- Pourazarm, S., Farahmand, A.-M., Nikovski, D.N., "Fault Detection and Prognosis of Time Series Data with Random Projection Filter Bank", Prognostics and Health Management Society (PHM), October 2017, vol. 8.
BibTeX TR2017-142 PDF- @inproceedings{Pourazarm2017oct,
- author = {Pourazarm, Sepideh and Farahmand, Amir-massoud and Nikovski, Daniel N.},
- title = {Fault Detection and Prognosis of Time Series Data with Random Projection Filter Bank},
- booktitle = {Prognostics and Health Management Society (PHM)},
- year = 2017,
- volume = 8,
- month = oct,
- url = {https://www.merl.com/publications/TR2017-142}
- }
- Laughman, C.R., Qiao, H., Bortoff, S.A., Burns, D.J., "Simulation and Optimization of Integrated Air-Conditioning and Ventilation Systems", International Building Performance Simulation Association Conference, August 2017.
BibTeX TR2017-108 PDF- @inproceedings{Laughman2017aug,
- author = {Laughman, Christopher R. and Qiao, Hongtao and Bortoff, Scott A. and Burns, Daniel J.},
- title = {Simulation and Optimization of Integrated Air-Conditioning and Ventilation Systems},
- booktitle = {International Building Performance Simulation Association Conference},
- year = 2017,
- month = aug,
- url = {https://www.merl.com/publications/TR2017-108}
- }
- Shah, S., Sun, H., Nikovski, D.N., Zhang, J., "VSC Based Active Synchronizer for Generators", IEEE Transactions on Energy Conversion, DOI: 10.1109/TEC.2017.2728718, Vol. 33, No. 1, pp. 116-125, July 2017.
BibTeX TR2017-138 PDF- @article{Shah2017jul,
- author = {Shah, Shahil and Sun, Hongbo and Nikovski, Daniel N. and Zhang, Jinyun},
- title = {VSC Based Active Synchronizer for Generators},
- journal = {IEEE Transactions on Energy Conversion},
- year = 2017,
- volume = 33,
- number = 1,
- pages = {116--125},
- month = jul,
- doi = {10.1109/TEC.2017.2728718},
- url = {https://www.merl.com/publications/TR2017-138}
- }
- Wang, G., Sun, H., Nikovski, D.N., Zhang, J., "A Novel BESS-based Fast Synchronization Method for Power Grids", IEEE PES PowerTech, DOI: 10.1109/PTC.2017.7981044, June 2017.
BibTeX TR2017-077 PDF- @inproceedings{Wang2017jun,
- author = {Wang, Gang and Sun, Hongbo and Nikovski, Daniel N. and Zhang, Jinyun},
- title = {A Novel BESS-based Fast Synchronization Method for Power Grids},
- booktitle = {IEEE PES PowerTech},
- year = 2017,
- month = jun,
- doi = {10.1109/PTC.2017.7981044},
- url = {https://www.merl.com/publications/TR2017-077}
- }
- Ramalingam, S., Raghunathan, A.U., Nikovski, D.N., "Submodular Function Maximization for Group Elevator Scheduling", International Conference on Automated Planning and Scheduling (ICAPS), June 2017.
BibTeX TR2017-079 PDF- @inproceedings{Ramalingam2017jun,
- author = {Ramalingam, Srikumar and Raghunathan, Arvind and Nikovski, Daniel N.},
- title = {Submodular Function Maximization for Group Elevator Scheduling},
- booktitle = {International Conference on Automated Planning and Scheduling (ICAPS)},
- year = 2017,
- month = jun,
- url = {https://www.merl.com/publications/TR2017-079}
- }
- Farahmand, A.-M., Nabi, S., Nikovski, D.N., "Deep Reinforcement Learning for Partial Differential Equation Control", American Control Conference (ACC), DOI: 10.23919/ACC.2017.7963427, May 2017.
BibTeX TR2017-063 PDF- @inproceedings{Farahmand2017may,
- author = {Farahmand, Amir-massoud and Nabi, Saleh and Nikovski, Daniel N.},
- title = {Deep Reinforcement Learning for Partial Differential Equation Control},
- booktitle = {American Control Conference (ACC)},
- year = 2017,
- month = may,
- doi = {10.23919/ACC.2017.7963427},
- url = {https://www.merl.com/publications/TR2017-063}
- }
- Kumar, A., Raghunathan, A.U., Vaidya, U., "Transfer Operator-Based Approach for Optimal Stabilization of Stochastic Systems", American Control Conference (ACC), DOI: 10.23919/ACC.2017.7963207, May 2017.
BibTeX TR2017-061 PDF- @inproceedings{Kumar2017may,
- author = {Kumar, Apurba and Raghunathan, Arvind and Vaidya, Umesh},
- title = {Transfer Operator-Based Approach for Optimal Stabilization of Stochastic Systems},
- booktitle = {American Control Conference (ACC)},
- year = 2017,
- month = may,
- doi = {10.23919/ACC.2017.7963207},
- url = {https://www.merl.com/publications/TR2017-061}
- }
- Qiao, H., Laughman, C.R., Burns, D.J., Bortoff, S.A., "Dynamic Characteristics of an R-410A Multi-split Variable Refrigerant Flow Air-conditioning System", IEA Heat Pump Conference, May 2017.
BibTeX TR2017-055 PDF- @inproceedings{Hongtao2017may,
- author = {Qiao, Hongtao and Laughman, Christopher R. and Burns, Daniel J. and Bortoff, Scott A.},
- title = {Dynamic Characteristics of an R-410A Multi-split Variable Refrigerant Flow Air-conditioning System},
- booktitle = {IEA Heat Pump Conference},
- year = 2017,
- month = may,
- url = {https://www.merl.com/publications/TR2017-055}
- }
- Farahmand, A.-M., Barreto, A.M.S., Nikovski, D.N., "Value-Aware Loss Function for Model-based Reinforcement Learning", Artificial Intelligence and Statistics (AISTATS), Vol. 54, April 2017.
BibTeX TR2017-049 PDF- @article{Farahmand2017apr,
- author = {Farahmand, Amir-massoud and Barreto, Andre M.S. and Nikovski, Daniel N.},
- title = {Value-Aware Loss Function for Model-based Reinforcement Learning},
- journal = {Artificial Intelligence and Statistics (AISTATS)},
- year = 2017,
- volume = 54,
- month = apr,
- url = {https://www.merl.com/publications/TR2017-049}
- }
- Farahmand, A.-M., Nabi, S., Grover, P., Nikovski, D.N., "Learning to Control Partial Differential Equations: Regularized Fitted Q-Iteration Approach", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC.2016.7798966, December 2016, pp. 4578-4585.
BibTeX TR2016-145 PDF- @inproceedings{Farahmand2016dec,
- author = {Farahmand, Amir-massoud and Nabi, Saleh and Grover, Piyush and Nikovski, Daniel N.},
- title = {Learning to Control Partial Differential Equations: Regularized Fitted Q-Iteration Approach},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2016,
- pages = {4578--4585},
- month = dec,
- doi = {10.1109/CDC.2016.7798966},
- url = {https://www.merl.com/publications/TR2016-145}
- }
- Laftchiev, E., Nikovski, D.N., "An IoT System to Estimate Personal Thermal Comfort", IEEE World Forum on Internet of Things (WF- IoT), DOI: 10.1109/WF-IoT.2016.7845401, December 2016, pp. 672-677.
BibTeX TR2016-161 PDF- @inproceedings{Laftchiev2016dec,
- author = {Laftchiev, Emil and Nikovski, Daniel N.},
- title = {An IoT System to Estimate Personal Thermal Comfort},
- booktitle = {IEEE World Forum on Internet of Things (WF- IoT)},
- year = 2016,
- pages = {672--677},
- month = dec,
- doi = {10.1109/WF-IoT.2016.7845401},
- url = {https://www.merl.com/publications/TR2016-161}
- }
- Farahmand, A.-M., Barreto, A.M.S., Nikovski, D.N., "Value-Aware Loss Function for Model Learning in Reinforcement Learning", European Workshop on Reinforcement Learning (EWRL), December 2016.
BibTeX TR2016-153 PDF- @inproceedings{Farahmand2016dec2,
- author = {Farahmand, Amir-massoud and Barreto, Andre M.S. and Nikovski, Daniel N.},
- title = {Value-Aware Loss Function for Model Learning in Reinforcement Learning},
- booktitle = {European Workshop on Reinforcement Learning (EWRL)},
- year = 2016,
- month = dec,
- url = {https://www.merl.com/publications/TR2016-153}
- }
- Laughman, C.R., Qiao, H., "On the Influence of State Selection on Mass Conservation in Dynamic Vapor Compression Cycle Models", Mathematical and Computer Modeling of Dynamical Systems, DOI: 10.1080/13873954.2017.1298625, Vol. 23, No. 3, pp. 262-283, December 2016.
BibTeX TR2016-151 PDF- @article{Laughman2016dec,
- author = {Laughman, Christopher R. and Qiao, Hongtao},
- title = {On the Influence of State Selection on Mass Conservation in Dynamic Vapor Compression Cycle Models},
- journal = {Mathematical and Computer Modeling of Dynamical Systems},
- year = 2016,
- volume = 23,
- number = 3,
- pages = {262--283},
- month = dec,
- doi = {10.1080/13873954.2017.1298625},
- url = {https://www.merl.com/publications/TR2016-151}
- }
- Wei, C., Benosman, M., "Extremum Seeking-based Adaptive Voltage Control of Distribution Systems with High PV Penetration", IEEE PES Innovative Smart Grid Technologies Conference (ISGT), DOI: 10.1109/ISGT.2016.7781199, September 2016.
BibTeX TR2016-131 PDF- @inproceedings{Wei2016sep,
- author = {Wei, Chun and Benosman, Mouhacine},
- title = {Extremum Seeking-based Adaptive Voltage Control of Distribution Systems with High PV Penetration},
- booktitle = {IEEE PES Innovative Smart Grid Technologies Conference (ISGT)},
- year = 2016,
- month = sep,
- doi = {10.1109/ISGT.2016.7781199},
- url = {https://www.merl.com/publications/TR2016-131}
- }
- Sun, H., Minot, A., Nikovski, D.N., Hashimoto, H., Takano, T., Takaguchi, Y., "Mitigating Substation Demand Fluctuations Using Decoupled Price Schemes for Demand Response", IEEE PES Innovative Smart Grid Technologies Conference (ISGT), DOI: 10.1109/ISGT.2016.7781189, September 2016.
BibTeX TR2016-118 PDF- @inproceedings{Sun2016sep,
- author = {Sun, Hongbo and Minot, Ariana and Nikovski, Daniel N. and Hashimoto, Hiroyuki and Takano, Tomihiro and Takaguchi, Yusuke},
- title = {Mitigating Substation Demand Fluctuations Using Decoupled Price Schemes for Demand Response},
- booktitle = {IEEE PES Innovative Smart Grid Technologies Conference (ISGT)},
- year = 2016,
- month = sep,
- doi = {10.1109/ISGT.2016.7781189},
- url = {https://www.merl.com/publications/TR2016-118}
- }
- Laughman, C.R., Qiao, H., Nikovski, D.N., "Kernel Regression for the Approximation of Heat Transfer Coefficients", IIR-Gustav Lorentzen Conference on Natural Working Fluids (GL), August 2016.
BibTeX TR2016-107 PDF- @inproceedings{Laughman2016aug,
- author = {Laughman, Christopher R. and Qiao, Hongtao and Nikovski, Daniel N.},
- title = {Kernel Regression for the Approximation of Heat Transfer Coefficients},
- booktitle = {IIR-Gustav Lorentzen Conference on Natural Working Fluids (GL)},
- year = 2016,
- month = aug,
- url = {https://www.merl.com/publications/TR2016-107}
- }
- Yerazunis, W.S., Barnwell III, J.C., Nikovski, D.N., "Strengthening ABS, Nylon, and Polyester 3D Printed Parts by Stress Tensor Aligned Deposition Paths and Five-Axis Printing", International Solid Freeform Fabrication Symposium, August 2016.
BibTeX TR2016-101 PDF- @inproceedings{Yerazunis2016aug,
- author = {Yerazunis, William S. and Barnwell III, John C. and Nikovski, Daniel N.},
- title = {Strengthening ABS, Nylon, and Polyester 3D Printed Parts by Stress Tensor Aligned Deposition Paths and Five-Axis Printing},
- booktitle = {International Solid Freeform Fabrication Symposium},
- year = 2016,
- month = aug,
- url = {https://www.merl.com/publications/TR2016-101}
- }
- Nikovski, D.N., Byadarhaly, K., "Regularized Covariance Matrix Estimation with High Dimensional Data for Supervised Anomaly Detection Problems", IEEE International Joint Conference on Neural Networks (IJCNN), DOI: 10.1109/IJCNN.2016.7727554, July 2016, pp. 2811-2818.
BibTeX TR2016-099 PDF- @inproceedings{Nikovski2016jul,
- author = {Nikovski, Daniel N. and Byadarhaly, Kiran},
- title = {Regularized Covariance Matrix Estimation with High Dimensional Data for Supervised Anomaly Detection Problems},
- booktitle = {IEEE International Joint Conference on Neural Networks (IJCNN)},
- year = 2016,
- pages = {2811--2818},
- month = jul,
- doi = {10.1109/IJCNN.2016.7727554},
- url = {https://www.merl.com/publications/TR2016-099}
- }
- Laughman, C.R., Qiao, H., Burns, D.J., Bortoff, S.A., "Dynamic Charge Management for Vapor Compression Cycles", International Refrigeration and Air Conditioning Conference (IRACC), July 2016.
BibTeX TR2016-086 PDF- @inproceedings{Laughman2016jul,
- author = {Laughman, Christopher R. and Qiao, Hongtao and Burns, Daniel J. and Bortoff, Scott A.},
- title = {Dynamic Charge Management for Vapor Compression Cycles},
- booktitle = {International Refrigeration and Air Conditioning Conference (IRACC)},
- year = 2016,
- month = jul,
- url = {https://www.merl.com/publications/TR2016-086}
- }
- Xu, J., Nikovski, D.N., "A Humidity Integrated Building Thermal Model", American Control Conference (ACC), DOI: 10.1109/ACC.2016.7525127, July 2016, pp. 1492-1499.
BibTeX TR2016-053 PDF- @inproceedings{Xu2016jul,
- author = {Xu, Jingyang and Nikovski, Daniel N.},
- title = {A Humidity Integrated Building Thermal Model},
- booktitle = {American Control Conference (ACC)},
- year = 2016,
- pages = {1492--1499},
- month = jul,
- doi = {10.1109/ACC.2016.7525127},
- url = {https://www.merl.com/publications/TR2016-053}
- }
- Jones, M.J., Nikovski, D.N., Imamura, M., Hirata, T., "Exemplar Learning for Extremely Efficient Anomaly Detection in Real-Valued Time Series", Journal of Data Mining and Knowledge Discovery, DOI: 10.1007/s10618-015-0449-3, Vol. 30, No. 6, pp. 1427-1454, March 2016.
BibTeX TR2016-027 PDF- @article{Jones2016mar,
- author = {Jones, Michael J. and Nikovski, Daniel N. and Imamura, Makoto and Hirata, Takahisa},
- title = {Exemplar Learning for Extremely Efficient Anomaly Detection in Real-Valued Time Series},
- journal = {Journal of Data Mining and Knowledge Discovery},
- year = 2016,
- volume = 30,
- number = 6,
- pages = {1427--1454},
- month = mar,
- doi = {10.1007/s10618-015-0449-3},
- issn = {1573-756X},
- url = {https://www.merl.com/publications/TR2016-027}
- }
- Farahmand, A.-M., Nikovski, D.N., Igarashi, Y., Konaka, H., "Truncated Approximate Dynamic Programming with Task-Dependent Terminal Value", Association for the Advancement of Artificial Intelligence (AAAI), February 2016, pp. 3123-3129.
BibTeX TR2016-020 PDF- @inproceedings{Farahmand2016feb,
- author = {Farahmand, Amir-massoud and Nikovski, Daniel N. and Igarashi, Yuji and Konaka, Hiroki},
- title = {Truncated Approximate Dynamic Programming with Task-Dependent Terminal Value},
- booktitle = {Association for the Advancement of Artificial Intelligence (AAAI)},
- year = 2016,
- pages = {3123--3129},
- month = feb,
- url = {https://www.merl.com/publications/TR2016-020}
- }
- Laughman, C.R., Nabi, S., Grover, P., "A Numerical Study of Refrigerant Dispersion in Single and Multiple Connected Spaces", ASHRAE Winter Conference, January 2016.
BibTeX TR2016-018 PDF- @inproceedings{Laughman2016jan,
- author = {Laughman, Christopher R. and Nabi, Saleh and Grover, Piyush},
- title = {A Numerical Study of Refrigerant Dispersion in Single and Multiple Connected Spaces},
- booktitle = {ASHRAE Winter Conference},
- year = 2016,
- month = jan,
- url = {https://www.merl.com/publications/TR2016-018}
- }
- Bagnell, J.A., Farahmand, A.-M., "Learning Positive Functions in a Hilbert Space", NIPS Workshop on Optimization for Machine Learning (OPT), December 2015.
BibTeX TR2015-133 PDF- @inproceedings{Bagnell2015dec,
- author = {Bagnell, J.A. and Farahmand, A.-M.},
- title = {Learning Positive Functions in a Hilbert Space},
- booktitle = {NIPS Workshop on Optimization for Machine Learning (OPT)},
- year = 2015,
- month = dec,
- url = {https://www.merl.com/publications/TR2015-133}
- }
- Laughman, C.R., Qiao, H., "Mass Conserving Models of Vapor Compression Cycles", International Modelica Conference, DOI: 10.3384/ecp15118759, September 2015, pp. 759-767.
BibTeX TR2015-109 PDF- @inproceedings{Laughman2015sep,
- author = {Laughman, C.R. and Qiao, H.},
- title = {Mass Conserving Models of Vapor Compression Cycles},
- booktitle = {International Modelica Conference},
- year = 2015,
- number = 118,
- pages = {759--767},
- month = sep,
- doi = {10.3384/ecp15118759},
- issn = {1650-3686},
- isbn = {978-91-7685-955-1},
- url = {https://www.merl.com/publications/TR2015-109}
- }