Citation

Thanks for using CMLM!

Software

To cite the use of this piece of software, cite the corresponding NREL software record:

Perry, Bruce, Yellapantula, Shashank, Henry de Frahan, Marc, & Eiden, Kiran (2024). CMLM (Co-Optimized Machine-Learned Manifolds) [SWR-23-41]. https://doi.org/10.11578/dc.20240508.3

 @misc{osti_code-122681,
    author = {Perry, Bruce and Yellapantula, Shashank and Henry de Frahan, Marc and Eiden, Kiran},
    title  = {CMLM (Co-Optimized Machine-Learned Manifolds) [SWR-23-41]},
    doi    = {10.11578/dc.20240508.3},
    url    = {https://www.osti.gov/biblio/code-122681},
    place  = {United States},
    year   = {2024},
    month  = {02}
}

Model

To cite the use of the CMLM model or related neural network structures, use the Combustion and Flame paper in which is was first published:

Perry, B. A., Henry de Frahan, M. T., & Yellapantula, S. (2022). Co-optimized machine-learned manifold models for large eddy simulation of turbulent combustion. Combustion and Flame, 244, 112286.

@article{perry2022co,
    title     = {Co-optimized machine-learned manifold models for large eddy simulation of turbulent combustion},
    author    = {Perry, Bruce A and {Henry de Frahan}, Marc T and Yellapantula, Shashank},
    journal   = {Combustion and Flame},
    volume    = {244},
    pages     = {112286},
    year      = {2022},
    publisher = {Elsevier}
}