{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": "# Guide to model building and running with SPyice for heat-salt transport with radiation" }, { "cell_type": "markdown", "metadata": {}, "source": [ "Demonstrates a simple example for a freezing sea ice model with **gravity drainage and radiation** along with other 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", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Import Packages" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:00:55.443424400Z", "start_time": "2026-03-11T14:00:54.534532100Z" } }, "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": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define Inputs and Project Output paths" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:00:55.463975600Z", "start_time": "2026-03-11T14:00:55.444417600Z" } }, "source": [ "# creates a OmegaConf object from a dictionary for fast testing only for parameters: constants, dt, S_IC, iter_max, dz\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\": False, \"is_salinity_equation\": True, \"is_radiation_equation\": True, \"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", "base_dir = Path.cwd()\n", "output_base_dir = Path(base_dir, \"../output\")\n", "# Current date-time string\n", "timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n", "output_base_dir = Path(output_base_dir, timestamp)\n", "wo_hydra_dir = Path(output_base_dir, \"without_hydra\")\n", "out_dir_final = create_output_directory(wo_hydra_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": "2026-03-11T14:00:55.492904Z", "start_time": "2026-03-11T14:00:55.465992100Z" } }, "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)\n" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:00:55.508262500Z", "start_time": "2026-03-11T14:00:55.496876600Z" } }, "source": [ "# choose the diffusion only equation for heat diffusion without the influence of salinity and radiation due to sunlight\n", "userinput_data.is_diffusiononly_equation = False\n", "userinput_data.is_salinity_equation = True\n", "userinput_data.is_radiation_equation = True" ], "outputs": [], "execution_count": 4 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:00:55.526650900Z", "start_time": "2026-03-11T14:00:55.510259900Z" } }, "cell_type": "code", "source": [ "# change dz, dt and time iterations\n", "# simulation time = dt * (time iterations)\n", "userinput_data.grid_resolution_dz = 0.01\n", "userinput_data.grid_timestep_dt = 47\n", "userinput_data.max_iterations = 1500" ], "outputs": [], "execution_count": 5 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:00:55.557013700Z", "start_time": "2026-03-11T14:00:55.529661700Z" } }, "cell_type": "code", "source": [ "# update preprocess data class with new userinput 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": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run model" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:01:09.963359700Z", "start_time": "2026-03-11T14:00:55.561011200Z" } }, "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": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 7 }, { "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": "2026-03-11T14:01:10.031888700Z", "start_time": "2026-03-11T14:01:10.000867500Z" } }, "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": 8 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:01:11.350160300Z", "start_time": "2026-03-11T14:01:10.033882300Z" } }, "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_radiation_all(\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(\"Radiation\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Temperature heatmap...\n", "Plotting Salinity heatmap...\n", "Plotting radiation ice and algae heatmap...\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-11T14:01:12.272621800Z", "start_time": "2026-03-11T14:01:11.369373900Z" } }, "cell_type": "code", "source": [ "fig, axes = plt.subplots(1, 3, figsize=(11, 5), sharey=True)\n", "\n", "model_visualization_object.plot_radiation_profile(\n", " ax=axes[0],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "model_visualization_object.plot_brinevelocity_profile(\n", " ax=axes[1],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "model_visualization_object.plot_salinity_sourceterm_profile(\n", " ax=axes[2],\n", " savefig=False,\n", " show=False,\n", " fig=fig\n", ")\n", "\n", "axes[0].set_title(\"Radiation\")\n", "axes[1].set_title(\"Brine velocity\")\n", "axes[2].set_title(\"Salinity source\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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