Saleh Nabi
- Phone: 617-621-7589
- Email:
-
Position:
Research / Technical Staff
Principal Research Scientist -
Education:
Ph.D., University of Alberta, 2014 -
Research Areas:
External Links:
Saleh's Quick Links
-
Biography
Saleh's research interests are analytical, numerical and similitude experimental modeling of fluid flow and heat transfer in complex systems. In particular, his ambition is to derive physically reduced order models for turbulent buoyancy-driven flows in confined regions to reduce the simulation run time by several orders of magnitude. Prior to joining MERL, Saleh worked on the influence of nanoparticles and the induced micro-convection on heat transfer properties of the base fluid. His doctoral research mainly focused on environmental and architectural fluid mechanics applied to airflow modeling within the built environment with applications of novel and advanced HVAC systems.
-
Recent News & Events
-
EVENT Saleh Nabi gave an invited talk at the Department of Mechanical Engineering at Rice University Date: Wednesday, September 30, 2020
MERL Contact: Saleh Nabi
Location: Rice University
Research Areas: Dynamical Systems, OptimizationBrief- MERL researcher Dr. S. Nabi was invited to give a talk on the state-of-the-art methods for airflow optimization and control at Rice University. Several industrial applications to buoyancy-driven flows in the built environment, atmospheric flows, and prevention of transmission of COVID-19 were discussed. Furthermore, some novel advances on data-driven fluid mechanics for industrial applications were covered.
-
NEWS MERL researchers presented 10 papers at American Control Conference (ACC) Date: July 1, 2020 - July 3, 2020
Where: Denver, Colorado (virtual)
MERL Contacts: Mouhacine Benosman; Karl Berntorp; Ankush Chakrabarty; Stefano Di Cairano; Saleh Nabi; Rien Quirynen; Yebin Wang; Avishai Weiss
Research Areas: Control, Machine Learning, OptimizationBrief- At the American Control Conference, MERL presented 10 papers on subjects including autonomous-vehicle decision making and motion planning, nonlinear estimation for thermal-fluid models and GNSS positioning, learning-based reference governors and reference governors for railway vehicles, and fail-safe rendezvous control.
See All News & Events for Saleh -
-
Internships with Saleh
-
MD1736: Data-driven fluid mechanics and control
MERL is seeking a highly motivated, qualified individual to join our internship program in the summer of 2022. The ideal candidate will be a senior Ph.D. student specializing in computer science, aerospace, mechanical, or applied mathematics. Research experience in computational fluid dynamics (CFD), C++ (OpenFOAM level), and Python (Keras w/ TensorFlow, PyTorch, etc.) is very desirable. Solid background in two or more of the following areas is required: Physics-Informed Neural Nets (PINNs), adjoint analysis, PDE-constrained optimization, reduced-order modeling (ROMs), statistical learning, parameter estimators, regression techniques, and probability theory. The starting date is flexible, and the internship will last 3-4 months.
-
-
MERL Publications
- , "Optimal control of PDEs using physics-informed neural networks", arXiv, November 2021.BibTeX
- @article{Mowlavi2021nov,
- author = {Mowlavi, Saviz and Nabi, Saleh},
- title = {Optimal control of PDEs using physics-informed neural networks},
- journal = {arXiv},
- year = 2021,
- month = nov
- }
- , "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}
- }
- , "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}
- }
- , "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}
- }
- , "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
- }
- , "Optimal control of PDEs using physics-informed neural networks", arXiv, November 2021.
-
Other Publications
- , "Buoyancy-driven exchange flow between two adjacent building zones connected with top and bottom vents", Building and Environment , Vol. 92, pp. 278-291, 2015.BibTeX
- @Article{N1,
- author = {Nabi, S. and Flynn, MR.},
- title = {Buoyancy-driven exchange flow between two adjacent building zones connected with top and bottom vents},
- journal = {Building and Environment},
- year = 2015,
- volume = 92,
- pages = {278--291}
- }
- , "Mixing and displacement buoyancy-driven exchange flow between adjacent zones", 68th Annual Meeting of the APS Division of Fluid Dynamics, November 2015, vol. 60.BibTeX
- @Inproceedings{N2,
- author = {Nabi, S. and Flynn, MR.},
- title = {Mixing and displacement buoyancy-driven exchange flow between adjacent zones},
- booktitle = {68th Annual Meeting of the APS Division of Fluid Dynamics},
- year = 2015,
- volume = 60,
- number = 21,
- address = {Boston, MA},
- month = nov
- }
- , "Influence of geometric parameters on the eventual buoyancy stratification that develops due to architectural exchange flow", Building and Environment , Vol. 71, pp. 33-46, 2014.BibTeX
- @Article{N3,
- author = {Nabi, S. and Flynn, MR.},
- title = {Influence of geometric parameters on the eventual buoyancy stratification that develops due to architectural exchange flow},
- journal = {Building and Environment},
- year = 2014,
- volume = 71,
- pages = {33--46}
- }
- , "The Hydraulics of exchange flow between adjacent confined building zones", Building and Environment , Vol. 59, pp. 76-90, 2013.BibTeX
- @Article{N3,
- author = {Nabi, S. and Flynn, MR.},
- title = {The Hydraulics of exchange flow between adjacent confined building zones},
- journal = {Building and Environment},
- year = 2013,
- volume = 59,
- pages = {76--90}
- }
- , "Architectural exchange flows and their influence on interior temperature stratification and building ventilation", Clima 2013 and 11th REHVA World Congress and 8th International Conference on IAQVEC, June 2013.BibTeX
- @Inproceedings{N4,
- author = {Nabi, S. and Flynn, MR.},
- title = {Architectural exchange flows and their influence on interior temperature stratification and building ventilation},
- booktitle = {Clima 2013 and 11th REHVA World Congress and 8th International Conference on IAQVEC},
- year = 2013,
- address = {Prague, Czech Republic},
- month = jun
- }
- , "Simultaneous effects of Brownian motion and clustering of nanoparticles on thermal conductivity of Nanofluids", IJST, Transactions of Mechanical Engineering , Vol. 36, No. M1, pp. 53-68, 2012.BibTeX
- @Article{N5,
- author = {Nabi, S. and Shirani, E.},
- title = {Simultaneous effects of Brownian motion and clustering of nanoparticles on thermal conductivity of Nanofluids},
- journal = {IJST, Transactions of Mechanical Engineering},
- year = 2012,
- volume = 36,
- number = {M1},
- pages = {53--68}
- }
- , "The hydraulics of exchange flow between adjacent confined zones", 65th Annual Meeting of the APS Division of Fluid Dynamics, November 2012.BibTeX
- @Inproceedings{N6,
- author = {Nabi, S. and Flynn, MR.},
- title = {The hydraulics of exchange flow between adjacent confined zones},
- booktitle = {65th Annual Meeting of the APS Division of Fluid Dynamics},
- year = 2012,
- address = {San Diego, CA},
- month = nov
- }
- , "The Fluid Mechanics of exchange flow between two adjacent confined basins", Institute for Geophysical Research seminar, October 2012.BibTeX
- @Inproceedings{N7,
- author = {Nabi, S. and Flynn, MR.},
- title = {The Fluid Mechanics of exchange flow between two adjacent confined basins},
- booktitle = {Institute for Geophysical Research seminar},
- year = 2012,
- address = {Edmonton, Alberta},
- month = oct
- }
- , "Architectural fluid mechanics and its applications on natural ventilation", 1st Smart Net-Zero Energy Building Research Network (SNEBRN) Annual General Meeting & workshops , May 2012.BibTeX
- @Inproceedings{N8,
- author = {Nabi, S. and Flynn, MR.},
- title = {Architectural fluid mechanics and its applications on natural ventilation},
- booktitle = {1st Smart Net-Zero Energy Building Research Network (SNEBRN) Annual General Meeting & workshops},
- year = 2012,
- address = {Halifax, Nova Scotia},
- month = may
- }
- , "A novel model for heat conductivity of nanofluids", Proceedings of the 12th Asian Congress of Fluid Mechanics, August 2008.BibTeX
- @Inproceedings{N9,
- author = {Nabi, S. and Shirani, E.},
- title = {A novel model for heat conductivity of nanofluids},
- booktitle = {Proceedings of the 12th Asian Congress of Fluid Mechanics},
- year = 2008,
- address = {Daejeon, Korea},
- month = aug
- }
- , "Buoyancy-driven exchange flow between two adjacent building zones connected with top and bottom vents", Building and Environment , Vol. 92, pp. 278-291, 2015.
-
Videos
-
MERL Issued Patents
-
Title: "System and Method for Controlling an Operation of Heating, Ventilating, and Air-Conditioning (HVAC) Systems"
Inventors: Nabi, Saleh; Qiao, Hongtao; Grover, Piyush
Patent No.: 11,162,701
Issue Date: Nov 2, 2021 -
Title: "System and Method for Sensing Wind Flow Passing Over Complex Terrain"
Inventors: Nabi, Saleh; Grover, Piyush; Debnath, Mithu
Patent No.: 10,795,054
Issue Date: Oct 6, 2020
-
Title: "System and Method for Controlling an Operation of Heating, Ventilating, and Air-Conditioning (HVAC) Systems"