{ "cells": [ { "cell_type": "markdown", "id": "02df710c", "metadata": {}, "source": [ "# Advanced Heating and Cooling Settings\n", "\n", "This notebook demonstrates how to control individual heating and cooling mechanisms in UCLCHEM using the `HeatingSettings` class. We'll:\n", "\n", "1. Run a baseline model with all mechanisms enabled\n", "2. Analyze which heating and cooling processes dominate\n", "3. Disable the most important mechanisms\n", "4. Compare the results to understand their impact\n", "\n", "This is useful for understanding which physical processes drive the thermal evolution in your model." ] }, { "cell_type": "code", "execution_count": 1, "id": "37b1e607", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:58:22.510160Z", "iopub.status.busy": "2026-01-27T12:58:22.509960Z", "iopub.status.idle": "2026-01-27T12:58:23.826862Z", "shell.execute_reply": "2026-01-27T12:58:23.826112Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import uclchem\n", "from uclchem import advanced\n", "import os\n", "\n", "# Ensure output directory exists\n", "os.makedirs(\"../examples/test-output\", exist_ok=True)" ] }, { "cell_type": "markdown", "id": "c54484f1", "metadata": {}, "source": [ "## Step 1: Run Baseline Model with All Mechanisms\n", "\n", "First, let's run a standard cloud model with all heating and cooling mechanisms enabled and retrieve detailed rate information." ] }, { "cell_type": "code", "execution_count": 2, "id": "56559c34", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:58:23.829446Z", "iopub.status.busy": "2026-01-27T12:58:23.829127Z", "iopub.status.idle": "2026-01-27T12:59:27.525492Z", "shell.execute_reply": "2026-01-27T12:59:27.524805Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running baseline model with all heating/cooling mechanisms enabled...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Baseline model completed with flag: -1\n", "Error: Model failed to complete\n" ] } ], "source": [ "# Define model parameters for a molecular cloud\n", "param_dict = {\n", " \"initialDens\": 1e4, # Initial density (cm^-3)\n", " \"initialTemp\": 10.0, # Initial temperature (K)\n", " \"finalTime\": 1.0e6, # Final time (years)\n", " \"baseAv\": 10.0, # Visual extinction\n", " \"rout\": 0.1, # Outer radius (pc)\n", " \"freefall\": False, # Keep constant density\n", " \"heatingFlag\": True, # Enable heating (default)\n", "}\n", "\n", "# Run the baseline model with all mechanisms enabled\n", "print(\"Running baseline model with all heating/cooling mechanisms enabled...\")\n", "cloud_full = uclchem.model.Cloud(param_dict=param_dict)\n", "\n", "# Extract all data from the model object in one call\n", "physics_full, abundances_full, rates_full, heating_full = cloud_full.get_dataframes(\n", " joined=False, with_rates=True, with_heating=True\n", ")\n", "start_abund = cloud_full.next_starting_chemistry_array\n", "flag_full = 0 if cloud_full.has_attr(\"_data\") else -1\n", "\n", "print(f\"Baseline model completed with flag: {flag_full}\")\n", "if flag_full == 0:\n", " print(\n", " f\"Temperature range: {physics_full['gasTemp'].min():.2f} - {physics_full['gasTemp'].max():.2f} K\"\n", " )\n", " print(f\"Final temperature: {physics_full['gasTemp'].iloc[-1]:.2f} K\")\n", "else:\n", " print(f\"Error: Model failed to complete\")" ] }, { "cell_type": "markdown", "id": "e754fd4a", "metadata": {}, "source": [ "## Step 2: Identify the Most Important Heating and Cooling Processes\n", "\n", "Let's analyze the rates DataFrame to determine which heating and cooling mechanisms contribute the most." ] }, { "cell_type": "code", "execution_count": 3, "id": "1f470d4a", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:27.527302Z", "iopub.status.busy": "2026-01-27T12:59:27.527134Z", "iopub.status.idle": "2026-01-27T12:59:27.535389Z", "shell.execute_reply": "2026-01-27T12:59:27.534583Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 10 heating processes\n", "Found 12 cooling processes\n", "\n", "======================================================================\n", "TOP 5 HEATING PROCESSES (by integrated absolute contribution)\n", "======================================================================\n", "1. H2Formation Heating 1.67e-19 erg cm⁻³ s⁻¹ yr\n", "2. GasGrainCollisions Heating 4.74e-22 erg cm⁻³ s⁻¹ yr\n", "3. CosmicRay Heating 1.87e-22 erg cm⁻³ s⁻¹ yr\n", "4. PhotoelectricBakes Heating 1.15e-31 erg cm⁻³ s⁻¹ yr\n", "5. Turbulent Heating 3.15e-38 erg cm⁻³ s⁻¹ yr\n", "\n", "======================================================================\n", "TOP 5 COOLING PROCESSES (by integrated absolute contribution)\n", "======================================================================\n", "1. MolecularLine Cooling 9.12e-20 erg cm⁻³ s⁻¹ yr\n", "2. C Line Cooling 5.69e-20 erg cm⁻³ s⁻¹ yr\n", "3. O Line Cooling 2.10e-20 erg cm⁻³ s⁻¹ yr\n", "4. CO Line Cooling 6.59e-21 erg cm⁻³ s⁻¹ yr\n", "5. p-H2 Line Cooling 6.49e-21 erg cm⁻³ s⁻¹ yr\n", "\n", "Most important heating: H2Formation Heating\n", "Most important cooling: MolecularLine Cooling\n" ] } ], "source": [ "# Extract heating and cooling columns\n", "heating_cols = [col for col in heating_full.columns if col.endswith(\"Heating\")]\n", "cooling_cols = [col for col in heating_full.columns if col.endswith(\"Cooling\")]\n", "\n", "print(f\"Found {len(heating_cols)} heating processes\")\n", "print(f\"Found {len(cooling_cols)} cooling processes\")\n", "\n", "# Calculate the total integrated contribution of each process over the entire simulation\n", "# Use absolute value to capture magnitude regardless of sign\n", "heating_importance = {}\n", "for col in heating_cols:\n", " # Sum the absolute values over time to get total contribution\n", " total_contribution = heating_full[col].abs().sum()\n", " heating_importance[col] = total_contribution\n", "\n", "cooling_importance = {}\n", "for col in cooling_cols:\n", " total_contribution = heating_full[col].abs().sum()\n", " cooling_importance[col] = total_contribution\n", "\n", "# Sort by importance\n", "heating_sorted = sorted(heating_importance.items(), key=lambda x: x[1], reverse=True)\n", "cooling_sorted = sorted(cooling_importance.items(), key=lambda x: x[1], reverse=True)\n", "\n", "# Display top 5 heating processes\n", "print(\"\\n\" + \"=\" * 70)\n", "print(\"TOP 5 HEATING PROCESSES (by integrated absolute contribution)\")\n", "print(\"=\" * 70)\n", "for i, (process, contribution) in enumerate(heating_sorted[:5], 1):\n", " process_name = process.replace(\"Heating_\", \"\")\n", " print(f\"{i}. {process_name:40s} {contribution:.2e} erg cm⁻³ s⁻¹ yr\")\n", "\n", "# Display top 5 cooling processes\n", "print(\"\\n\" + \"=\" * 70)\n", "print(\"TOP 5 COOLING PROCESSES (by integrated absolute contribution)\")\n", "print(\"=\" * 70)\n", "for i, (process, contribution) in enumerate(cooling_sorted[:5], 1):\n", " process_name = process.replace(\"Cooling_\", \"\").replace(\"LineCooling_\", \"\")\n", " print(f\"{i}. {process_name:40s} {contribution:.2e} erg cm⁻³ s⁻¹ yr\")\n", "\n", "# Store the most important ones for later\n", "top_heating_process = heating_sorted[0][0] if heating_sorted else None\n", "top_cooling_process = cooling_sorted[0][0] if cooling_sorted else None\n", "\n", "print(f\"\\nMost important heating: {top_heating_process}\")\n", "print(f\"Most important cooling: {top_cooling_process}\")" ] }, { "cell_type": "markdown", "id": "6ecddb12", "metadata": {}, "source": [ "## Step 3: Visualize the Dominant Processes\n", "\n", "Let's plot the time evolution of the most important heating and cooling processes." ] }, { "cell_type": "code", "execution_count": 4, "id": "fc59a7d8", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:27.536918Z", "iopub.status.busy": "2026-01-27T12:59:27.536755Z", "iopub.status.idle": "2026-01-27T12:59:28.013561Z", "shell.execute_reply": "2026-01-27T12:59:28.012935Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(12, 10))\n", "\n", "time = heating_full[\"Time\"]\n", "\n", "# Plot top 5 heating processes\n", "axes[0].axhline(y=0, color=\"k\", linestyle=\"-\", linewidth=0.5, alpha=0.3)\n", "for process, _ in heating_sorted[:5]:\n", " label = process.replace(\"Heating_\", \"\")\n", " axes[0].plot(time, heating_full[process], label=label, linewidth=2, alpha=0.8)\n", "\n", "axes[0].set_xlabel(\"Time (years)\", fontsize=12)\n", "axes[0].set_ylabel(\"Heating Rate (erg cm⁻³ s⁻¹)\", fontsize=12)\n", "axes[0].set_xscale(\"log\")\n", "axes[0].set_yscale(\"symlog\", linthresh=1e-30)\n", "axes[0].set_title(\"Top 5 Heating Processes\", fontsize=14, fontweight=\"bold\")\n", "axes[0].legend(fontsize=10, loc=\"best\")\n", "axes[0].grid(True, alpha=0.3)\n", "\n", "# Plot top 5 cooling processes\n", "axes[1].axhline(y=0, color=\"k\", linestyle=\"-\", linewidth=0.5, alpha=0.3)\n", "for process, _ in cooling_sorted[:5]:\n", " label = process.replace(\"Cooling_\", \"\").replace(\"LineCooling_\", \"\")\n", " axes[1].plot(time, heating_full[process], label=label, linewidth=2, alpha=0.8)\n", "\n", "axes[1].set_xlabel(\"Time (years)\", fontsize=12)\n", "axes[1].set_ylabel(\"Cooling Rate (erg cm⁻³ s⁻¹)\", fontsize=12)\n", "axes[1].set_xscale(\"log\")\n", "axes[1].set_yscale(\"symlog\", linthresh=1e-30)\n", "axes[1].set_title(\"Top 5 Cooling Processes\", fontsize=14, fontweight=\"bold\")\n", "axes[1].legend(fontsize=10, loc=\"best\")\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cf62945b", "metadata": {}, "source": [ "## Step 4: Introduction to HeatingSettings\n", "\n", "The `HeatingSettings` class allows you to control individual heating and cooling mechanisms. Let's explore what's available." ] }, { "cell_type": "code", "execution_count": 5, "id": "c45a763d", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:28.015467Z", "iopub.status.busy": "2026-01-27T12:59:28.015284Z", "iopub.status.idle": "2026-01-27T12:59:28.019997Z", "shell.execute_reply": "2026-01-27T12:59:28.019344Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AVAILABLE HEATING MECHANISMS:\n", "======================================================================\n", " PhotoelectricBakes ✓ ACTIVE\n", " PhotoelectricWeingartner ✗ INACTIVE\n", " H2Formation ✓ ACTIVE\n", " H2Photodissociation ✓ ACTIVE\n", " H2FUVPumping ✓ ACTIVE\n", " CarbonIonization ✓ ACTIVE\n", " CosmicRay ✓ ACTIVE\n", " Turbulent ✓ ACTIVE\n", " GasGrainCollisions ✓ ACTIVE\n", "\n", "AVAILABLE COOLING MECHANISMS:\n", "======================================================================\n", " AtomicLineEmission ✓ ACTIVE\n", " H2CollisionallyInduced ✓ ACTIVE\n", " Compton ✓ ACTIVE\n", " ContinuumEmission ✓ ACTIVE\n", " MolecularLine ✓ ACTIVE\n", "\n", "Total: 9 heating mechanisms, 5 cooling mechanisms\n" ] } ], "source": [ "# Create a HeatingSettings instance\n", "settings = advanced.HeatingSettings()\n", "\n", "# Get all available heating mechanisms\n", "heating_mechanisms = settings.get_heating_modules()\n", "cooling_mechanisms = settings.get_cooling_modules()\n", "\n", "print(\"AVAILABLE HEATING MECHANISMS:\")\n", "print(\"=\" * 70)\n", "for mech, active in heating_mechanisms.items():\n", " status = \"✓ ACTIVE\" if active else \"✗ INACTIVE\"\n", " print(f\" {mech:40s} {status}\")\n", "\n", "print(\"\\nAVAILABLE COOLING MECHANISMS:\")\n", "print(\"=\" * 70)\n", "for mech, active in cooling_mechanisms.items():\n", " status = \"✓ ACTIVE\" if active else \"✗ INACTIVE\"\n", " print(f\" {mech:40s} {status}\")\n", "\n", "print(\n", " f\"\\nTotal: {len(heating_mechanisms)} heating mechanisms, {len(cooling_mechanisms)} cooling mechanisms\"\n", ")" ] }, { "cell_type": "markdown", "id": "00b0134d", "metadata": {}, "source": [ "## Step 5: Disable the Most Important Mechanisms\n", "\n", "Now let's disable the top heating and cooling processes we identified and run a new model to see the impact." ] }, { "cell_type": "code", "execution_count": 6, "id": "50464411", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:28.021688Z", "iopub.status.busy": "2026-01-27T12:59:28.021539Z", "iopub.status.idle": "2026-01-27T12:59:28.025688Z", "shell.execute_reply": "2026-01-27T12:59:28.025036Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Disabling dominant heating and cooling mechanisms...\n", "======================================================================\n", "✗ Disabled: H2 Formation Heating\n", "✗ Disabled: CO Line Cooling\n", "\n", "Verifying changes...\n", "H2Formation heating: False\n", "Line Cooling: N/A\n" ] } ], "source": [ "# We'll disable mechanisms based on common dominant processes\n", "# Typically for a molecular cloud: cosmic ray heating and CO line cooling dominate\n", "\n", "# Map common process names to HeatingSettings constants\n", "# These are the typical dominant mechanisms\n", "print(\"Disabling dominant heating and cooling mechanisms...\")\n", "print(\"=\" * 70)\n", "\n", "# Disable H2 formation heating (often important)\n", "settings.set_heating_mechanism(settings.H2_FORMATION, False)\n", "print(\"✗ Disabled: H2 Formation Heating\")\n", "\n", "# Disable line cooling (dominant cooling in molecular clouds)\n", "settings.set_cooling_mechanism(settings.MOLECULAR_LINE_COOLING, False)\n", "print(\"✗ Disabled: CO Line Cooling\")\n", "\n", "\n", "print(\"\\nVerifying changes...\")\n", "heating_after = settings.get_heating_modules()\n", "cooling_after = settings.get_cooling_modules()\n", "\n", "print(f\"H2Formation heating: {heating_after.get('H2Formation', 'N/A')}\")\n", "print(f\"Line Cooling: {cooling_after.get('MOLECULAR_LINE_COOLING', 'N/A')}\")" ] }, { "cell_type": "markdown", "id": "5b9ae98c", "metadata": {}, "source": [ "## Step 6: Run Model with Disabled Mechanisms\n", "\n", "Now run the same model with the modified settings to see how it affects the results." ] }, { "cell_type": "code", "execution_count": 7, "id": "4dab35d9", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:28.027165Z", "iopub.status.busy": "2026-01-27T12:59:28.027018Z", "iopub.status.idle": "2026-01-27T12:59:36.152136Z", "shell.execute_reply": "2026-01-27T12:59:36.151321Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running model with key mechanisms disabled...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Limited model completed with flag: -1\n", "Error: Model failed to complete\n", "\n", "Settings have been reset to defaults for future use.\n" ] } ], "source": [ "# Run model with disabled mechanisms\n", "print(\"Running model with key mechanisms disabled...\")\n", "cloud_limited = uclchem.model.Cloud(param_dict=param_dict)\n", "\n", "# Extract all data in one call\n", "physics_limited, abundances_limited, rates_limited, heating_limited = (\n", " cloud_limited.get_dataframes(joined=False, with_rates=True, with_heating=True)\n", ")\n", "flag_limited = 0 if cloud_limited.has_attr(\"_data\") else -1\n", "\n", "print(f\"Limited model completed with flag: {flag_limited}\")\n", "if flag_limited == 0:\n", " print(\n", " f\"Temperature range: {physics_limited['gasTemp'].min():.2f} - {physics_limited['gasTemp'].max():.2f} K\"\n", " )\n", " print(f\"Final temperature: {physics_limited['gasTemp'].iloc[-1]:.2f} K\")\n", "else:\n", " print(f\"Error: Model failed to complete\")\n", "\n", "# Reset settings for future runs\n", "settings.reset_to_defaults()\n", "print(\"\\nSettings have been reset to defaults for future use.\")" ] }, { "cell_type": "markdown", "id": "b7dfd40f", "metadata": {}, "source": [ "## Step 7: Compare Results - Temperature Evolution\n", "\n", "Let's compare the temperature evolution between the two models." ] }, { "cell_type": "code", "execution_count": 8, "id": "a3fce467", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:36.154014Z", "iopub.status.busy": "2026-01-27T12:59:36.153852Z", "iopub.status.idle": "2026-01-27T12:59:36.345249Z", "shell.execute_reply": "2026-01-27T12:59:36.344354Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "TEMPERATURE COMPARISON\n", "======================================================================\n", "Model Initial (K) Final (K) Change (K)\n", "----------------------------------------------------------------------\n", "All mechanisms 10.00 13.10 +3.10\n", "Key mechanisms disabled 10.00 28.61 +18.61\n", "----------------------------------------------------------------------\n", "Difference -15.52 118.5%\n" ] } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "ax.plot(\n", " physics_full[\"Time\"],\n", " physics_full[\"gasTemp\"],\n", " label=\"All Mechanisms Active\",\n", " linewidth=2.5,\n", " color=\"darkblue\",\n", ")\n", "ax.plot(\n", " physics_limited[\"Time\"],\n", " physics_limited[\"gasTemp\"],\n", " label=\"Key Mechanisms Disabled\",\n", " linewidth=2.5,\n", " color=\"darkred\",\n", " linestyle=\"--\",\n", ")\n", "\n", "ax.set_xlabel(\"Time (years)\", fontsize=12)\n", "ax.set_ylabel(\"Gas Temperature (K)\", fontsize=12)\n", "ax.set_xscale(\"log\")\n", "ax.set_title(\n", " \"Temperature Evolution: Impact of Disabling Key Heating/Cooling Mechanisms\",\n", " fontsize=14,\n", " fontweight=\"bold\",\n", ")\n", "ax.legend(fontsize=11, loc=\"best\")\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print summary statistics\n", "print(\"TEMPERATURE COMPARISON\")\n", "print(\"=\" * 70)\n", "print(f\"{'Model':<35} {'Initial (K)':<15} {'Final (K)':<15} {'Change (K)'}\")\n", "print(\"-\" * 70)\n", "\n", "T_full_initial = physics_full[\"gasTemp\"].iloc[0]\n", "T_full_final = physics_full[\"gasTemp\"].iloc[-1]\n", "T_limited_initial = physics_limited[\"gasTemp\"].iloc[0]\n", "T_limited_final = physics_limited[\"gasTemp\"].iloc[-1]\n", "\n", "print(\n", " f\"{'All mechanisms':<35} {T_full_initial:<15.2f} {T_full_final:<15.2f} {T_full_final - T_full_initial:+.2f}\"\n", ")\n", "print(\n", " f\"{'Key mechanisms disabled':<35} {T_limited_initial:<15.2f} {T_limited_final:<15.2f} {T_limited_final - T_limited_initial:+.2f}\"\n", ")\n", "print(\"-\" * 70)\n", "print(\n", " f\"{'Difference':<35} {'':<15} {T_full_final - T_limited_final:<15.2f} {abs((T_full_final - T_limited_final) / T_full_final) * 100:.1f}%\"\n", ")" ] }, { "cell_type": "markdown", "id": "92a214e1", "metadata": {}, "source": [ "## Step 8: Compare Results - Chemical Abundances\n", "\n", "Temperature changes affect chemistry. Let's compare key species abundances between the two models." ] }, { "cell_type": "code", "execution_count": 9, "id": "6f8f2ee3", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:36.347126Z", "iopub.status.busy": "2026-01-27T12:59:36.346957Z", "iopub.status.idle": "2026-01-27T12:59:37.053671Z", "shell.execute_reply": "2026-01-27T12:59:37.052838Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "FINAL ABUNDANCE COMPARISON\n", "======================================================================\n", "Species All Mechanisms Disabled % Difference\n", "----------------------------------------------------------------------\n", "CO 1.56e-05 1.07e-05 -31.5%\n", "H2O 7.26e-09 4.46e-08 +514.6%\n", "OH 5.46e-08 3.83e-07 +601.1%\n", "NH3 3.33e-08 2.81e-08 -15.7%\n" ] } ], "source": [ "# Compare abundances of key species\n", "key_species = [\"CO\", \"H2O\", \"OH\", \"NH3\"]\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "axes = axes.flatten()\n", "\n", "for idx, species in enumerate(key_species):\n", " if species in abundances_full.columns and species in abundances_limited.columns:\n", " axes[idx].plot(\n", " physics_full[\"Time\"],\n", " abundances_full[species],\n", " label=\"All Mechanisms\",\n", " linewidth=2.5,\n", " color=\"darkblue\",\n", " )\n", " axes[idx].plot(\n", " physics_full[\"Time\"],\n", " abundances_limited[species],\n", " label=\"Key Mechanisms Disabled\",\n", " linewidth=2.5,\n", " color=\"darkred\",\n", " linestyle=\"--\",\n", " )\n", "\n", " axes[idx].set_xlabel(\"Time (years)\", fontsize=11)\n", " axes[idx].set_ylabel(\"Abundance\", fontsize=11)\n", " axes[idx].set_xscale(\"log\")\n", " axes[idx].set_yscale(\"log\")\n", " axes[idx].set_title(f\"{species} Abundance\", fontsize=13, fontweight=\"bold\")\n", " axes[idx].legend(fontsize=9)\n", " axes[idx].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print final abundance comparison\n", "print(\"\\nFINAL ABUNDANCE COMPARISON\")\n", "print(\"=\" * 70)\n", "print(f\"{'Species':<15} {'All Mechanisms':<20} {'Disabled':<20} {'% Difference'}\")\n", "print(\"-\" * 70)\n", "\n", "for species in key_species:\n", " if species in abundances_full.columns and species in abundances_limited.columns:\n", " abund_full = abundances_full[species].iloc[-1]\n", " abund_limited = abundances_limited[species].iloc[-1]\n", "\n", " if abund_full > 0:\n", " percent_diff = ((abund_limited - abund_full) / abund_full) * 100\n", " else:\n", " percent_diff = 0.0\n", "\n", " print(\n", " f\"{species:<15} {abund_full:<20.2e} {abund_limited:<20.2e} {percent_diff:+.1f}%\"\n", " )" ] }, { "cell_type": "markdown", "id": "7cad767c", "metadata": {}, "source": [ "## Step 9: Compare Heating and Cooling Rates\n", "\n", "Let's visualize how the heating and cooling rates differ between the two models." ] }, { "cell_type": "code", "execution_count": 10, "id": "e3776550", "metadata": { "execution": { "iopub.execute_input": "2026-01-27T12:59:37.055446Z", "iopub.status.busy": "2026-01-27T12:59:37.055242Z", "iopub.status.idle": "2026-01-27T12:59:37.445812Z", "shell.execute_reply": "2026-01-27T12:59:37.445002Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "NET HEATING RATE AT FINAL TIME\n", "======================================================================\n", "All mechanisms: +1.72e-23 erg cm⁻³ s⁻¹\n", "Mechanisms disabled: +2.97e-25 erg cm⁻³ s⁻¹\n", "Difference: +1.69e-23 erg cm⁻³ s⁻¹\n" ] } ], "source": [ "# Calculate total heating and cooling for each model\n", "heating_cols_full = [col for col in heating_full.columns if col.endswith(\"Heating\")]\n", "cooling_cols_full = [col for col in heating_full.columns if col.endswith(\"Cooling\")]\n", "\n", "# Total heating and cooling rates over time\n", "total_heating_full = heating_full[heating_cols_full].sum(axis=1)\n", "total_cooling_full = heating_full[cooling_cols_full].sum(axis=1)\n", "\n", "heating_cols_limited = [\n", " col for col in heating_limited.columns if col.endswith(\"Heating\")\n", "]\n", "cooling_cols_limited = [\n", " col for col in heating_limited.columns if col.endswith(\"Cooling\")\n", "]\n", "\n", "total_heating_limited = heating_limited[heating_cols_limited].sum(axis=1)\n", "total_cooling_limited = heating_limited[cooling_cols_limited].sum(axis=1)\n", "\n", "# Plot comparison\n", "fig, axes = plt.subplots(2, 1, figsize=(12, 10))\n", "\n", "# Total heating comparison\n", "axes[0].plot(\n", " physics_full[\"Time\"],\n", " total_heating_full,\n", " label=\"All Mechanisms\",\n", " linewidth=2.5,\n", " color=\"darkred\",\n", ")\n", "axes[0].plot(\n", " physics_limited[\"Time\"],\n", " total_heating_limited,\n", " label=\"Key Mechanisms Disabled\",\n", " linewidth=2.5,\n", " color=\"orange\",\n", " linestyle=\"--\",\n", ")\n", "axes[0].axhline(y=0, color=\"k\", linestyle=\"-\", linewidth=0.5, alpha=0.3)\n", "axes[0].set_xlabel(\"Time (years)\", fontsize=12)\n", "axes[0].set_ylabel(\"Total Heating Rate (erg cm⁻³ s⁻¹)\", fontsize=12)\n", "axes[0].set_xscale(\"log\")\n", "axes[0].set_yscale(\"symlog\", linthresh=1e-30)\n", "axes[0].set_title(\"Total Heating Rate Comparison\", fontsize=14, fontweight=\"bold\")\n", "axes[0].legend(fontsize=11)\n", "axes[0].grid(True, alpha=0.3)\n", "\n", "# Total cooling comparison\n", "axes[1].plot(\n", " physics_full[\"Time\"],\n", " total_cooling_full,\n", " label=\"All Mechanisms\",\n", " linewidth=2.5,\n", " color=\"darkblue\",\n", ")\n", "axes[1].plot(\n", " physics_limited[\"Time\"],\n", " total_cooling_limited,\n", " label=\"Key Mechanisms Disabled\",\n", " linewidth=2.5,\n", " color=\"cyan\",\n", " linestyle=\"--\",\n", ")\n", "axes[1].axhline(y=0, color=\"k\", linestyle=\"-\", linewidth=0.5, alpha=0.3)\n", "axes[1].set_xlabel(\"Time (years)\", fontsize=12)\n", "axes[1].set_ylabel(\"Total Cooling Rate (erg cm⁻³ s⁻¹)\", fontsize=12)\n", "axes[1].set_xscale(\"log\")\n", "axes[1].set_yscale(\"symlog\", linthresh=1e-30)\n", "axes[1].set_title(\"Total Cooling Rate Comparison\", fontsize=14, fontweight=\"bold\")\n", "axes[1].legend(fontsize=11)\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Calculate net heating/cooling\n", "net_full = total_heating_full + total_cooling_full\n", "net_limited = total_heating_limited + total_cooling_limited\n", "\n", "print(\"\\nNET HEATING RATE AT FINAL TIME\")\n", "print(\"=\" * 70)\n", "print(f\"All mechanisms: {net_full.iloc[-1]:+.2e} erg cm⁻³ s⁻¹\")\n", "print(f\"Mechanisms disabled: {net_limited.iloc[-1]:+.2e} erg cm⁻³ s⁻¹\")\n", "print(\n", " f\"Difference: {net_full.iloc[-1] - net_limited.iloc[-1]:+.2e} erg cm⁻³ s⁻¹\"\n", ")" ] }, { "cell_type": "markdown", "id": "d66a2999", "metadata": {}, "source": [ "## Summary and Key Takeaways\n", "\n", "In this notebook, we demonstrated how to:\n", "\n", "1. **Run a baseline model** with all heating and cooling mechanisms enabled\n", "2. **Analyze the results** to identify which processes are most important\n", "3. **Disable specific mechanisms** using the `HeatingSettings` class\n", "4. **Compare models** to quantify the impact of individual processes\n", "\n", "### Important HeatingSettings Methods:\n", "\n", "- `get_heating_modules()` - List all available heating mechanisms and their status\n", "- `get_cooling_modules()` - List all available cooling mechanisms and their status\n", "- `set_heating_mechanism(mechanism, active)` - Enable/disable a heating mechanism\n", "- `set_cooling_mechanism(mechanism, active)` - Enable/disable a cooling mechanism\n", "- `reset()` - Reset all mechanisms to defaults\n", "\n", "### Common Mechanism Constants:\n", "\n", "**Heating:**\n", "- `settings.COSMIC_RAY` - Cosmic ray heating\n", "- `settings.H2_FORMATION` - H₂ formation heating\n", "- `settings.PHOTOELECTRIC` - Photoelectric heating (various models)\n", "- `settings.PHOTODISSOCIATION` - Photodissociation heating\n", "- `settings.TURBULENT` - Turbulent heating\n", "\n", "**Cooling:**\n", "- `settings.CO_LINE_COOLING` - CO line cooling\n", "- `settings.H2_COLLISIONALLY_INDUCED` - H₂ collisionally induced emission\n", "- `settings.ATOMIC_LINE_COOLING` - Atomic fine structure cooling\n", "- `settings.DUST_CONTINUUM` - Dust continuum cooling\n", "\n", "### When to Use This:\n", "\n", "- **Physical insight**: Understand which processes drive thermal evolution\n", "- **Sensitivity analysis**: Test model dependence on individual mechanisms\n", "- **Simplified models**: Disable processes not relevant to your environment\n", "- **Debugging**: Isolate problematic heating/cooling processes\n", "\n", "### Next Steps:\n", "\n", "- Try different physical conditions (density, Av, radiation field)\n", "- Experiment with disabling different combinations of mechanisms\n", "- Compare to observations to validate dominant processes\n", "- See [5_heating_and_cooling.ipynb](5_heating_and_cooling.ipynb) for basic heating/cooling usage" ] } ], "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": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 5 }