Publications

102 / 2,863 publications found.


  •  Xu, H., Sun, H., Nikovski, D.N., Kitamura, S., Mori, K., Hashimoto, H., "Deep Reinforcement Learning for Joint Bidding and Pricing of Load Serving Entity", IEEE Transactions on smart grids, DOI: 10.1109/TSG.2019.2903756, ISSN: 1949-3061, Vol. 10, No. 6, pp. 6366-6375, January 2020.
    BibTeX Download PDFAbout TR2020-003
    • @article{Xu2020jan,
    • author = {Xu, Hanchen and Sun, Hongbo and Nikovski, Daniel N. and Kitamura, Shoichi and Mori, Kazuyuki and Hashimoto, Hiroyuki},
    • title = {Deep Reinforcement Learning for Joint Bidding and Pricing of Load Serving Entity},
    • journal = {IEEE Transactions on smart grids},
    • year = 2020,
    • volume = 10,
    • number = 6,
    • pages = {6366--6375},
    • month = jan,
    • doi = {10.1109/TSG.2019.2903756},
    • issn = {1949-3061},
    • url = {https://www.merl.com/publications/TR2020-003}
    • }
  •  Jha, D., Kolaric, P., Romeres, D., Raghunathan, A., Benosman, M., Nikovski, D.N., "Robust Optimization for Trajectory-Centric Model-based Reinforcement Learning", NeurIPS Workshop on Safety and Robustness in Decision Making, December 2019.
    BibTeX Download PDFAbout TR2019-156
    • @inproceedings{Jha2019dec2,
    • author = {Jha, Devesh and Kolaric, Patrik and Romeres, Diego and Raghunathan, Arvind and Benosman, Mouhacine and Nikovski, Daniel N.},
    • title = {Robust Optimization for Trajectory-Centric Model-based Reinforcement Learning},
    • booktitle = {NeurIPS Workshop on Safety and Robustness in Decision Making},
    • year = 2019,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2019-156}
    • }
  •  Ota, K., Jha, D.K., Oiki, T., Miura, M., Nammoto, T., Nikovski, D., Mariyama, T., "Trajectory Optimization for Unknown Constrained Systems using Reinforcement Learning", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/IROS40897.2019.8968010, ISSN: 2153-0866, ISBN: 978-1-7281-4004-9, November 2019, pp. 3487-3494.
    BibTeX Download PDFAbout TR2019-129
    • @inproceedings{Ota2019nov,
    • author = {Ota, Kei and Jha, Devesh K. and Oiki, Tomohiro and Miura, Mamoru and Nammoto, Takashi and Nikovski, Daniel and Mariyama, Toshisada},
    • title = {Trajectory Optimization for Unknown Constrained Systems using Reinforcement Learning},
    • booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    • year = 2019,
    • pages = {3487--3494},
    • month = nov,
    • publisher = {IEEE},
    • doi = {10.1109/IROS40897.2019.8968010},
    • issn = {2153-0866},
    • isbn = {978-1-7281-4004-9},
    • url = {https://www.merl.com/publications/TR2019-129}
    • }
  •  Imamura, M., Inoue, M., Terada, M., Nikovski, D.N., "Time Series Segmentation with Leg Analysis for Human Motion Analysis", International Workshop on Informatics, October 2019.
    BibTeX Download PDFAbout TR2019-150
    • @inproceedings{Imamura2019oct,
    • author = {Imamura, Makoto and Inoue, Mao and Terada, Masahiro and Nikovski, Daniel N.},
    • title = {Time Series Segmentation with Leg Analysis for Human Motion Analysis},
    • booktitle = {International Workshop on Informatics},
    • year = 2019,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2019-150}
    • }
  •  Zhang, W., Jha, D., 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, ISSN: 2153-2648, Vol. 10, pp. 0-12, September 2019.
    BibTeX Download PDFAbout TR2019-110
    • @article{Zhang2019sep2,
    • author = {Zhang, Wenyu and Jha, Devesh 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}
    • }
  •  Poudel, S., Sun, H., Nikovski, D.N., Zhang, J., "Resilient Restoration of Power Distribution System Based on Minimum Spanning Forest", IEEE PES General Meeting, DOI: 10.1109/PESGM40551.2019.8973730, ISSN: 1944-9925, August 2019, pp. 1-5.
    BibTeX Download PDFAbout TR2019-081
    • @inproceedings{Poudel2019aug,
    • author = {Poudel, Shiva and Sun, Hongbo and Nikovski, Daniel N. and Zhang, Jinyun},
    • title = {Resilient Restoration of Power Distribution System Based on Minimum Spanning Forest},
    • booktitle = {IEEE PES General Meeting},
    • year = 2019,
    • pages = {1--5},
    • month = aug,
    • doi = {10.1109/PESGM40551.2019.8973730},
    • issn = {1944-9925},
    • url = {https://www.merl.com/publications/TR2019-081}
    • }
  •  Zhu, Y., Imamura, M., Nikovski, D.N., Keogh, E., "Introducing Time Series Chains: A New Primitive for Time Series Data Mining", Knowledge and Information Systems, DOI: 10.1007/s10115-018-1224-8, Vol. 60, No. 2, pp. 1135-1161, August 2019.
    BibTeX Download PDFAbout TR2019-077
    • @article{Zhu2019aug,
    • author = {Zhu, Yan and Imamura, Makoto and Nikovski, Daniel N. and Keogh, Eamonn},
    • title = {Introducing Time Series Chains: A New Primitive for Time Series Data Mining},
    • journal = {Knowledge and Information Systems},
    • year = 2019,
    • volume = 60,
    • number = 2,
    • pages = {1135--1161},
    • month = aug,
    • doi = {10.1007/s10115-018-1224-8},
    • url = {https://www.merl.com/publications/TR2019-077}
    • }
  •  Romeres, D., Jha, D., 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, ISBN: 978-3-907144-00-8, June 2019, pp. 1017-1022.
    BibTeX Download PDFAbout TR2019-055
    • @inproceedings{Romeres2019jun,
    • author = {Romeres, Diego and Jha, Devesh 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}
    • }
  •  Zhang, J., Nikovski, D.N., Lee, T.-Y., Fujino, T., "Fault Detection and Classification of Time Series Using Localized Matrix Profiles", IEEE International Conference on Prognostics and Health Management, DOI: 10.1109/ICPHM.2019.8819389, June 2019.
    BibTeX Download PDFAbout TR2019-057
    • @inproceedings{Zhang2019jun,
    • author = {Zhang, Jing and Nikovski, Daniel N. and Lee, Teng-Yok and Fujino, Tomoya},
    • title = {Fault Detection and Classification of Time Series Using Localized Matrix Profiles},
    • booktitle = {IEEE International Conference on Prognostics and Health Management},
    • year = 2019,
    • month = jun,
    • doi = {10.1109/ICPHM.2019.8819389},
    • url = {https://www.merl.com/publications/TR2019-057}
    • }
  •  Minot, A., Sun, H., Nikovski, D.N., Zhang, J., "Distributed Estimation and Detection of Cyber-Physical Attacks in Power Systems", IEEE International Conference on Communications Workshops (ICC), DOI: 10.1109/ICCW.2019.8756653, ISSN: 2474-9133, May 2019, pp. 1-6.
    BibTeX Download PDFAbout TR2019-035
    • @inproceedings{Minot2019may,
    • author = {Minot, Ariana and Sun, Hongbo and Nikovski, Daniel N. and Zhang, Jinyun},
    • title = {Distributed Estimation and Detection of Cyber-Physical Attacks in Power Systems},
    • booktitle = {IEEE International Conference on Communications Workshops (ICC)},
    • year = 2019,
    • pages = {1--6},
    • month = may,
    • doi = {10.1109/ICCW.2019.8756653},
    • issn = {2474-9133},
    • url = {https://www.merl.com/publications/TR2019-035}
    • }
  •  Romeres, D., Jha, D., 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, ISSN: 2577-087X, ISBN: 978-1-5386-6027-0, May 2019, pp. 3195-3202.
    BibTeX Download PDFAbout TR2019-028
    • @inproceedings{Romeres2019may,
    • author = {Romeres, Diego and Jha, Devesh 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., 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), May 2019.
    BibTeX Download PDFAbout TR2018-202
    • @inproceedings{vanBaar2019may,
    • author = {van Baar, Jeroen and Sullivan, Alan and Corcodel, Radu and Jha, Devesh 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,
    • month = may,
    • url = {https://www.merl.com/publications/TR2018-202}
    • }
  •  Xu, H., Sun, H., Nikovski, D.N., Shoichi, K., Mori, K., "Learning Dynamical Demand Response Model in Real-Time Pricing Program", IEEE Innovative Smart Grid Technologies North America (ISGT NA), February.
    BibTeX Download PDFAbout TR2018-198
    • @inproceedings{Xu2019feb,
    • author = {Xu, Hanchen and Sun, Hongbo and Nikovski, Daniel N. and Shoichi, Kitamura and Mori, Kazuyuki},
    • title = {Learning Dynamical Demand Response Model in Real-Time Pricing Program},
    • booktitle = {IEEE Innovative Smart Grid Technologies North America (ISGT NA)},
    • year = 2019,
    • month = feb,
    • url = {https://www.merl.com/publications/TR2018-198}
    • }
  •  Romeres, D.., Jha, D., 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 Download PDFAbout TR2018-165
    • @inproceedings{Romeres2018dec,
    • author = {Romeres, Diego and Jha, Devesh 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 Download PDFAbout TR2018-169
    • @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}
    • }
  •  van Baar, J., Corcodel, R., Sullivan, A., Jha, D., Romeres, D., Nikovski, D.N., "Simulation to Real Transfer Learning with Robustified Policies for Robot Tasks", arXiv, September 2018.
    BibTeX Download PDFAbout TR2018-144
    • @article{vanBaar2018sep,
    • author = {van Baar, Jeroen and Corcodel, Radu and Sullivan, Alan and Jha, Devesh 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://www.merl.com/publications/TR2018-144}
    • }
  •  Laftchiev, E., Sun, X., Dau, H.-A., Nikovski, D.N., "Anomaly Detection in Discrete Manufacturing Systems using Event Relationship Tables", International Workshop on Principle of Diagnosis, August 2018.
    BibTeX Download PDFAbout TR2018-128
    • @inproceedings{Laftchiev2018aug,
    • author = {Laftchiev, Emil and Sun, Xinmaio and Dau, Hoang-Anh and Nikovski, Daniel N.},
    • title = {Anomaly Detection in Discrete Manufacturing Systems using Event Relationship Tables},
    • booktitle = {International Workshop on Principle of Diagnosis},
    • year = 2018,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2018-128}
    • }
  •  Shah, S., Sun, H., Nikovski, D.N., Zhang, J., "Consensus-based Synchronization of Microgrids at Multiple Points of Interconnection", IEEE Power & Energy Society General Meeting, DOI: 10.1109/PESGM.2018.8586167, August 2018.
    BibTeX Download PDFAbout TR2018-112
    • @article{Shah2018aug,
    • author = {Shah, Shahil and Sun, Hongbo and Nikovski, Daniel N. and Zhang, Jinyun},
    • title = {Consensus-based Synchronization of Microgrids at Multiple Points of Interconnection},
    • journal = {IEEE Power & Energy Society General Meeting},
    • year = 2018,
    • month = aug,
    • doi = {10.1109/PESGM.2018.8586167},
    • url = {https://www.merl.com/publications/TR2018-112}
    • }
  •  Pan, Y., Farahmand, A.-M., White, M., Nabi, S., Grover, P., Nikovski, D.N., "Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control", International Conference on Machine Learning (ICML), July 2018.
    BibTeX Download PDFAbout TR2018-101
    • @inproceedings{Pan2018jul,
    • author = {Pan, Yangchen and Farahmand, Amir-massoud and White, Martha and Nabi, Saleh and Grover, Piyush and Nikovski, Daniel N.},
    • title = {Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2018,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2018-101}
    • }
  •  Keerthisinghe, C., Sun, H., Takaguchi, Y., Nikovski, D.N., Hashimoto, H., "Machine Learning Based State-Space Approximate Dynamic Programming Approach for Energy and Reserve Management of Power Plants", IEEE PES Innovative Smart Grid Technologies Asia (ISGT Asia), DOI: 10.1109/ISGT-Asia.2018.8467807, May 2018, pp. 669-674.
    BibTeX Download PDFAbout TR2018-064
    • @inproceedings{Keerthisinghe2018may,
    • author = {Keerthisinghe, Chanaka and Sun, Hongbo and Takaguchi, Yusuke and Nikovski, Daniel N. and Hashimoto, Hiroyuki},
    • title = {Machine Learning Based State-Space Approximate Dynamic Programming Approach for Energy and Reserve Management of Power Plants},
    • booktitle = {IEEE PES Innovative Smart Grid Technologies Asia (ISGT Asia)},
    • year = 2018,
    • pages = {669--674},
    • month = may,
    • doi = {10.1109/ISGT-Asia.2018.8467807},
    • url = {https://www.merl.com/publications/TR2018-064}
    • }