References

Additional Resources

To seek support or report issues, e-mail:

parmoo@lbl.gov

For permissions, see the following:

LICENSE

CONTRIBUTING

Our full user guide is hosted here:

ReadTheDocs

Reference Format

Please use one or more of the following to cite ParMOO.

Our JOSS paper:

@article{parmoo,
    author={Chang, Tyler H. and Wild, Stefan M.},
    title={{ParMOO}: A {P}ython library for parallel multiobjective simulation optimization},
    year={2023},
    journal = {Journal of Open Source Software},
    volume = {8},
    number = {82},
    pages = {4468},
    doi = {10.21105/joss.04468}
}

Our online documentation:

@techreport{parmoo-docs,
    title       = {{ParMOO}: {P}ython library for parallel multiobjective simulation optimization},
    author      = {Chang, Tyler H. and Wild, Stefan M. and Dickinson, Hyrum},
    institution = {Argonne National Laboratory},
    number      = {Version 0.5.1+dev},
    year        = {2026},
    url         = {https://parmoo.readthedocs.io/en/latest}
}

Our design principles paper:

@article{ParMOODesign25,
    title = {Designing a Framework for Solving Multiobjective Simulation Optimization Problems},
    author = {Tyler H. Chang and Stefan M. Wild},
    journal = {INFORMS Journal on Computing},
    year = {2026},
    doi = {10.1287/ijoc.2023.0250},
    arxivnumber = {2304.06881},
    note = {To appear}
}