Publications

31 / 3,592 publications found.


  •  Sholokhov, A., Rapp, J., Nabi, S., Brunton, S., Kutz, N., Mansour, H., "Single-pixel imaging of dynamic flows using Neural ODE regularization", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2024.
    BibTeX TR2024-024 PDF
    • @inproceedings{Sholokhov2024mar,
    • author = {Sholokhov, Aleksei and Rapp, Joshua and Nabi, Saleh and Brunton, Steven and Kutz, Nathan and Mansour, Hassan},
    • title = {Single-pixel imaging of dynamic flows using Neural ODE regularization},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2024,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2024-024}
    • }
  •  Sholokhov, A., Liu, Y., Mansour, H., Nabi, S., "Physics-Informed Neural ODE (PINODE): Embedding Physics into Models using Collocation Points", Nature Scientific Reports, October 2023.
    BibTeX TR2023-136 PDF
    • @article{Sholokhov2023oct,
    • author = {Sholokhov, Aleksei and Liu, Yuying and Mansour, Hassan and Nabi, Saleh},
    • title = {Physics-Informed Neural ODE (PINODE): Embedding Physics into Models using Collocation Points},
    • journal = {Nature Scientific Reports},
    • year = 2023,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2023-136}
    • }
  •  Greiff, M., Vinod, A.P., Nabi, S., Cairano, S., "Quadrotor Motion Planning in Stochastic Wind Fields", American Control Conference (ACC), May 2023, pp. 4619 - 4625.
    BibTeX TR2023-056 PDF
    • @inproceedings{Greiff2023may,
    • author = {Greiff, Marcus and Vinod, Abraham P. and Nabi, Saleh and Cairano, Stefano},
    • title = {Quadrotor Motion Planning in Stochastic Wind Fields},
    • booktitle = {American Control Conference (ACC)},
    • year = 2023,
    • pages = {4619 -- 4625},
    • month = may,
    • url = {https://www.merl.com/publications/TR2023-056}
    • }
  •  Mowlavi, S., Benosman, M., Nabi, S., "Reinforcement Learning-based Estimation for Partial Differential Equations", SIAM Conference on Applications of Dynamical Systems, May 2023.
    BibTeX TR2023-066 PDF
    • @inproceedings{Mowlavi2023may,
    • author = {Mowlavi, Saviz and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Reinforcement Learning-based Estimation for Partial Differential Equations},
    • booktitle = {SIAM Conference on Applications of Dynamical Systems},
    • year = 2023,
    • month = may,
    • url = {https://www.merl.com/publications/TR2023-066}
    • }
  •  Liu, Y., Mansour, H., Nabi, S., "Physics-Informed Koopman Network", SIAM Conference on Applications of Dynamical Systems, May 2023.
    BibTeX
    • @inproceedings{Liu2023may2,
    • author = {Liu, Yuying and Mansour, Hassan and Nabi, Saleh},
    • title = {Physics-Informed Koopman Network},
    • booktitle = {SIAM Conference on Applications of Dynamical Systems},
    • year = 2023,
    • month = may
    • }
  •  Zhao, Q., Ma, Y., Boufounos, P.T., Nabi, S., Mansour, H., "Deep Born Operator Learning for Reflection Tomographic Imaging", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP49357.2023.10095494, May 2023, pp. 1-5.
    BibTeX TR2023-029 PDF Video
    • @inproceedings{Zhao2023may,
    • author = {Zhao, Qingqing and Ma, Yanting and Boufounos, Petros T. and Nabi, Saleh and Mansour, Hassan},
    • title = {Deep Born Operator Learning for Reflection Tomographic Imaging},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2023,
    • pages = {1--5},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP49357.2023.10095494},
    • url = {https://www.merl.com/publications/TR2023-029}
    • }
  •  Mowlavi, S., Nabi, S., "Optimal Control of PDEs Using Physics-Informed Neural Networks", Advances in Neural Information Processing Systems (NeurIPS) workshop, December 2022.
    BibTeX TR2022-163 PDF
    • @inproceedings{Mowlavi2022dec,
    • author = {Mowlavi, Saviz and Nabi, Saleh},
    • title = {Optimal Control of PDEs Using Physics-Informed Neural Networks},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS) workshop},
    • year = 2022,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2022-163}
    • }
  •  Mowlavi, S., Nabi, S., "Optimal control of PDEs using physics-informed neural networks", Journal of Computational Physics, DOI: j.jcp.2022.111731, Vol. 473, pp. 111731, October 2022.
    BibTeX TR2022-143 PDF
    • @article{Mowlavi2022oct,
    • author = {Mowlavi, Saviz and Nabi, Saleh},
    • title = {Optimal control of PDEs using physics-informed neural networks},
    • journal = {Journal of Computational Physics},
    • year = 2022,
    • volume = 473,
    • pages = 111731,
    • month = oct,
    • doi = {j.jcp.2022.111731},
    • url = {https://www.merl.com/publications/TR2022-143}
    • }
  •  Nabi, S., Caulfield, C.-C., "Airflow Optimization to Prevent Transmission of COVID-19", International Conference on Building Energy and Environment (COBEE), May 2022.
    BibTeX TR2022-077 PDF
    • @inproceedings{Nabi2022may,
    • author = {Nabi, Saleh and Caulfield, Colm-Cille},
    • title = {Airflow Optimization to Prevent Transmission of COVID-19},
    • booktitle = {International Conference on Building Energy and Environment (COBEE)},
    • year = 2022,
    • month = may,
    • url = {https://www.merl.com/publications/TR2022-077}
    • }
  •  Mowlavi, S., Benosman, M., Nabi, S., "Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems", International Conference on Learning Representations (ICLR) Workshop, April 2022.
    BibTeX TR2022-042 PDF
    • @inproceedings{Mowlavi2022apr,
    • author = {Mowlavi, Saviz and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Reinforcement Learning State Estimation for High-Dimensional Nonlinear Systems},
    • booktitle = {International Conference on Learning Representations (ICLR) Workshop},
    • year = 2022,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2022-042}
    • }
  •  Nabi, Saleh, Grover, Piyush, Caulfield, Colm-cille, "Robust preconditioned one-shot methods and direct-adjoint-looping for optimising Reynolds-averaged turbulent flows", Tech. Rep. TR2022-031, Mitsubishi Electric Research Laboratories, Cambridge, MA, March 2022.
    BibTeX TR2022-031 PDF
    • @techreport{MERL_TR2022-031,
    • author = {Nabi, Saleh; Grover, Piyush; Caulfield, Colm-cille},
    • title = {Robust preconditioned one-shot methods and direct-adjoint-looping for optimising Reynolds-averaged turbulent flows},
    • institution = {MERL - Mitsubishi Electric Research Laboratories},
    • address = {Cambridge, MA 02139},
    • number = {TR2022-031},
    • month = mar,
    • year = 2022,
    • url = {https://www.merl.com/publications/TR2022-031/}
    • }
  •  Nabi, S., Grover, P., Caulfield, C.-C., "Robust preconditioned one-shot methods and direct-adjoint-looping for optimising Reynolds-averaged turbulent flows", Computers & Fluids, DOI: 10.1016/​j.compfluid.2022.105390, Vol. 238, pp. 105390, March 2022.
    BibTeX
    • @article{Nabi2022mar,
    • author = {Nabi, Saleh and Grover, Piyush and Caulfield, Colm-cille},
    • title = {Robust preconditioned one-shot methods and direct-adjoint-looping for optimising Reynolds-averaged turbulent flows},
    • journal = {Computers \& Fluids},
    • year = 2022,
    • volume = 238,
    • pages = 105390,
    • month = mar,
    • doi = {10.1016/j.compfluid.2022.105390}
    • }
  •  Vijayshankar, S., Chakrabarty, A., Grover, P., Nabi, S., "Co-Design of Reduced-Order Models and Observers from Thermo-Fluid Data", IFAC Journal of Systems and Control, DOI: 10.1016/​j.ifacsc.2021.100181, Vol. 19, pp. 100181, January 2022.
    BibTeX TR2022-009 PDF
    • @article{Vijayshankar2022jan,
    • author = {Vijayshankar, Sanjana and Chakrabarty, Ankush and Grover, Piyush and Nabi, Saleh},
    • title = {Co-Design of Reduced-Order Models and Observers from Thermo-Fluid Data},
    • journal = {IFAC Journal of Systems and Control},
    • year = 2022,
    • volume = 19,
    • pages = 100181,
    • month = jan,
    • doi = {10.1016/j.ifacsc.2021.100181},
    • url = {https://www.merl.com/publications/TR2022-009}
    • }
  •  Leonard, E., Qiao, H., Nabi, S., "A Comparison of Interpolation Methods in Fast Fluid Dynamics", International High Performance Buildings Conference, September 2021.
    BibTeX TR2021-118 PDF
    • @inproceedings{Leonard2021sep,
    • author = {Leonard, Eric and Qiao, Hongtao and Nabi, Saleh},
    • title = {A Comparison of Interpolation Methods in Fast Fluid Dynamics},
    • booktitle = {International High Performance Buildings Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-118}
    • }
  •  Tanaka, R., Nabi, S., Nonaka, M., "Airflow Optimization for Room Air Conditioners", Building Simulation 2021 Conference, September 2021.
    BibTeX TR2021-106 PDF
    • @inproceedings{Tanaka2021sep,
    • author = {Tanaka, Ryuta and Nabi, Saleh and Nonaka, Mio},
    • title = {Airflow Optimization for Room Air Conditioners},
    • booktitle = {Building Simulation 2021 Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-106}
    • }
  •  Kalur, A., Nabi, S., Benosman, M., "Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations", American Control Conference (ACC), DOI: 10.23919/​ACC50511.2021.9483319, May 2021, pp. 4497-4502.
    BibTeX TR2021-059 PDF
    • @inproceedings{Kalur2021may,
    • author = {Kalur, Aniketh and Nabi, Saleh and Benosman, Mouhacine},
    • title = {Robust Adaptive Dynamic Mode Decomposition for Reduce Order Modelling of Partial Differential Equations},
    • booktitle = {American Control Conference (ACC)},
    • year = 2021,
    • pages = {4497--4502},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.23919/ACC50511.2021.9483319},
    • issn = {2378-5861},
    • isbn = {978-1-7281-9704-3},
    • url = {https://www.merl.com/publications/TR2021-059}
    • }
  •  Kalur, A., Benosman, M., Nabi, S., "Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control", American Physical Society, Division of Fluid Dynamics, December 2020.
    BibTeX
    • @inproceedings{Kalur2020dec,
    • author = {Kalur, Aniketh and Benosman, Mouhacine and Nabi, Saleh},
    • title = {Adaptive-Robust Dynamic Mode Decomposition for Reduced-Order Modeling and Control},
    • booktitle = {American Physical Society, Division of Fluid Dynamics},
    • year = 2020,
    • month = dec
    • }
  •  Vijayshankar, S., Nabi, S., Chakrabarty, A., Grover, P., Benosman, M., "Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow", American Control Conference (ACC), DOI: 10.23919/​ACC45564.2020.9147823, July 2020, pp. 2351-2356.
    BibTeX TR2020-091 PDF
    • @inproceedings{Vijayshankar2020jul,
    • author = {Vijayshankar, Sanjana and Nabi, Saleh and Chakrabarty, Ankush and Grover, Piyush and Benosman, Mouhacine},
    • title = {Dynamic Mode Decomposition and Robust Estimation: Case Study of a 2D Turbulent Boussinesq Flow},
    • booktitle = {American Control Conference (ACC)},
    • year = 2020,
    • pages = {2351--2356},
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.23919/ACC45564.2020.9147823},
    • issn = {2378-5861},
    • isbn = {978-1-5386-8266-1},
    • url = {https://www.merl.com/publications/TR2020-091}
    • }
  •  Nabi, S., Grover, P., Caulfield, C., "Nonlinear Optimal Control Strategies for Buoyancy-Driven Flows in the Built Environment", Journal of Computers and Fluids, DOI: 10.1016/​j.compfluid.2019.104313, Vol. 194, No. 104313, December 2019.
    BibTeX TR2019-151 PDF
    • @article{Nabi2019dec,
    • author = {Nabi, Saleh and Grover, Piyush and Caulfield, Colm},
    • title = {Nonlinear Optimal Control Strategies for Buoyancy-Driven Flows in the Built Environment},
    • journal = {Journal of Computers and Fluids},
    • year = 2019,
    • volume = 194,
    • number = 104313,
    • month = dec,
    • doi = {10.1016/j.compfluid.2019.104313},
    • url = {https://www.merl.com/publications/TR2019-151}
    • }
  •  Nabi, S., Nishio, N., Grover, P., Matai, R., Kajiyama, Y., Kotake, N., Kameyama, S., Yoshiki, W., Iida, M., "Improving LiDAR performance on complex terrain using CFD-based correction and direct-adjoint-loop optimization", Journal of physics, DOI: 10.1088/​1742-6596/​1452/​1/​012082, Vol. 1452, November 2019.
    BibTeX TR2019-152 PDF
    • @article{Nabi2019nov,
    • author = {Nabi, S. and Nishio, N. and Grover, P. and Matai, R. and Kajiyama, Y. and Kotake, N. and Kameyama, S. and Yoshiki, W. and Iida, M.},
    • title = {Improving LiDAR performance on complex terrain using CFD-based correction and direct-adjoint-loop optimization},
    • journal = {Journal of physics},
    • year = 2019,
    • volume = 1452,
    • month = nov,
    • doi = {10.1088/1742-6596/1452/1/012082},
    • url = {https://www.merl.com/publications/TR2019-152}
    • }
  •  Nabi, S., Grover, P., "Improving LiDAR performance on a complex terrain using CFD-based correction and direct-adjoint-loop optimization", NAWEA/WindTech Conference, DOI: 10.1088/​1742-6596/​1452/​1/​012082, October 2019.
    BibTeX TR2019-130 PDF
    • @inproceedings{Nabi2019oct,
    • author = {Nabi, Saleh and Grover, Piyush},
    • title = {Improving LiDAR performance on a complex terrain using CFD-based correction and direct-adjoint-loop optimization},
    • booktitle = {NAWEA/WindTech Conference},
    • year = 2019,
    • month = oct,
    • doi = {10.1088/1742-6596/1452/1/012082},
    • url = {https://www.merl.com/publications/TR2019-130}
    • }
  •  Qiao, H., Nabi, S., Laughman, C.R., "Performance Evaluation of HVAC Systems via Coupled Simulation between Modelica and OpenFOAM", International Refrigeration and Air Conditioning Conference (IRACC), July 2019.
    BibTeX TR2019-073 PDF Video
    • @inproceedings{Hongtao2019jul,
    • author = {Qiao, Hongtao and Nabi, Saleh and Laughman, Christopher R.},
    • title = {Performance Evaluation of HVAC Systems via Coupled Simulation between Modelica and OpenFOAM},
    • booktitle = {International Refrigeration and Air Conditioning Conference (IRACC)},
    • year = 2019,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2019-073}
    • }
  •  Qiao, H., Nabi, S., Han, X., Laughman, C.R., "Coupled Simulation of a Room Air-conditioner with CFD Models for Indoor Environment", International Modelica Conference, March 2019.
    BibTeX TR2018-211 PDF
    • @inproceedings{Hongtao2019mar,
    • author = {Qiao, Hongtao and Nabi, Saleh and Han, Xu and Laughman, Christopher R.},
    • title = {Coupled Simulation of a Room Air-conditioner with CFD Models for Indoor Environment},
    • booktitle = {International Modelica Conference},
    • year = 2019,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2018-211}
    • }
  •  Khodkar, A., Hassanzadeh, P., Nabi, S., Grover, P., "Reduced-order modeling of fully turbulent buoyancy-driven flows using the Green's function method", Physical Review Fluids, DOI: 10.1103/​PhysRevFluids.4.013801, Vol. 4, No. 1, December 2018.
    BibTeX TR2018-170 PDF
    • @article{Khodkar2018dec,
    • author = {Khodkar, Amin and Hassanzadeh, Pedram and Nabi, Saleh and Grover, Piyush},
    • title = {Reduced-order modeling of fully turbulent buoyancy-driven flows using the Green's function method},
    • journal = {Physical Review Fluids},
    • year = 2018,
    • volume = 4,
    • number = 1,
    • month = dec,
    • doi = {10.1103/PhysRevFluids.4.013801},
    • url = {https://www.merl.com/publications/TR2018-170}
    • }
  •  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 TR2018-101 PDF
    • @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}
    • }