{ "cells": [ { "cell_type": "markdown", "id": "5b155f33", "metadata": {}, "source": [ "# Iceland Glacier Projections — Comparison with Reference Models\n", "\n", "This notebook compares our Iceland-specific OGGM projections against three\n", "independent reference products, all used in Zekollari et al. (2024,\n", "https://doi.org/10.5194/egusphere-2024-1013):\n", "\n", "| Model | Reference | Notes |\n", "|---|---|---|\n", "| OGGM v1.6.1 standard | Zekollari et al. 2024 | Global default calibration, RGI 6.0 |\n", "| GloGEM | Zekollari et al. 2024 | Independent model, CMIP6 only |\n", "| PyGEM-OGGM | Rounce et al. 2023 | Independent model |\n", "\n", "**Our models** use a custom Iceland-specific calibration and are run for two\n", "historical climate forcings, both using the same mass-balance model (OGGM's default\n", "surface-type-tracking temperature-index model — see `00_experiment_selection_and_\n", "validation` for how these were chosen):\n", "- **ERA5** (1991–2025), trapezoidal shape, lambda=8\n", "- **CARRA** (1991–2025), trapezoidal shape, lambda=14\n", "\n", "**Normalisation:** each model's volume is expressed as a percentage of its own 2020\n", "value, so that differences in absolute ice volume due to inventory date or calibration\n", "do not affect the comparison — only the *trajectory* (rate of loss) matters.\n", "\n", "**GCM ensemble:** to ensure an apples-to-apples comparison, only the GCMs common\n", "to all models (ours ERA5 ∩ ours CARRA ∩ OGGM std ∩ GloGEM ∩ PyGEM-OGGM) are used.\n", "The pre-2026 segment of our models is the single reanalysis-forced historical run.\n", "\n", "**On data availability:** this notebook ships with its own copy of the data it needs\n", "under `data/` (historical runs, CMIP6 projections, and the reference-model CSVs), so it\n", "can be re-run standalone — it does not depend on the OGGM cluster." ] }, { "cell_type": "code", "execution_count": 1, "id": "2df9827b", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:17.070976Z", "iopub.status.busy": "2026-07-07T21:44:17.070679Z", "iopub.status.idle": "2026-07-07T21:44:18.008672Z", "shell.execute_reply": "2026-07-07T21:44:18.007569Z" } }, "outputs": [], "source": [ "import os\n", "import yaml\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "85708cbf", "metadata": {}, "source": [ "## Configuration" ] }, { "cell_type": "code", "execution_count": 2, "id": "21250d33", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:18.011383Z", "iopub.status.busy": "2026-07-07T21:44:18.011071Z", "iopub.status.idle": "2026-07-07T21:44:18.015136Z", "shell.execute_reply": "2026-07-07T21:44:18.014395Z" } }, "outputs": [], "source": [ "data_dir = \"data\"\n", "fig_dir = \"figures\"\n", "os.makedirs(fig_dir, exist_ok=True)\n", "\n", "our_configs = {\n", " \"ERA5\": {\n", " \"data_dir\": f\"{data_dir}/projections/projections_output_era5\",\n", " \"hist_path\": (f\"{data_dir}/historical/working_dir_adapted_era5_8/\"\n", " \"run_output_spinup_historical.nc\"),\n", " \"label\": \"OGGM Iceland (ERA5)\",\n", " \"color\": \"royalblue\",\n", " },\n", " \"CARRA\": {\n", " \"data_dir\": f\"{data_dir}/projections/projections_output_carra\",\n", " \"hist_path\": (f\"{data_dir}/historical/working_dir_adapted_carra_14/\"\n", " \"run_output_spinup_historical.nc\"),\n", " \"label\": \"OGGM Iceland (CARRA)\",\n", " \"color\": \"firebrick\",\n", " },\n", "}\n", "\n", "ref_model_dir = f\"{data_dir}/supporting/reference_models\"\n", "base_oggm_std = f\"{ref_model_dir}/oggm_standard\"\n", "base_pygem = f\"{ref_model_dir}/pygem_oggm\"\n", "base_glogem = f\"{ref_model_dir}/glogem\"" ] }, { "cell_type": "markdown", "id": "77082b57", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 3, "id": "015799d8", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:18.017636Z", "iopub.status.busy": "2026-07-07T21:44:18.017502Z", "iopub.status.idle": "2026-07-07T21:44:18.837837Z", "shell.execute_reply": "2026-07-07T21:44:18.836805Z" }, "lines_to_next_cell": 1 }, "outputs": [], "source": [ "for cfg in our_configs.values():\n", " ds_cmip6 = xr.open_dataset(f\"{cfg['data_dir']}/merged_2100_projections_cmip6.nc\")\n", " cfg[\"vol_cmip6\"] = ds_cmip6[\"volume\"].sum(dim=\"rgi_id\") / 1e9 # km³\n", " ds_hist = xr.open_dataset(cfg[\"hist_path\"])\n", " cfg[\"vol_hist\"] = ds_hist.volume.sum(dim=\"rgi_id\") / 1e9 # km³\n", " cfg[\"mass_hist\"] = ds_hist[\"mass_kg\"].sum(\"rgi_id\") / 1e12 # Gt\n", " cfg[\"vol_2020\"] = float(cfg[\"vol_hist\"].sel(time=2020))\n", " cfg[\"ours_norm\"] = cfg[\"vol_cmip6\"] / cfg[\"vol_2020\"] * 100 # % of 2020" ] }, { "cell_type": "markdown", "id": "905408db", "metadata": {}, "source": [ "## Load and normalise reference models\n", "\n", "Each GCM column is normalised independently to its own 2020 value." ] }, { "cell_type": "code", "execution_count": 4, "id": "808e3884", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:18.840459Z", "iopub.status.busy": "2026-07-07T21:44:18.840106Z", "iopub.status.idle": "2026-07-07T21:44:18.871885Z", "shell.execute_reply": "2026-07-07T21:44:18.871019Z" } }, "outputs": [], "source": [ "def load_ref_norm(base_path, scenario, unit_factor=1.0, start=2020, end=2100):\n", " \"\"\"Load reference CSV (years × GCMs), convert units, normalise each GCM\n", " column to its own 2020 value. Returns DataFrame of % relative to 2020.\"\"\"\n", " df = pd.read_csv(f\"{base_path}/{scenario}.csv\", index_col=0) * unit_factor\n", " df.index = df.index.astype(int)\n", " df.columns = df.columns.str.upper()\n", " df = df.loc[start:end]\n", " return df.div(df.loc[2020]) * 100\n", "\n", "\n", "ref_sources = {\n", " \"OGGM standard\": (base_oggm_std, 1 / 1e9), # m³ → km³\n", " \"GloGEM\": (base_glogem, 1.0), # already km³\n", " \"PyGEM-OGGM\": (base_pygem, 1 / 1e9),\n", "}\n", "\n", "comp_scenarios = [\"ssp126\", \"ssp245\", \"ssp370\", \"ssp585\"]\n", "\n", "ref_data = {\n", " model_name: {scen: load_ref_norm(base, scen, uf) for scen in comp_scenarios}\n", " for model_name, (base, uf) in ref_sources.items()\n", "}" ] }, { "cell_type": "markdown", "id": "1839f3d3", "metadata": {}, "source": [ "## Restrict to common GCMs\n", "\n", "GloGEM and PyGEM-OGGM ran fewer GCMs than our runs and OGGM standard.\n", "All comparisons are restricted to GCMs present in every model (ERA5, CARRA, and all refs)." ] }, { "cell_type": "code", "execution_count": 5, "id": "0f7a22fb", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:18.874481Z", "iopub.status.busy": "2026-07-07T21:44:18.874296Z", "iopub.status.idle": "2026-07-07T21:44:18.884203Z", "shell.execute_reply": "2026-07-07T21:44:18.883195Z" }, "lines_to_next_cell": 1 }, "outputs": [], "source": [ "common_gcms = {}\n", "for scen in comp_scenarios:\n", " gcm_sets = []\n", " for cfg in our_configs.values():\n", " gcms = set(s.split(f\"_{scen}\")[0].upper()\n", " for s in cfg[\"vol_cmip6\"].gcm_scenario.values\n", " if s.endswith(f\"_{scen}\"))\n", " gcm_sets.append(gcms)\n", " gcm_sets += [set(ref_data[m][scen].columns) for m in ref_sources]\n", " common_gcms[scen] = sorted(set.intersection(*gcm_sets))\n", "\n", "for model_name in ref_sources:\n", " for scen in comp_scenarios:\n", " ref_data[model_name][scen] = ref_data[model_name][scen][common_gcms[scen]]\n", "\n", "\n", "def ours_common(cfg, scen):\n", " \"\"\"Return cfg['ours_norm'] subset for scen, restricted to common GCMs.\"\"\"\n", " idx = [i for i, s in enumerate(cfg[\"ours_norm\"].gcm_scenario.values)\n", " if s.endswith(f\"_{scen}\")\n", " and s.split(f\"_{scen}\")[0].upper() in common_gcms[scen]]\n", " return cfg[\"ours_norm\"].isel(gcm_scenario=idx)" ] }, { "cell_type": "markdown", "id": "75fdc61f", "metadata": {}, "source": [ "## Comparison plot" ] }, { "cell_type": "code", "execution_count": 6, "id": "407d2fc6", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:18.886730Z", "iopub.status.busy": "2026-07-07T21:44:18.886550Z", "iopub.status.idle": "2026-07-07T21:44:19.815501Z", "shell.execute_reply": "2026-07-07T21:44:19.814577Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_styles = {\n", " \"OGGM standard\": dict(color=\"seagreen\", ls=\"--\", lw=1.8),\n", " \"GloGEM\": dict(color=\"darkorchid\", ls=\"-.\", lw=1.8),\n", " \"PyGEM-OGGM\": dict(color=\"darkorange\", ls=\":\", lw=1.8),\n", "}\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(11, 8), sharey=True, sharex=True)\n", "axes_flat = axes.flatten()\n", "\n", "for ax, scen in zip(axes_flat, comp_scenarios):\n", " # historical period for each config\n", " for cfg in our_configs.values():\n", " hist_years = cfg[\"vol_hist\"].sel(time=slice(2020, 2026)).time.values\n", " hist_norm = (cfg[\"vol_hist\"].sel(time=slice(2020, 2026)) / cfg[\"vol_2020\"] * 100).values\n", " ax.plot(hist_years, hist_norm, color=cfg[\"color\"], lw=2.5, zorder=5)\n", "\n", " # our OGGM Iceland projections for each config\n", " for cfg in our_configs.values():\n", " ours_scen = ours_common(cfg, scen)\n", " med = ours_scen.quantile(0.50, dim=\"gcm_scenario\")\n", " p10 = ours_scen.quantile(0.10, dim=\"gcm_scenario\")\n", " p90 = ours_scen.quantile(0.90, dim=\"gcm_scenario\")\n", " n = ours_scen.sizes[\"gcm_scenario\"]\n", " ax.plot(cfg[\"ours_norm\"].time, med,\n", " label=f\"{cfg['label']} (n={n})\",\n", " color=cfg[\"color\"], ls=\"-\", lw=2.5, zorder=5)\n", " ax.fill_between(cfg[\"ours_norm\"].time, p10, p90,\n", " color=cfg[\"color\"], alpha=0.12, zorder=4)\n", "\n", " # reference models\n", " for model_name, style in ref_styles.items():\n", " df = ref_data[model_name][scen]\n", " n = len(df.columns)\n", " med_r = df.median(axis=1)\n", " p10_r = df.quantile(0.10, axis=1)\n", " p90_r = df.quantile(0.90, axis=1)\n", " ax.plot(df.index, med_r, label=f\"{model_name} (n={n})\", **style, zorder=3)\n", " ax.fill_between(df.index, p10_r, p90_r, color=style[\"color\"], alpha=0.10, zorder=2)\n", "\n", " ax.axhline(100, color=\"gray\", lw=0.7, ls=\":\")\n", " ax.set_title(scen, fontsize=12)\n", " ax.grid(True, alpha=0.3)\n", "\n", "for ax in axes[1]:\n", " ax.set_xlabel(\"Year\", fontsize=11)\n", "for ax in axes[:, 0]:\n", " ax.set_ylabel(\"Volume (% of 2020)\", fontsize=11)\n", "\n", "axes_flat[0].legend(fontsize=10, loc=\"lower left\")\n", "fig.suptitle(\"Iceland glacier volume — comparison with reference models (CMIP6)\", fontsize=14)\n", "plt.tight_layout()\n", "fig.savefig(f\"{fig_dir}/volume_model_comparison_cmip6.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "de23f248", "metadata": {}, "source": [ "## Mass loss comparison: models vs Hugonnet observations\n", "\n", "Mass change in Gt w.e. for 2000-2020 (the Hugonnet calibration period).\n", "Hugonnet yaml values are in m³ ice (converted from geodetic MB using 850 kg/m³).\n", "Model ice volumes are converted to Gt w.e. using 900 kg/m³ (OGGM default).\n", "For reference models: 10-90 % range across 4 scenarios × common GCMs.\n", "Our models are single reanalysis historical runs (no spread).\n", "GloGEM is excluded here: it only starts in 2015, so it has no 2000-2020 value\n", "to show (see the main comparison plot and the 2100 summary table for GloGEM)." ] }, { "cell_type": "code", "execution_count": 7, "id": "f8ac872d", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:19.819130Z", "iopub.status.busy": "2026-07-07T21:44:19.818850Z", "iopub.status.idle": "2026-07-07T21:44:19.852083Z", "shell.execute_reply": "2026-07-07T21:44:19.851225Z" } }, "outputs": [], "source": [ "with open(f\"{data_dir}/supporting/area_dV_obs.yaml\") as _f:\n", " _obs = yaml.safe_load(_f)\n", "\n", "RHO_MODEL = 900 / 1000 # km³ ice → Gt w.e. (Models uses 900 kg/m³)\n", "\n", "\n", "def ref_dv_period(y0, y1):\n", " \"\"\"Mass change y0→y1 (Gt w.e.) pooled across all scenarios × common GCMs.\"\"\"\n", " out = {}\n", " for model_name, (base, uf) in ref_sources.items():\n", " vals = []\n", " for scen in comp_scenarios:\n", " df_raw = pd.read_csv(f\"{base}/{scen}.csv\", index_col=0) * uf\n", " df_raw.index = df_raw.index.astype(int)\n", " df_raw.columns = df_raw.columns.str.upper()\n", " if y0 not in df_raw.index:\n", " continue\n", " for gcm in common_gcms[scen]:\n", " if gcm in df_raw.columns:\n", " vals.append(float(df_raw.loc[y1, gcm] - df_raw.loc[y0, gcm]))\n", " out[model_name] = np.array(vals) * RHO_MODEL if vals else None\n", " return out\n", "\n", "\n", "ref_dv_2000_2020 = ref_dv_period(2000, 2020)\n", "\n", "hug_2000_2020 = _obs[\"hugonnet_adapted_2000_2020_kg\"] / 1e12\n", "hug_2000_2020_err = _obs[\"hugonnet_2000-01-01_2020-01-01_kg_err\"] / 1e12\n", "\n", "# mass_kg diagnostic accounts for mixed ice/firn densities — more accurate than volume*0.9\n", "for cfg in our_configs.values():\n", " mh = cfg[\"mass_hist\"]\n", " cfg[\"dv_gt_2000_2020\"] = float(mh.sel(time=2020) - mh.sel(time=2000))" ] }, { "cell_type": "code", "execution_count": 8, "id": "417dc0b1", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:19.855221Z", "iopub.status.busy": "2026-07-07T21:44:19.854936Z", "iopub.status.idle": "2026-07-07T21:44:20.025649Z", "shell.execute_reply": "2026-07-07T21:44:20.024776Z" }, "lines_to_next_cell": 1 }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Model 2000-2020 (Gt w.e.)\n", " median p10 p90\n", "------------------------------------------------------------\n", "Hugonnet (obs) -187.2 -201.3 -173.1\n", "OGGM Iceland (ERA5) -204.4 -204.4 -204.4\n", "OGGM Iceland (CARRA) -175.2 -175.2 -175.2\n", "OGGM standard -187.6 -187.6 -187.6\n", "PyGEM-OGGM -201.3 -209.8 -194.2\n" ] } ], "source": [ "# GloGEM omitted from these bar charts — it has no 2000-2020 value (see markdown above).\n", "bar_ref_models = [\"OGGM standard\", \"PyGEM-OGGM\"]\n", "\n", "model_names = ([\"Hugonnet (obs)\"]\n", " + [cfg[\"label\"] for cfg in our_configs.values()]\n", " + bar_ref_models)\n", "colors_bar = ([\"dimgray\"]\n", " + [cfg[\"color\"] for cfg in our_configs.values()]\n", " + [\"seagreen\", \"darkorange\"])\n", "\n", "\n", "def stats(arr):\n", " if arr is None or len(arr) == 0:\n", " return np.nan, np.nan, np.nan\n", " return float(np.median(arr)), float(np.percentile(arr, 10)), float(np.percentile(arr, 90))\n", "\n", "\n", "our_gt_2000 = [cfg[\"dv_gt_2000_2020\"] for cfg in our_configs.values()]\n", "\n", "meds = [hug_2000_2020, *our_gt_2000,\n", " *[stats(ref_dv_2000_2020[m])[0] for m in bar_ref_models]]\n", "p10s = [hug_2000_2020 - hug_2000_2020_err, *our_gt_2000,\n", " *[stats(ref_dv_2000_2020[m])[1] for m in bar_ref_models]]\n", "p90s = [hug_2000_2020 + hug_2000_2020_err, *our_gt_2000,\n", " *[stats(ref_dv_2000_2020[m])[2] for m in bar_ref_models]]\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "y = np.arange(len(model_names))\n", "\n", "meds = np.array(meds, dtype=float)\n", "p10s = np.array(p10s, dtype=float)\n", "p90s = np.array(p90s, dtype=float)\n", "xerr_lo = np.where(np.isnan(meds), 0, meds - p10s)\n", "xerr_hi = np.where(np.isnan(meds), 0, p90s - meds)\n", "ax.barh(y, np.where(np.isnan(meds), 0, meds),\n", " xerr=[xerr_lo, xerr_hi],\n", " color=colors_bar, alpha=0.8, height=0.6,\n", " error_kw=dict(ecolor=\"black\", lw=1.5, capsize=4))\n", "for i, v in enumerate(meds):\n", " if np.isnan(v):\n", " ax.text(0, i, \" n/a\", va=\"center\", fontsize=9, color=\"gray\")\n", "ax.axvline(0, color=\"black\", lw=0.8)\n", "ax.set_yticks(y)\n", "ax.set_yticklabels(model_names)\n", "ax.set_xlabel(\"Mass change (Gt w.e.)\")\n", "ax.set_title(\"Mass loss 2000-2020\")\n", "ax.grid(True, axis=\"x\", alpha=0.3)\n", "\n", "fig.suptitle(\"Iceland glacier mass loss: models vs Hugonnet observations\\n\"\n", " \"(ref models: 10-90 % range across 4 scenarios × common GCMs)\", fontsize=12)\n", "plt.tight_layout()\n", "fig.savefig(f\"{fig_dir}/mass_loss_comparison.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()\n", "\n", "# --- printed table (Gt) ---\n", "print(f\"\\n{'Model':<30} {'2000-2020':>10} {'':>8} {'':>8} (Gt w.e.)\")\n", "print(f\"{'':30} {'median':>10} {'p10':>8} {'p90':>8}\")\n", "print(\"-\" * 60)\n", "for i, name in enumerate(model_names):\n", " m1, l1, h1 = meds[i], p10s[i], p90s[i]\n", " def fmt(v): return f\"{v:10.1f}\" if not np.isnan(v) else f\"{'n/a':>10}\"\n", " print(f\"{name:<30} {fmt(m1)} {fmt(l1)} {fmt(h1)}\")" ] }, { "cell_type": "markdown", "id": "982be6c8", "metadata": {}, "source": [ "### Same comparison in km³ ice (no density conversion)\n", "\n", "Uses model ice volumes directly and Hugonnet's original `_m3` values (not adapted).\n", "Allows direct comparison without any density assumption." ] }, { "cell_type": "code", "execution_count": 9, "id": "19b01cc3", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:20.028549Z", "iopub.status.busy": "2026-07-07T21:44:20.028398Z", "iopub.status.idle": "2026-07-07T21:44:20.055862Z", "shell.execute_reply": "2026-07-07T21:44:20.055142Z" } }, "outputs": [], "source": [ "def ref_dv_period_km3(y0, y1):\n", " \"\"\"Volume change y0→y1 (km³ ice) pooled across all scenarios × common GCMs.\"\"\"\n", " out = {}\n", " for model_name, (base, uf) in ref_sources.items():\n", " vals = []\n", " for scen in comp_scenarios:\n", " df_raw = pd.read_csv(f\"{base}/{scen}.csv\", index_col=0) * uf\n", " df_raw.index = df_raw.index.astype(int)\n", " df_raw.columns = df_raw.columns.str.upper()\n", " if y0 not in df_raw.index:\n", " continue\n", " for gcm in common_gcms[scen]:\n", " if gcm in df_raw.columns:\n", " vals.append(float(df_raw.loc[y1, gcm] - df_raw.loc[y0, gcm]))\n", " out[model_name] = np.array(vals) if vals else None\n", " return out\n", "\n", "\n", "ref_km3_2000_2020 = ref_dv_period_km3(2000, 2020)\n", "\n", "hug_km3_2000_2020 = _obs[\"hugonnet_2000-01-01_2020-01-01_m3\"] / 1e9\n", "hug_km3_2000_2020_err = _obs[\"hugonnet_2000-01-01_2020-01-01_m3_err\"] / 1e9\n", "\n", "for cfg in our_configs.values():\n", " vh = cfg[\"vol_hist\"]\n", " cfg[\"dv_km3_2000_2020\"] = float(vh.sel(time=2020) - vh.sel(time=2000))" ] }, { "cell_type": "code", "execution_count": 10, "id": "512b4bf9", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:20.058395Z", "iopub.status.busy": "2026-07-07T21:44:20.058254Z", "iopub.status.idle": "2026-07-07T21:44:20.211234Z", "shell.execute_reply": "2026-07-07T21:44:20.210169Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Model 2000-2020 (km³ ice)\n", " median p10 p90\n", "------------------------------------------------------------\n", "Hugonnet (obs) -220.3 -226.0 -214.5\n", "OGGM Iceland (ERA5) -228.1 -228.1 -228.1\n", "OGGM Iceland (CARRA) -211.8 -211.8 -211.8\n", "OGGM standard -208.5 -208.5 -208.5\n", "PyGEM-OGGM -223.6 -233.1 -215.8\n" ] } ], "source": [ "our_km3_2000 = [cfg[\"dv_km3_2000_2020\"] for cfg in our_configs.values()]\n", "\n", "meds_km3 = [hug_km3_2000_2020, *our_km3_2000,\n", " *[stats(ref_km3_2000_2020[m])[0] for m in bar_ref_models]]\n", "p10s_km3 = [hug_km3_2000_2020 - hug_km3_2000_2020_err, *our_km3_2000,\n", " *[stats(ref_km3_2000_2020[m])[1] for m in bar_ref_models]]\n", "p90s_km3 = [hug_km3_2000_2020 + hug_km3_2000_2020_err, *our_km3_2000,\n", " *[stats(ref_km3_2000_2020[m])[2] for m in bar_ref_models]]\n", "\n", "fig, ax = plt.subplots(figsize=(7, 5))\n", "\n", "meds_km3 = np.array(meds_km3, dtype=float)\n", "p10s_km3 = np.array(p10s_km3, dtype=float)\n", "p90s_km3 = np.array(p90s_km3, dtype=float)\n", "xerr_lo = np.where(np.isnan(meds_km3), 0, meds_km3 - p10s_km3)\n", "xerr_hi = np.where(np.isnan(meds_km3), 0, p90s_km3 - meds_km3)\n", "ax.barh(y, np.where(np.isnan(meds_km3), 0, meds_km3),\n", " xerr=[xerr_lo, xerr_hi],\n", " color=colors_bar, alpha=0.8, height=0.6,\n", " error_kw=dict(ecolor=\"black\", lw=1.5, capsize=4))\n", "for i, v in enumerate(meds_km3):\n", " if np.isnan(v):\n", " ax.text(0, i, \" n/a\", va=\"center\", fontsize=9, color=\"gray\")\n", "ax.axvline(0, color=\"black\", lw=0.8)\n", "ax.set_yticks(y)\n", "ax.set_yticklabels(model_names)\n", "ax.set_xlabel(\"Volume change (km³ ice)\")\n", "ax.set_title(\"Volume loss 2000-2020\")\n", "ax.grid(True, axis=\"x\", alpha=0.3)\n", "\n", "fig.suptitle(\"Iceland glacier volume loss: models vs Hugonnet observations\\n\"\n", " \"(ref models: 10-90 % range across 4 scenarios × common GCMs)\", fontsize=12)\n", "plt.tight_layout()\n", "fig.savefig(f\"{fig_dir}/volume_loss_comparison.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()\n", "\n", "# --- printed table (km³) ---\n", "print(f\"\\n{'Model':<30} {'2000-2020':>10} {'':>8} {'':>8} (km³ ice)\")\n", "print(f\"{'':30} {'median':>10} {'p10':>8} {'p90':>8}\")\n", "print(\"-\" * 60)\n", "for i, name in enumerate(model_names):\n", " m1, l1, h1 = meds_km3[i], p10s_km3[i], p90s_km3[i]\n", " print(f\"{name:<30} {fmt(m1)} {fmt(l1)} {fmt(h1)}\")" ] }, { "cell_type": "markdown", "id": "3646aecf", "metadata": {}, "source": [ "**Key observations:**\n", "- Our Iceland-specific OGGM calibration projects systematically *more mass loss* than\n", " the three reference models across all scenarios, most pronounced under ssp585.\n", "- OGGM standard (same glacier model, global default calibration) is the closest\n", " comparator; the offset reflects the Iceland-specific calibration and the\n", " use of the 2025 inventory with updated bed maps.\n", "- GloGEM consistently retains the most ice, while PyGEM-OGGM sits between OGGM standard\n", " and OGGM iceland.\n", "- The 10-90% spread across the common GCMs is broadly similar across models,\n", " suggesting the inter-model spread is dominated by the GCM forcing rather than\n", " model differences." ] }, { "cell_type": "markdown", "id": "5c24984f", "metadata": {}, "source": [ "## Volume at 2100 — summary table\n", "\n", "Absolute volumes in km³ (median, 10th-90th percentile) across the common GCMs." ] }, { "cell_type": "code", "execution_count": 11, "id": "62197271", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:20.213880Z", "iopub.status.busy": "2026-07-07T21:44:20.213728Z", "iopub.status.idle": "2026-07-07T21:44:20.255487Z", "shell.execute_reply": "2026-07-07T21:44:20.254634Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " n median p10 p90\n", "scenario model \n", "ssp126 OGGM Iceland (ERA5) 12 2222.6 1648.3 2722.1\n", " OGGM Iceland (CARRA) 12 2009.6 1537.0 2413.5\n", " OGGM standard 12 2391.4 1912.4 2912.3\n", " GloGEM 12 2716.3 1967.4 3191.0\n", " PyGEM-OGGM 12 2367.9 1829.3 2741.0\n", "ssp245 OGGM Iceland (ERA5) 12 1953.4 1177.4 2263.0\n", " OGGM Iceland (CARRA) 12 1785.7 1185.8 2017.9\n", " OGGM standard 12 2054.5 1540.9 2502.3\n", " GloGEM 12 2442.1 1586.4 2888.8\n", " PyGEM-OGGM 12 2083.2 1435.1 2428.4\n", "ssp370 OGGM Iceland (ERA5) 12 1523.1 511.3 1935.9\n", " OGGM Iceland (CARRA) 12 1453.1 652.8 1761.1\n", " OGGM standard 12 1813.3 1087.5 2208.9\n", " GloGEM 12 2053.2 1146.5 2526.1\n", " PyGEM-OGGM 12 1816.7 974.6 2237.3\n", "ssp585 OGGM Iceland (ERA5) 12 1275.7 239.1 1637.5\n", " OGGM Iceland (CARRA) 12 1250.1 386.8 1546.7\n", " OGGM standard 12 1543.5 812.3 2026.7\n", " GloGEM 12 1867.2 869.8 2386.8\n", " PyGEM-OGGM 12 1566.3 610.9 1924.2\n" ] } ], "source": [ "rows = []\n", "for scen in comp_scenarios:\n", " for cfg in our_configs.values():\n", " s = ours_common(cfg, scen).sel(time=2100).values * cfg[\"vol_2020\"] / 100\n", " rows.append(dict(scenario=scen, model=cfg[\"label\"], n=len(s),\n", " median=round(float(np.median(s)), 1),\n", " p10=round(float(np.percentile(s, 10)), 1),\n", " p90=round(float(np.percentile(s, 90)), 1)))\n", " for model_name, (base, uf) in ref_sources.items():\n", " df_raw = pd.read_csv(f\"{base}/{scen}.csv\", index_col=0) * uf\n", " df_raw.index = df_raw.index.astype(int)\n", " df_raw.columns = df_raw.columns.str.upper()\n", " s = df_raw.loc[2100, common_gcms[scen]]\n", " rows.append(dict(scenario=scen, model=model_name, n=len(s),\n", " median=round(s.median(), 1),\n", " p10=round(s.quantile(0.10), 1),\n", " p90=round(s.quantile(0.90), 1)))\n", "\n", "df_vol = pd.DataFrame(rows).set_index([\"scenario\", \"model\"])\n", "print(df_vol.to_string())" ] }, { "cell_type": "markdown", "id": "1c462e47", "metadata": {}, "source": [ "## Common GCMs\n", "\n", "GCMs present in ERA5 ∩ CARRA ∩ OGGM standard ∩ GloGEM ∩ PyGEM-OGGM." ] }, { "cell_type": "code", "execution_count": 12, "id": "94a25fa1", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T21:44:20.258078Z", "iopub.status.busy": "2026-07-07T21:44:20.257931Z", "iopub.status.idle": "2026-07-07T21:44:20.261418Z", "shell.execute_reply": "2026-07-07T21:44:20.260492Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ssp126: ['BCC-CSM2-MR', 'CESM2', 'CESM2-WACCM', 'EC-EARTH3', 'EC-EARTH3-VEG', 'FGOALS-F3-L', 'GFDL-ESM4', 'INM-CM4-8', 'INM-CM5-0', 'MPI-ESM1-2-HR', 'MRI-ESM2-0', 'NORESM2-MM']\n", "ssp245: ['BCC-CSM2-MR', 'CESM2', 'CESM2-WACCM', 'EC-EARTH3', 'EC-EARTH3-VEG', 'FGOALS-F3-L', 'GFDL-ESM4', 'INM-CM4-8', 'INM-CM5-0', 'MPI-ESM1-2-HR', 'MRI-ESM2-0', 'NORESM2-MM']\n", "ssp370: ['BCC-CSM2-MR', 'CESM2', 'CESM2-WACCM', 'EC-EARTH3', 'EC-EARTH3-VEG', 'FGOALS-F3-L', 'GFDL-ESM4', 'INM-CM4-8', 'INM-CM5-0', 'MPI-ESM1-2-HR', 'MRI-ESM2-0', 'NORESM2-MM']\n", "ssp585: ['BCC-CSM2-MR', 'CESM2', 'CESM2-WACCM', 'EC-EARTH3', 'EC-EARTH3-VEG', 'FGOALS-F3-L', 'GFDL-ESM4', 'INM-CM4-8', 'INM-CM5-0', 'MPI-ESM1-2-HR', 'MRI-ESM2-0', 'NORESM2-MM']\n" ] } ], "source": [ "for scen in comp_scenarios:\n", " print(f\"{scen}: {common_gcms[scen]}\")" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "main_language": "python", "notebook_metadata_filter": "-all" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.9" } }, "nbformat": 4, "nbformat_minor": 5 }