{ "cells": [ { "cell_type": "markdown", "id": "b2165d81-02d4-4b6e-9067-f69a1863b453", "metadata": {}, "source": [ "# Changes to model timesteps\n", "\n", "It is not uncommon for the CAFE model to become unstable during a run. For most of the CAFE-f6 forecasts, the standard approach for resolving this issue was to restart the forecast with reduced model timesteps. There are three timesteps used by CAFE:\n", "\n", "```\n", "dt_atmos <- the atmospheric component time step [s]\n", "dt_ocean <- the ocean component time step [s]\n", "dt_cpld <- the coupling time step [s]\n", "```\n", "\n", "Most CAFE-f6 runs use the default values of `dt_atmos = 1800, dt_ocean = 1800, dt_cpld = 1800` (see https://github.com/csiro-dcfp/cm-forecasts/blob/ccf838e5d1ac7f71c63cda6a43e5eee5280fff4c/settings.sh#L116). However, some runs that fell over were rerun with `dt_atmos = 1200, dt_ocean = 1200, dt_cpld = 1200` or even `dt_atmos = 900, dt_ocean = 900, dt_cpld = 900` if that was also unsuccessful.\n", "\n", "It was subsequently discovered that adjusting `dt_atmos` can substantially affect the free-running attractor of the model, see https://github.com/dougiesquire/cm-historical/blob/0d7c4601592b5b337d77f3c04228f1a0f67d76c2/notebooks/hist_mem001.ipynb. This is very evident in the forecast members that were run with a reduced atmospheric time step.\n", "\n", "(Note that some of the files linked on this page are only accessible by members of the [CSIRO DCFP Github organisation](https://github.com/csiro-dcfp). These links are included for tracebility. Any relevant lines from linked files have also been copied to this page.)" ] }, { "cell_type": "code", "execution_count": 1, "id": "e1a15102-4633-4af1-b4a2-35e83ab41129", "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (12, 6)\n", "plt.rcParams[\"font.size\"] = 12" ] }, { "cell_type": "code", "execution_count": 3, "id": "d8048903-4be3-4015-819b-d91c54cf32fa", "metadata": {}, "outputs": [], "source": [ "data_dir = \"../data/raw/CAFEf6/c5-d60-pX-f6-20201101/\"\n", "file = f\"{data_dir}/atmos_isobaric_month.zarr.zip\"\n", "\n", "ds = xr.open_zarr(\n", " f\"{data_dir}/atmos_isobaric_month.zarr.zip\",\n", ")[\"t_surf\"]\n", "\n", "ds_gbl = ds.weighted(ds[\"area\"]).mean([\"lat\", \"lon\"]).compute()" ] }, { "cell_type": "code", "execution_count": 4, "id": "d826564a-2c86-456a-ad8d-7e1b69ecb634", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "reduced_dt_ensembles = [27, 37, 51, 76]\n", "ds_reduced_dt = ds_gbl.sel(ensemble=reduced_dt_ensembles)\n", "ds_default_dt = ds_gbl.sel(\n", " ensemble=list(set(ds_gbl.ensemble.values) - set(reduced_dt_ensembles))\n", ")\n", "\n", "p0 = ds_default_dt.plot.line(x=\"time\", add_legend=False, color=\"C0\")\n", "p1 = ds_reduced_dt.plot.line(x=\"time\", add_legend=False, color=\"C1\")\n", "plt.ylabel(f\"Global {ds_default_dt.name}\")\n", "plt.grid()\n", "plt.title(f\"Forecast initialised {data_dir.split('/')[-2][-8:]}\")\n", "_ = plt.legend([p0[0], p1[0]], [\"all dt = 1800\", \"all dt = 1200\"])" ] }, { "cell_type": "markdown", "id": "ee442112-5648-4dd6-b9d5-da270f86d03c", "metadata": {}, "source": [ "## Masking based on timestep" ] }, { "cell_type": "markdown", "id": "fddd422e-10a7-43c4-ba40-bcbb42dae28f", "metadata": {}, "source": [ "A mask has been generated for the forecasts that were run at a reduced timestep so that these forecasts can be readily removed prior to analysis. The mask is available with the raw CAFE-f6 data." ] }, { "cell_type": "code", "execution_count": 5, "id": "64d24d2f-1467-4984-a96c-5cb0080bc88a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The total number of forecasts run with reduce dt_atmos is 172, which is 2.2395833333333335% of the CAFE-f6 dataset\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dt_mask = xr.open_dataset(\"../data/raw/CAFEf6/CAFE-f6_dt_atmos.nc\")[\"dt_atmos\"]\n", "dt_mask.plot()\n", "\n", "reduced_dt = xr.where(dt_mask < 1800, 1, 0)\n", "print(\n", " (\n", " f\"The total number of forecasts run with reduce dt_atmos is {reduced_dt.sum().values},\"\n", " f\" which is {100 * reduced_dt.mean().values}% of the CAFE-f6 dataset\"\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "189bc3bd-dd3b-400e-ad30-59b9b88b0bb8", "metadata": {}, "source": [ "Note that moving forward, users of the CAFE system can change `dt_ocean` without (obviously) effecting the free-running attractor of CAFE (see https://github.com/dougiesquire/cm-historical/blob/0d7c4601592b5b337d77f3c04228f1a0f67d76c2/notebooks/hist_mem001.ipynb). All unstable CAFE runs since discovering this issue were rerun with `dt_atmos = 1800, dt_ocean = 900, dt_cpld = 1800`." ] } ], "metadata": { "kernelspec": { "display_name": "Python (forecast_analysis)", "language": "python", "name": "forecast_analysis" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 }