- 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}
- }