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PySDM usage examples reproducing results from literature and depicting how to use PySDM from Python Jupyter notebooks

Project description

PySDM-examples

no-model examples depicting isotope-related formulae:

0D box-model coalescence and breakup examples:

  • Shima et al. 2009 (Box model, coalescence only, test case employing Golovin analytical solution):

    • Fig. 2: View notebook launch on mybinder.org launch on Colab
  • Berry 1967 (Box model, coalescence only, test cases for realistic kernels):

    • Figs. 5, 8 & 10: View notebook launch on mybinder.org launch on Colab
  • Bieli et al. 2022 (Box model, coalescence and breakup with fixed coalescence efficiency):

    • Fig. 3: View notebook launch on mybinder.org launch on Colab
  • deJong et al. 2023 (Box model, coalescence and breakup):

    • Figs. 3-5 (validation against Srivastava 1982 analytic solution): View notebook launch on mybinder.org launch on Colab
    • Figs. 6-8 (Berry 1967 coalescence efficiency): View notebook launch on mybinder.org launch on Colab
  • deJong and Azimi (Ongoing research: Box model, coalescence only):

    • Figs. 1-2 (validation of moment-based method against PySDM with Golovin and Geometric kernels): View notebook launch on mybinder.org launch on Colab

0D box-model immersion freezing-only examples:

  • Alpert & Knopf 2016 (stochastic immersion freezing with monodisperse vs. lognormal immersed surface areas):
    • Fig. 1: View notebook launch on mybinder.org launch on Colab
    • Fig. 2: View notebook launch on mybinder.org launch on Colab
    • Fig. 3: View notebook launch on mybinder.org launch on Colab
    • Fig. 4: View notebook launch on mybinder.org launch on Colab
    • Fig. 5: View notebook launch on mybinder.org launch on Colab
  • Arabas et al. 2023 (singular vs. time-dependent immersion freezing)
    • Fig. 2: View notebook launch on mybinder.org launch on Colab
    • Figs. 3, 7, 8: View notebook launch on mybinder.org launch on Colab
    • Figs. 5, 6: View notebook launch on mybinder.org launch on Colab

0D parcel-model condensation only examples:

  • Arabas & Shima 2017 (monodisperse size spectrum activation/deactivation test case):

    • Fig. 5: View notebook launch on mybinder.org launch on Colab
  • Yang et al. 2018 (polydisperse size spectrum activation/deactivation test case):

    • Fig. 2: View notebook launch on mybinder.org launch on Colab
  • Abdul-Razzak & Ghan 2000 (aerosol activation parameterization for GCMs):

    • Figs. 1 - 5: View notebook launch on mybinder.org launch on Colab
  • Pyrcel documentation example (externally mixed polydisperse size spectrum activation test case):

    • supersaturation, temperature, wet radii evolution and dry spectra plots: View notebook launch on mybinder.org launch on Colab
  • Lowe et al. 2019 (externally mixed polydisperse size spectrum with surface-active organics case):

    • Fig. 1: View notebook launch on mybinder.org launch on Colab
    • Fig. 2: View notebook launch on mybinder.org launch on Colab
    • Fig. 3: View notebook launch on mybinder.org launch on Colab
  • Grabowski & Pawlowska 2023 (polydisperse size spectrum activation test case):

    • Fig. 1: View notebook launch on mybinder.org launch on Colab
    • Fig. 2: View notebook launch on mybinder.org launch on Colab
    • Fig. 3: View notebook launch on mybinder.org launch on Colab
    • Fig. 4: View notebook launch on mybinder.org launch on Colab
  • Jensen & Nugent 2017 (multi-modal + GCCN measurement-based spectrum, updraft-downdraft cycle):

    • Fig. 1: View notebook launch on mybinder.org launch on Colab
    • Fig. 3 and Tab. 4 (upper rows): View notebook launch on mybinder.org launch on Colab
    • Fig. 4 and 7, Tab. 4 (bottom rows): View notebook launch on mybinder.org launch on Colab
    • Fig. 5: View notebook launch on mybinder.org launch on Colab
    • Fig. 6: View notebook launch on mybinder.org launch on Colab
    • Fig. 8: View notebook launch on mybinder.org launch on Colab

0D parcel-model condensation/aqueous-chemistry example:

1D kinematic (prescribed-flow, single-column):

  • Shipway & Hill 2012:

    • Fig 1 (thermodynamics/condensation only, no particle displacement yet):
      View notebook launch on mybinder.org launch on Colab
  • deJong et al. 2023 (Kinematic setup as in Shipway and Hill, including breakup with Berry 1967 coalescence efficiency):

    • Figs. 6-8: View notebook launch on mybinder.org launch on Colab
  • deJong and Azimi (Ongoing research: Similar kinematic setup as in Shipway and Hill, but with no condensation (coalescence only) and with power-series representation of the terminal velocity):

    • Fig 3: View notebook launch on mybinder.org launch on Colab

2D kinematic (prescribed-flow) Sc-mimicking aerosol collisional processing (warm-rain) examples:

  • Arabas et al. 2015

    • Figs. 8 & 9 (interactive web-GUI with product selection, parameter sliders and netCDF/plot export buttons):
      View notebook launch on mybinder.org launch on Colab
  • Bartman et al. (in preparation):

    • Fig 1 (default-settings based script generating a netCDF file and loading it subsequently to create the animation below):
      View notebook launch on mybinder.org launch on Colab
    • Fig 2: View notebook launch on mybinder.org launch on Colab
    • Fig 3: View notebook launch on mybinder.org launch on Colab
  • Arabas et al. 2023 (singular vs. time-dependent immersion freezing)

    • Fig. 11: View notebook launch on mybinder.org launch on Colab

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