{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Modelling example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates the applicability of Diagnostic Efficiency to a modelling example." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path # OS-independent path handling\n", "#import os\n", "#import sys\n", "#PATH = Path(os.getcwd()).parent.parent\n", "#sys.path.append(str(PATH))\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from de import de\n", "from de import kge\n", "from de import nse\n", "from de import util\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Observed streamflow time series and simulated streamflow time series from CAMELS dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to demonstrate the applicability, we use simulated streamflow time series which have been derived from Addor et al. (2017). Streamflow time series have been simulated by the coupled Snow-17 and SAC-SMA system for the Minam catchment (gauge_id: 13331500; gauge_name: Minam 160 River near Minam, OR, U.S.). For more details about the modelling procedure we refer to section 3.1 in Newman et al. (2015). In the following, we show the results of the diagnostic evaluation for three model runs with different parameter sets. Simulations were generated with the same input data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "path_cam1 = PATH / 'examples' / '13331500_05_model_output.txt'\n", "path_cam2 = PATH / 'examples' / '13331500_48_model_output.txt'\n", "path_cam3 = PATH / 'examples' / '13331500_94_model_output.txt'\n", "df_cam1 = util.import_camels_obs_sim(path_cam1)\n", "df_cam2 = util.import_camels_obs_sim(path_cam2)\n", "df_cam3 = util.import_camels_obs_sim(path_cam3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting simulated streamflow time series and corresponding flow duration curves" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.95, 0.95, '(f; set_id: 94)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = ['05', '48', '94']\n", "fig, axes = plt.subplots(3, 2, figsize=(10, 10), sharex='col')\n", "fig.text(0.06, 0.5, r'[mm $d^{-1}$]', ha='center', va='center',\n", " rotation='vertical')\n", "fig.text(0.5, 0.5, r'[mm $d^{-1}$]', ha='center', va='center',\n", " rotation='vertical')\n", "fig.text(0.25, 0.05, 'Time [Years]', ha='center', va='center')\n", "fig.text(0.75, 0.05, 'Exceedence probabilty [-]', ha='center', va='center')\n", "\n", "util.plot_obs_sim_ax(df_cam1['Qobs'], df_cam1['Qsim'], axes[0, 0], '')\n", "axes[0, 0].text(.95, .95, '(a; set_id: {})'.format(idx[0]),\n", " transform=axes[0, 0].transAxes, ha='right', va='top')\n", "# format the ticks\n", "years_10 = mdates.YearLocator(10)\n", "years_5 = mdates.YearLocator(5)\n", "yearsFmt = mdates.DateFormatter('%Y')\n", "axes[0, 0].xaxis.set_major_locator(years_10)\n", "axes[0, 0].xaxis.set_major_formatter(yearsFmt)\n", "axes[0, 0].xaxis.set_minor_locator(years_5)\n", "util.fdc_obs_sim_ax(df_cam1['Qobs'], df_cam1['Qsim'], axes[0, 1], '')\n", "axes[0, 1].text(.95, .95, '(b; set_id: {})'.format(idx[0]),\n", " transform=axes[0, 1].transAxes, ha='right', va='top')\n", "# legend above plot\n", "axes[0, 1].legend(loc=2, labels=['Observed', 'Simulated'], ncol=2,\n", " frameon=False, bbox_to_anchor=(-0.6, 1.2))\n", "\n", "util.plot_obs_sim_ax(df_cam2['Qobs'], df_cam2['Qsim'], axes[1, 0], '')\n", "axes[1, 0].text(.95, .95, '(c; set_id: {})'.format(idx[1]),\n", " transform=axes[1, 0].transAxes, ha='right', va='top')\n", "# format the ticks\n", "years_10 = mdates.YearLocator(10)\n", "years_5 = mdates.YearLocator(5)\n", "yearsFmt = mdates.DateFormatter('%Y')\n", "axes[1, 0].xaxis.set_major_locator(years_10)\n", "axes[1, 0].xaxis.set_major_formatter(yearsFmt)\n", "axes[1, 0].xaxis.set_minor_locator(years_5)\n", "util.fdc_obs_sim_ax(df_cam1['Qobs'], df_cam1['Qsim'], axes[1, 1], '')\n", "axes[1, 1].text(.95, .95, '(d; set_id: {})'.format(idx[1]),\n", " transform=axes[1, 1].transAxes, ha='right', va='top')\n", "\n", "util.plot_obs_sim_ax(df_cam1['Qobs'], df_cam1['Qsim'], axes[2, 0], '')\n", "axes[2, 0].text(.95, .95, '(e; set_id: {})'.format(idx[2]),\n", " transform=axes[2, 0].transAxes, ha='right', va='top')\n", "# format the ticks\n", "years_10 = mdates.YearLocator(10)\n", "years_5 = mdates.YearLocator(5)\n", "yearsFmt = mdates.DateFormatter('%Y')\n", "axes[2, 0].xaxis.set_major_locator(years_10)\n", "axes[2, 0].xaxis.set_major_formatter(yearsFmt)\n", "axes[2, 0].xaxis.set_minor_locator(years_5)\n", "util.fdc_obs_sim_ax(df_cam1['Qobs'], df_cam1['Qsim'], axes[2, 1], '')\n", "axes[2, 1].text(.95, .95, '(f; set_id: {})'.format(idx[2]),\n", " transform=axes[2, 1].transAxes, ha='right', va='top')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluation of model performance" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# create dataframe for comparison of DE, KGE and NSE\n", "idx = ['05', '48', '94']\n", "cols = ['brel_mean', 'b_area', 'temp_cor', 'de', 'b_dir', 'b_slope',\n", " 'phi', 'b_hf', 'b_lf', 'b_tot', 'err_hf', 'err_lf', 'beta', 'alpha', 'kge', 'nse']\n", "df_eff_cam = pd.DataFrame(index=idx, columns=cols, dtype=np.float64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculation of DE, KGE and NSE" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# make arrays\n", "obs_arr = df_cam1['Qobs'].values\n", "sim_arr = df_cam1['Qsim'].values\n", "\n", "# mean relative bias\n", "brel_mean = de.calc_brel_mean(obs_arr, sim_arr)\n", "df_eff_cam.loc[\"05\", \"brel_mean\"] = brel_mean\n", "# residual relative bias\n", "brel_res = de.calc_brel_res(obs_arr, sim_arr)\n", "# area of relative remaing bias\n", "b_area = de.calc_bias_area(brel_res)\n", "df_eff_cam.loc[\"05\", \"b_area\"] = b_area\n", "# temporal correlation\n", "temp_cor = de.calc_temp_cor(obs_arr, sim_arr)\n", "df_eff_cam.loc[\"05\", \"temp_cor\"] = temp_cor\n", "# diagnostic efficiency\n", "df_eff_cam.loc[\"05\", \"de\"] = de.calc_de(obs_arr, sim_arr)\n", "# relative bias\n", "brel = de.calc_brel(obs_arr, sim_arr)\n", "# total bias\n", "b_tot = de.calc_bias_tot(brel)\n", "df_eff_cam.loc[\"05\", \"b_tot\"] = de.calc_bias_tot(brel)\n", "# bias of high flows\n", "b_hf = de.calc_bias_hf(brel)\n", "df_eff_cam.loc[\"05\", \"b_hf\"] = b_hf\n", "# contribution of high flow errors\n", "err_hf = de.calc_err_hf(b_hf, b_tot)\n", "df_eff_cam.loc[\"05\", \"err_hf\"] = err_hf\n", "# bias of low flows\n", "b_lf = de.calc_bias_lf(brel)\n", "df_eff_cam.loc[\"05\", \"b_lf\"] = b_lf\n", "# contribution of low flow errors\n", "err_lf = de.calc_err_lf(b_lf, b_tot)\n", "df_eff_cam.loc[\"05\", \"err_lf\"] = err_lf\n", "# direction of bias\n", "b_dir = de.calc_bias_dir(brel_res)\n", "df_eff_cam.loc[\"05\", \"b_dir\"] = b_dir\n", "# slope of bias\n", "b_slope = de.calc_bias_slope(b_area, b_dir)\n", "df_eff_cam.loc[\"05\", \"b_slope\"] = b_slope\n", "# convert to radians\n", "# (y, x) Trigonometric inverse tangent\n", "df_eff_cam.loc[\"05\", \"phi\"] = de.calc_phi(brel_mean, b_slope)\n", "\n", "# KGE beta\n", "df_eff_cam.loc[\"05\", \"beta\"] = kge.calc_kge_beta(obs_arr, sim_arr)\n", "# KGE alpha\n", "df_eff_cam.loc[\"05\", \"alpha\"] = kge.calc_kge_alpha(obs_arr, sim_arr)\n", "# KGE\n", "df_eff_cam.loc[\"05\", \"kge\"] = kge.calc_kge(obs_arr, sim_arr)\n", "\n", "# NSE\n", "df_eff_cam.loc[\"05\", \"nse\"] = nse.calc_nse(obs_arr, sim_arr)\n", "\n", "\n", "# make arrays\n", "obs_arr = df_cam2['Qobs'].values\n", "sim_arr = df_cam2['Qsim'].values\n", "\n", "# mean relative bias\n", "brel_mean = de.calc_brel_mean(obs_arr, sim_arr)\n", "df_eff_cam.loc[\"48\", \"brel_mean\"] = brel_mean\n", "# residual relative bias\n", "brel_res = de.calc_brel_res(obs_arr, sim_arr)\n", "# area of relative remaing bias\n", "b_area = de.calc_bias_area(brel_res)\n", "df_eff_cam.loc[\"48\", \"b_area\"] = b_area\n", "# temporal correlation\n", "temp_cor = de.calc_temp_cor(obs_arr, sim_arr)\n", "df_eff_cam.loc[\"48\", \"temp_cor\"] = temp_cor\n", "# diagnostic efficiency\n", "df_eff_cam.loc[\"48\", \"de\"] = de.calc_de(obs_arr, sim_arr)\n", "# relative bias\n", "brel = de.calc_brel(obs_arr, sim_arr)\n", "# total bias\n", "b_tot = de.calc_bias_tot(brel)\n", "df_eff_cam.loc[\"48\", \"b_tot\"] = de.calc_bias_tot(brel)\n", "# bias of high flows\n", "b_hf = de.calc_bias_hf(brel)\n", "df_eff_cam.loc[\"48\", \"b_hf\"] = b_hf\n", "# contribution of high flow errors\n", "err_hf = de.calc_err_hf(b_hf, b_tot)\n", "df_eff_cam.loc[\"48\", \"err_hf\"] = err_hf\n", "# bias of low flows\n", "b_lf = de.calc_bias_lf(brel)\n", "df_eff_cam.loc[\"48\", \"b_lf\"] = b_lf\n", "# contribution of low flow errors\n", "err_lf = de.calc_err_lf(b_lf, b_tot)\n", "df_eff_cam.loc[\"48\", \"err_lf\"] = err_lf\n", "# direction of bias\n", "b_dir = de.calc_bias_dir(brel_res)\n", "df_eff_cam.loc[\"48\", \"b_dir\"] = b_dir\n", "# slope of bias\n", "b_slope = de.calc_bias_slope(b_area, b_dir)\n", "df_eff_cam.loc[\"48\", \"b_slope\"] = b_slope\n", "# convert to radians\n", "# (y, x) Trigonometric inverse tangent\n", "df_eff_cam.loc[\"48\", \"phi\"] = de.calc_phi(brel_mean, b_slope)\n", "\n", "# KGE beta\n", "df_eff_cam.loc[\"48\", \"beta\"] = kge.calc_kge_beta(obs_arr, sim_arr)\n", "# KGE alpha\n", "df_eff_cam.loc[\"48\", \"alpha\"] = kge.calc_kge_alpha(obs_arr, sim_arr)\n", "# KGE\n", "df_eff_cam.loc[\"48\", \"kge\"] = kge.calc_kge(obs_arr, sim_arr)\n", "\n", "# NSE\n", "df_eff_cam.loc[\"48\", \"nse\"] = nse.calc_nse(obs_arr, sim_arr)\n", "\n", "\n", "# make arrays\n", "obs_arr = df_cam3['Qobs'].values\n", "sim_arr = df_cam3['Qsim'].values\n", "\n", "# mean relative bias\n", "brel_mean = de.calc_brel_mean(obs_arr, sim_arr)\n", "df_eff_cam.loc[\"94\", \"brel_mean\"] = brel_mean\n", "# residual relative bias\n", "brel_res = de.calc_brel_res(obs_arr, sim_arr)\n", "# area of relative remaing bias\n", "b_area = de.calc_bias_area(brel_res)\n", "df_eff_cam.loc[\"94\", \"b_area\"] = b_area\n", "# temporal correlation\n", "temp_cor = de.calc_temp_cor(obs_arr, sim_arr)\n", "df_eff_cam.loc[\"94\", \"temp_cor\"] = temp_cor\n", "# diagnostic efficiency\n", "df_eff_cam.loc[\"94\", \"de\"] = de.calc_de(obs_arr, sim_arr)\n", "# relative bias\n", "brel = de.calc_brel(obs_arr, sim_arr)\n", "# total bias\n", "b_tot = de.calc_bias_tot(brel)\n", "df_eff_cam.loc[\"94\", \"b_tot\"] = de.calc_bias_tot(brel)\n", "# bias of high flows\n", "b_hf = de.calc_bias_hf(brel)\n", "df_eff_cam.loc[\"94\", \"b_hf\"] = b_hf\n", "# contribution of high flow errors\n", "err_hf = de.calc_err_hf(b_hf, b_tot)\n", "df_eff_cam.loc[\"94\", \"err_hf\"] = err_hf\n", "# bias of low flows\n", "b_lf = de.calc_bias_lf(brel)\n", "df_eff_cam.loc[\"94\", \"b_lf\"] = b_lf\n", "# contribution of low flow errors\n", "err_lf = de.calc_err_lf(b_lf, b_tot)\n", "df_eff_cam.loc[\"94\", \"err_lf\"] = err_lf\n", "# direction of bias\n", "b_dir = de.calc_bias_dir(brel_res)\n", "df_eff_cam.loc[\"94\", \"b_dir\"] = b_dir\n", "# slope of bias\n", "b_slope = de.calc_bias_slope(b_area, b_dir)\n", "df_eff_cam.loc[\"94\", \"b_slope\"] = b_slope\n", "# convert to radians\n", "# (y, x) Trigonometric inverse tangent\n", "df_eff_cam.loc[\"94\", \"phi\"] = de.calc_phi(brel_mean, b_slope)\n", "\n", "\n", "# KGE beta\n", "df_eff_cam.loc[\"94\", \"beta\"] = kge.calc_kge_beta(obs_arr, sim_arr)\n", "# KGE alpha\n", "df_eff_cam.loc[\"94\", \"alpha\"] = kge.calc_kge_alpha(obs_arr, sim_arr)\n", "# KGE\n", "df_eff_cam.loc[\"94\", \"kge\"] = kge.calc_kge(obs_arr, sim_arr)\n", "\n", "# NSE\n", "df_eff_cam.loc[\"94\", \"nse\"] = nse.calc_nse(obs_arr, sim_arr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diagnostic polar plot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "brel_mean_arr = df_eff_cam['brel_mean'].values\n", "b_area_arr = df_eff_cam['b_area'].values\n", "temp_cor_arr = df_eff_cam['temp_cor'].values\n", "b_dir_arr = df_eff_cam['b_dir'].values\n", "de_arr = df_eff_cam['de'].values\n", "phi_arr = df_eff_cam['phi'].values\n", "b_slope_arr = df_eff_cam['b_slope'].values\n", "b_hf_arr = df_eff_cam[\"b_hf\"].values\n", "b_lf_arr = df_eff_cam[\"b_lf\"].values\n", "b_tot_arr = df_eff_cam[\"b_tot\"].values\n", "err_hf_arr = df_eff_cam[\"err_hf\"].values\n", "err_lf_arr = df_eff_cam[\"err_lf\"].values\n", "\n", "fig_de = de.diag_polar_plot_multi(brel_mean_arr,\n", " temp_cor_arr, de_arr, b_dir_arr,\n", " phi_arr, b_hf_arr, b_lf_arr, b_tot_arr,\n", " err_hf_arr, err_lf_arr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulations realised by parameter set with set_id 94 outperform the other parameter sets. All simulations have in common, that positive dynamic error type (i.e. high flows are underestimated and low flows are overestimated) dominates accompanied by a slight positive constant error. Timing contributes least to the error.\n", "\n", "After identifying the error types and its contributions, we can infer hints on how to improve the simulations. From a process- based (perceptual) perspective, the apparent negative dynamic error described by high flow underestimation and low flow overestimation suggest that process realism (e.g. snow melt, infiltration, storage outflow) appears to be deficient. Measures for improvement could start with adjusting the model parameters (e.g. refining the calibration procedure). If necessary, a follow-up measure could be to alter the model structure (e.g. adjusting the model equations). Additionally, there is positive constant error available. Because a constant error may be linked to input data errors, this implies that adjusting the input data (e.g. precipitation correction) might amend the simulations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Addor, N., Newman, A. J., Mizukami, N., and Clark, M. P.: The CAMELS data set: catchment attributes and meteorology for large-sample studies, in, version 2.0 ed., Boulder, CO: UCAR/NCAR, 2017.\n", "\n", "Newman, A. J., Clark, M. P., Sampson, K., Wood, A., Hay, L. E., Bock, A., Viger, R. J., Blodgett, D., Brekke, L., Arnold, J. R., Hopson, T., and Duan, Q.: Development of a large-sample watershed-scale hydrometeorological data set for the contiguous USA: data set characteristics and assessment of regional variability in hydrologic model performance, Hydrol. Earth Syst. Sci., 19, 209-223, 10.5194/hess-19-209-2015, 2015." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }