BibTeX TR2018-180 PDF
    • @article{TaherSima2018dec,
    • author = {TaherSima, Mohammad and Kojima, Keisuke and Koike-Akino, Toshiaki and Jha, Devesh and Wang, Bingnan and Lin, Chungwei and Parsons, Kieran},
    • title = {Deep Neural Network Inverse Design of Integrated Photonic Power Splitters},
    • journal = {Nature Scientific Reports},
    • year = 2018,
    • volume = 9,
    • pages = 1368,
    • month = dec,
    • doi = {10.1038/s41598-018-37952-2},
    • issn = {2045-2322},
    • url = {https://www.merl.com/publications/TR2018-180}
    • }
  •  Romeres, D.., Jha, D.K., Dalla Libera, A., Chiuso, A., Nikovski, D.N., "Derivative-Free Semiparametric Bayesian Models for Robot Learning", Advances in Neural Information Processing Systems (NIPS), December 2018.
    BibTeX TR2018-165 PDF
    • @inproceedings{Romeres2018dec,
    • author = {Romeres, Diego and Jha, Devesh K. and Dalla Libera, Alberto and Chiuso, Alessandro and Nikovski, Daniel N.},
    • title = {Derivative-Free Semiparametric Bayesian Models for Robot Learning},
    • booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    • year = 2018,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2018-165}
    • }
  •  Jha, D.K., Romeres, D., van Baar, J., Sullivan, A., Nikovski, D.N., "Learning Tasks in a Complex Circular Maze Environment", NIPS Workshop on Modeling the Physical World: Perception, Learning, and Control, December 2018.
    BibTeX TR2018-169 PDF
    • @inproceedings{vanBaar2018dec,
    • author = {Jha, Devesh K. and Romeres, Diego and van Baar, Jeroen and Sullivan, Alan and Nikovski, Daniel N.},
    • title = {Learning Tasks in a Complex Circular Maze Environment},
    • booktitle = {NIPS Workshop on Modeling the Physical World: Perception, Learning, and Control},
    • year = 2018,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2018-169}
    • }
  •  Jha, D.K., "Algorithms for Task Allocation in Homogeneous Swarm of Robots", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/​IROS.2018.8594052, October 2018.
    BibTeX TR2018-151 PDF
    • @inproceedings{Jha2018oct,
    • author = {Jha, Devesh K.},
    • title = {Algorithms for Task Allocation in Homogeneous Swarm of Robots},
    • booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    • year = 2018,
    • month = oct,
    • doi = {10.1109/IROS.2018.8594052},
    • url = {https://www.merl.com/publications/TR2018-151}
    • }
  •  van Baar, J., Corcodel, R., Sullivan, A., Jha, D.K., Romeres, D., Nikovski, D.N., "Simulation to Real Transfer Learning with Robustified Policies for Robot Tasks", arXiv, September 2018.
    BibTeX arXiv
    • @article{vanBaar2018sep,
    • author = {van Baar, Jeroen and Corcodel, Radu and Sullivan, Alan and Jha, Devesh K. and Romeres, Diego and Nikovski, Daniel N.},
    • title = {Simulation to Real Transfer Learning with Robustified Policies for Robot Tasks},
    • journal = {arXiv},
    • year = 2018,
    • month = sep,
    • url = {https://arxiv.org/abs/1809.04720}
    • }
  •  Jha, D.K., Yerazunis, W.S., Nikovski, D.N., Farahmand, A.-M., "Learning to Regulate Rolling Ball Motion", IEEE Symposium on Computational Intelligence in Engineering Solutions, DOI: 10.1109/​SSCI.2017.8285376, November 2017.
    BibTeX TR2017-176 PDF
    • @inproceedings{Jha2017nov,
    • author = {Jha, Devesh K. and Yerazunis, William S. and Nikovski, Daniel N. and Farahmand, Amir-massoud},
    • title = {Learning to Regulate Rolling Ball Motion},
    • booktitle = {IEEE Symposium on Computational Intelligence in Engineering Solutions},
    • year = 2017,
    • month = nov,
    • doi = {10.1109/SSCI.2017.8285376},
    • url = {https://www.merl.com/publications/TR2017-176}
    • }
  •  Wang, Y., Jha, D.K., Akemi, Y., "A two-stage RRT path planner for automated parking", IEEE Conference on Automation and Science Engineering, DOI: 10.1109/​COASE.2017.8256153, August 2017.
    BibTeX TR2017-121 PDF
    • @inproceedings{Wang2017aug2,
    • author = {Wang, Yebin and Jha, Devesh K. and Akemi, Yukiyasu},
    • title = {A two-stage RRT path planner for automated parking},
    • booktitle = {IEEE Conference on Automation and Science Engineering},
    • year = 2017,
    • month = aug,
    • doi = {10.1109/COASE.2017.8256153},
    • url = {https://www.merl.com/publications/TR2017-121}
    • }
  •  Jha, D.K., Zhu, M., Wang, Y., Ray, A., "Data-Driven Anytime Algorithms for Motion Planning with Safety Guarantees", American Control Conference (ACC), DOI: 10.1109/​ACC.2016.7526565, July 2016, pp. 5716-5721.
    BibTeX TR2016-041 PDF
    • @inproceedings{Jha2016jul,
    • author = {Jha, Devesh K. and Zhu, Minghui and Wang, Yebin and Ray, Asok},
    • title = {Data-Driven Anytime Algorithms for Motion Planning with Safety Guarantees},
    • booktitle = {American Control Conference (ACC)},
    • year = 2016,
    • pages = {5716--5721},
    • month = jul,
    • doi = {10.1109/ACC.2016.7526565},
    • url = {https://www.merl.com/publications/TR2016-041}
    • }