{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": "# Model building and running with SPyice for heat-salt transport system" }, { "metadata": {}, "cell_type": "markdown", "source": "## Example 1: Demo to activate salt process model with heat model" }, { "metadata": {}, "cell_type": "markdown", "source": "Demonstrates a simple example for a freezing sea ice model **heat-salt transport setup** with default settings of initial conditions of 265K at the top boundary and Salinity of 34ppt choosing constant fixed Dirichlet boundary conditions. For the one phase distinct interface system where sea water is at melt temperature of 271.25K.\n" }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Import Packages" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:24.875126900Z", "start_time": "2026-03-11T13:33:23.974738800Z" } }, "source": [ "from pathlib import Path\n", "from datetime import datetime\n", "import matplotlib.pyplot as plt\n", "from omegaconf import OmegaConf\n", "\n", "from spyice.utils import create_output_directory\n", "from spyice.postprocess import Analysis, VisualiseModel\n", "from spyice.utils import ConfigSort\n", "from spyice.models import SeaIceModel\n", "from spyice.preprocess import PreProcess" ], "outputs": [], "execution_count": 1 }, { "metadata": {}, "cell_type": "markdown", "source": "#### Define Inputs and Project Output paths" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:24.891759700Z", "start_time": "2026-03-11T13:33:24.877278200Z" } }, "cell_type": "code", "source": [ "# creates a OmegaConf object from a dictionary for fast testing only for parameters: constants, dt, S_IC, iter_max, dz\n", "# make sure to change userinput_data data class values if any parameters in constants_dict is changed!\n", "constants_dict = {\n", " \"constants\": {\"constants\": \"real\"},\n", " \"dt\": {\"dt\": 47},\n", " \"iter_max\": {\"iter_max\": 1500},\n", " \"dz\": {\"dz\": 0.01},\n", " \"model\": {\"is_diffusiononly_equation\": True, \"is_salinity_equation\": False, \"is_radiation_equation\": False, \"is_algae_equation\": False, \"algae_model_BAL_type\": \"all\"},\n", " \"ICBC\": {\"S_IC\": 'S_34', \"T_BC\": 265.0}\n", "}\n", "config_raw = OmegaConf.create(constants_dict)\n", "config = ConfigSort.getconfig_dataclass(config_raw, config_type=\"jupyter\")\n", "\n", "# choose your output directory\n", "output_base_dir = Path(\"../example/output/without_hydra\")\n", "timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n", "output_base_dir = Path(output_base_dir, timestamp)\n", "out_dir_final = create_output_directory(output_base_dir, \"S\", \"2\", \"0.01\", \"47\", \"1500\",\"example\")" ], "outputs": [], "execution_count": 2 }, { "cell_type": "markdown", "metadata": {}, "source": "#### Preprocessing" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:24.951009200Z", "start_time": "2026-03-11T13:33:24.899759400Z" } }, "source": [ "# preprocess the data\n", "preprocess_data, userinput_data = PreProcess.get_variables(config_raw, out_dir_final)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preprocessing...\n", "User Configuration Data Setup Complete...\n", "Geometry Data Setup Complete...\n", "Results Data Setup Complete...\n", "Time step set to: 47s\n", "Applied Initial & Boundary Conditions...\n", "Preprocessing done.\n" ] } ], "execution_count": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model settings\n", "\n", "for more info on all the model parameters have a look at the documentation: [userinput](https://starry-phoenix.github.io/spyice-thesis/build/html/api/spyice.parameters.user_input.html)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:24.972447800Z", "start_time": "2026-03-11T13:33:24.952014700Z" } }, "source": [ "# choose the diffusion only equation for heat diffusion without the influence of salinity and physical properties\n", "userinput_data.is_diffusiononly_equation = False\n", "userinput_data.is_salinity_equation = True" ], "outputs": [], "execution_count": 4 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:24.989989200Z", "start_time": "2026-03-11T13:33:24.972447800Z" } }, "cell_type": "code", "source": "preprocess_data = PreProcess.update_preprocess_dataclass(preprocess_data, userinput_data)", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time step set to: 47s\n", "Updated Initial & Boundary Conditions...\n" ] } ], "execution_count": 5 }, { "cell_type": "markdown", "metadata": {}, "source": "#### Run model" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:40.239226600Z", "start_time": "2026-03-11T13:33:24.999886700Z" } }, "source": [ "# run the model\n", "results_data = SeaIceModel.get_results(preprocess_data, userinput_data)\n", "analysis_data = Analysis.get_error_results(\n", " t_k_diff=results_data.t_k_diff,\n", " t_stefan_diff=results_data.t_stefan_diff,\n", " residual=results_data.residual_voller_all,\n", " temperature_mushy=results_data.t_k_iter_all,\n", " phi_mushy=results_data.all_phi_iter_all,\n", " salinity_mushy=results_data.s_k_iter_all,\n", " output_dir=out_dir_final,\n", " )" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running model...\n", "Model run complete and Ready for Analysis.\n", "Running error analysis...\n", "Calculating errors...\n", "Residuals exported successfully.\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualization of Model:\n", "for more info on other visualization options look at: [visualize model](https://starry-phoenix.github.io/spyice-thesis/build/html/api/spyice.postprocess.visualise_model.html)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:40.309486500Z", "start_time": "2026-03-11T13:33:40.278145300Z" } }, "source": [ "model_visualization_object = VisualiseModel(\n", " user_input_dataclass=userinput_data,\n", " results_dataclass=results_data,\n", " error_analysis_dataclass=analysis_data,\n", ")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Visualisation object created...\n" ] } ], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.603648300Z", "start_time": "2026-03-11T13:33:40.309486500Z" } }, "cell_type": "code", "source": [ "fig, axes = plt.subplots(1, 3, figsize=(11, 5), sharey=True)\n", "\n", "model_visualization_object.plot_temperature_heatmap(\n", " ax=axes[0],\n", " savefig=False,\n", " export_csv=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "model_visualization_object.plot_salinity_heatmap(\n", " ax=axes[1],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "model_visualization_object.plot_liquidfraction_heatmap(\n", " ax=axes[2],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "axes[0].set_title(\"Temperature\")\n", "axes[1].set_title(\"Salinity\")\n", "axes[2].set_title(\"Liquid Fraction\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 }, { "metadata": {}, "cell_type": "markdown", "source": "## Example 2: Demo to change temperature boundary conditions and salt initial conditions in heat-solute transport simulation" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-10T15:35:22.058410300Z", "start_time": "2026-03-10T15:35:22.025024700Z" } }, "cell_type": "markdown", "source": "Demonstrates a simple example for a freezing sea ice model heat-salt transport setup with different **boundary settings 250K at the top boundary and Salinity of 100ppt** choosing constant fixed Dirichlet boundary conditions. For the one phase distinct interface system where sea water is at melt temperature of 271.25K.\n" }, { "metadata": {}, "cell_type": "markdown", "source": "#### Import Packages" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.627576600Z", "start_time": "2026-03-11T13:33:41.615500Z" } }, "cell_type": "code", "source": [ "import os\n", "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "\n", "%matplotlib inline\n", "from omegaconf import OmegaConf\n", "\n", "from spyice.utils import create_output_directory\n", "from spyice.postprocess import Analysis, VisualiseModel\n", "from spyice.utils import ConfigSort\n", "from spyice.models import SeaIceModel\n", "from spyice.preprocess import PreProcess" ], "outputs": [], "execution_count": 9 }, { "metadata": {}, "cell_type": "markdown", "source": "#### Define Inputs and Project Output paths" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.644278600Z", "start_time": "2026-03-11T13:33:41.631577800Z" } }, "cell_type": "code", "source": [ "# creates a OmegaConf object from a dictionary for fast testing only for parameters: constants, dt, S_IC, iter_max, dz\n", "# make sure to change userinput_data data class values if any parameters in constants_dict is changed!\n", "constants_dict = {\n", " \"constants\": {\"constants\": \"real\"},\n", " \"dt\": {\"dt\": 47},\n", " \"iter_max\": {\"iter_max\": 1500},\n", " \"dz\": {\"dz\": 0.1},\n", " \"model\": {\"is_diffusiononly_equation\": True, \"is_salinity_equation\": False, \"is_radiation_equation\": False, \"is_algae_equation\": False, \"algae_model_BAL_type\": \"all\"},\n", " \"ICBC\": {\"S_IC\": 'S_34', \"T_BC\": 265.0}\n", "}\n", "config_raw = OmegaConf.create(constants_dict)\n", "config = ConfigSort.getconfig_dataclass(config_raw, config_type=\"jupyter\")\n", "\n", "# choose your output directory\n", "output_base_dir = Path(\"../example/output/without_hydra\")\n", "timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n", "output_base_dir = Path(output_base_dir, timestamp)\n", "out_dir_final = create_output_directory(output_base_dir, \"S\", \"2\", \"0.01\", \"47\", \"1500\",\"example\")" ], "outputs": [], "execution_count": 10 }, { "metadata": {}, "cell_type": "markdown", "source": "#### Preprocessing" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.662204700Z", "start_time": "2026-03-11T13:33:41.646324700Z" } }, "cell_type": "code", "source": [ "# preprocess the data\n", "preprocess_data, userinput_data = PreProcess.get_variables(config_raw, out_dir_final)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preprocessing...\n", "User Configuration Data Setup Complete...\n", "Geometry Data Setup Complete...\n", "Results Data Setup Complete...\n", "Time step set to: 47s\n", "Applied Initial & Boundary Conditions...\n", "Preprocessing done.\n" ] } ], "execution_count": 11 }, { "metadata": {}, "cell_type": "markdown", "source": [ "#### Model settings\n", "\n", "for more info on all the model parameters have a look at the documentation: [userinput](\n", " https://starry-phoenix.github.io/spyice-thesis/build/html/api/spyice.parameters.user_input.html)" ] }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.681472600Z", "start_time": "2026-03-11T13:33:41.670370200Z" } }, "cell_type": "code", "source": [ "# Choose the diffusion only equation for heat diffusion without the influence of salinity and physical properties\n", "userinput_data.is_diffusiononly_equation = False\n", "userinput_data.is_salinity_equation = True" ], "outputs": [], "execution_count": 12 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.694826600Z", "start_time": "2026-03-11T13:33:41.683499Z" } }, "cell_type": "code", "source": [ "# Top surface boundary temperature of sea ice in K\n", "userinput_data.boundary_top_temperature = 250.0" ], "outputs": [], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.708683900Z", "start_time": "2026-03-11T13:33:41.698821300Z" } }, "cell_type": "code", "source": [ "# Salinity as SX with X being the initial value\n", "# Initial salinity of ocean can be changed as follows:\n", "userinput_data.initial_salinity = \"S100\"" ], "outputs": [], "execution_count": 14 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:41.742490100Z", "start_time": "2026-03-11T13:33:41.714756600Z" } }, "cell_type": "code", "source": [ "# Update preprocess data class with new data\n", "preprocess_data = PreProcess.update_preprocess_dataclass(preprocess_data, userinput_data)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time step set to: 47s\n", "Updated Initial & Boundary Conditions...\n" ] } ], "execution_count": 15 }, { "metadata": {}, "cell_type": "markdown", "source": "#### Run model" }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:47.239819500Z", "start_time": "2026-03-11T13:33:41.743499600Z" } }, "cell_type": "code", "source": [ "# run the model\n", "results_data = SeaIceModel.get_results(preprocess_data, userinput_data)\n", "analysis_data = Analysis.get_error_results(\n", " t_k_diff=results_data.t_k_diff,\n", " t_stefan_diff=results_data.t_stefan_diff,\n", " residual=results_data.residual_voller_all,\n", " temperature_mushy=results_data.t_k_iter_all,\n", " phi_mushy=results_data.all_phi_iter_all,\n", " salinity_mushy=results_data.s_k_iter_all,\n", " output_dir=out_dir_final,\n", ")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running model...\n", "Model run complete and Ready for Analysis.\n", "Running error analysis...\n", "Calculating errors...\n", "Residuals exported successfully.\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 16 }, { "metadata": {}, "cell_type": "markdown", "source": [ "#### Visualization of Model:\n", "for more info on other visualization options look at: [visualize model](https://starry-phoenix.github.io/spyice-thesis/build/html/api/spyice.postprocess.visualise_model.html)" ] }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:47.319877800Z", "start_time": "2026-03-11T13:33:47.267384800Z" } }, "cell_type": "code", "source": [ "model_visualization_object = VisualiseModel(\n", " user_input_dataclass=userinput_data,\n", " results_dataclass=results_data,\n", " error_analysis_dataclass=analysis_data,\n", ")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Visualisation object created...\n" ] } ], "execution_count": 17 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T13:33:48.569866400Z", "start_time": "2026-03-11T13:33:47.320877100Z" } }, "cell_type": "code", "source": [ "fig, axes = plt.subplots(1, 3, figsize=(11, 5), sharey=True)\n", "\n", "model_visualization_object.plot_temperature_heatmap(\n", " ax=axes[0],\n", " savefig=False,\n", " export_csv=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "model_visualization_object.plot_salinity_heatmap(\n", " ax=axes[1],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "model_visualization_object.plot_liquidfraction_heatmap(\n", " ax=axes[2],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "axes[0].set_title(\"Temperature\")\n", "axes[1].set_title(\"Salinity\")\n", "axes[2].set_title(\"Liquid Fraction\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 18 } ], "metadata": { "kernelspec": { "display_name": "spyice (3.12.10)", "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 2 }