{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "17002a37",
   "metadata": {},
   "source": [
    "# Tutorial 1: running a model\n",
    "\n",
    "This is the first of a series of short tutorials, each showing one thing:\n",
    "\n",
    "1. Running a model (this notebook)\n",
    "2. [Finned-tube models](tutorial_2_finned_tube_models.ipynb)\n",
    "3. [Packed-bed models](tutorial_3_packed_bed_models.ipynb)\n",
    "4. [Changing parameter values](tutorial_4_parameter_values.ipynb)\n",
    "5. [Plotting](tutorial_5_plotting.ipynb)\n",
    "6. [Experiments](tutorial_6_experiments.ipynb)\n",
    "\n",
    "PyTES models are [PyBaMM](https://pybamm.org) models, so if you know PyBaMM you already\n",
    "know most of what follows. If you do not, nothing here assumes it.\n",
    "\n",
    "Running a model takes three lines: choose a model, wrap it in a `pybamm.Simulation`, and\n",
    "solve it for a time span in seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c7147284",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:04:46.114746Z",
     "iopub.status.busy": "2026-11-01T10:04:46.114365Z",
     "iopub.status.idle": "2026-11-01T10:04:58.656136Z",
     "shell.execute_reply": "2026-11-01T10:04:58.646633Z"
    }
   },
   "outputs": [],
   "source": [
    "import pybamm\n",
    "\n",
    "import pytes\n",
    "\n",
    "model = pytes.SharpFrontModel()\n",
    "simulation = pybamm.Simulation(model)\n",
    "solution = simulation.solve([0, 3600])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "183cb965",
   "metadata": {},
   "source": [
    "`SharpFrontModel` is a heat battery made of a block of phase-change material (PCM) with\n",
    "aluminium fins, crossed by a tube carrying water (more on this in the [next notebook](tutorial_2_finned_tube_models.ipynb)). Every model comes with default parameter\n",
    "values, a mesh and a solver, so it runs as it is. For this model the defaults are a\n",
    "discharge: the battery starts fully charged, uniform at 70 °C, and water enters at 10 °C\n",
    "and 0.02 kg/s for one hour.\n",
    "\n",
    "`simulation.plot()` opens an interactive plot of the main outputs, with a slider for time.\n",
    "Positions are shown in metres with `spatial_unit=\"m\"` (PyBaMM's default is micrometres,\n",
    "which suits battery electrodes):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a7843b27",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:04:58.658394Z",
     "iopub.status.busy": "2026-11-01T10:04:58.657856Z",
     "iopub.status.idle": "2026-11-01T10:05:03.143880Z",
     "shell.execute_reply": "2026-11-01T10:05:03.141493Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "981e0fce3e424d03a808c08cbaee6b97",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='t', max=1.0, step=0.01), Output()), _dom_classes=('w…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simulation.plot(spatial_unit=\"m\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2b69194",
   "metadata": {},
   "source": [
    "The outlet starts at 70 °C, then levels off while the PCM solidifies and releases its\n",
    "latent heat, and finally falls towards the inlet temperature once the PCM has solidified.\n",
    "\n",
    "## Outputs\n",
    "\n",
    "The solution holds every output of the model, by name. Each name ends with its units, and\n",
    "temperatures, powers, energies and times come in several units: `\"Outlet temperature [K]\"`\n",
    "and `\"Outlet temperature [degC]\"`, `\"Power [W]\"` and `\"Power [kW]\"`, `\"Time [s]\"`,\n",
    "`\"Time [min]\"` and `\"Time [h]\"`. `.entries` gives the values at the solution times, and\n",
    "calling an output gives its value at any time in seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "88ed60ee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:05:03.151822Z",
     "iopub.status.busy": "2026-11-01T10:05:03.151611Z",
     "iopub.status.idle": "2026-11-01T10:05:03.157517Z",
     "shell.execute_reply": "2026-11-01T10:05:03.156215Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "final outlet temperature: 12.9 degC\n",
      "outlet temperature after 30 min: 43.7 degC\n",
      "energy delivered: 2.42 kWh\n"
     ]
    }
   ],
   "source": [
    "outlet = solution[\"Outlet temperature [degC]\"]\n",
    "print(f\"final outlet temperature: {outlet.entries[-1]:.1f} degC\")\n",
    "print(f\"outlet temperature after 30 min: {outlet(1800):.1f} degC\")\n",
    "print(f\"energy delivered: {solution['Discharged energy [kWh]'].entries[-1]:.2f} kWh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00599876",
   "metadata": {},
   "source": [
    "To find an output, search the model's variables:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9fb3c1a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:05:03.160915Z",
     "iopub.status.busy": "2026-11-01T10:05:03.160215Z",
     "iopub.status.idle": "2026-11-01T10:05:03.166590Z",
     "shell.execute_reply": "2026-11-01T10:05:03.165185Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for 'energy': ['Heat transfer fluid thermal energy [J]', 'Phase-change material thermal energy [J]', 'Discharged energy [J]', 'Charged energy [J]', 'Storage thermal energy [J]', 'Total thermal energy [J]', 'Heat transfer fluid thermal energy [kWh]', 'Phase-change material thermal energy [kWh]', 'Discharged energy [kWh]', 'Charged energy [kWh]', 'Storage thermal energy [kWh]', 'Total thermal energy [kWh]']\n"
     ]
    }
   ],
   "source": [
    "model.variables.search(\"energy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "096dbb0a",
   "metadata": {},
   "source": [
    "## Another model, the same code\n",
    "\n",
    "Every PyTES model is used the same way and has the same outputs, whatever its geometry.\n",
    "Here is a packed bed of spherical PCM capsules, whose default is a charge: the bed starts at\n",
    "32 °C and water enters at 70 °C. Power is positive on discharge, so it is negative here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a7534d85",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:05:03.168825Z",
     "iopub.status.busy": "2026-11-01T10:05:03.168567Z",
     "iopub.status.idle": "2026-11-01T10:05:07.378417Z",
     "shell.execute_reply": "2026-11-01T10:05:07.376753Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9a6e56800fc34459a21015eceab83504",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='t', max=1.0, step=0.01), Output()), _dom_classes=('w…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bed = pybamm.Simulation(pytes.PackedBedModel())\n",
    "bed_solution = bed.solve([0, 3600])\n",
    "bed.plot(spatial_unit=\"m\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1296e8c1",
   "metadata": {},
   "source": [
    "The next two tutorials look at these two families of models in more detail: [finned tubes](tutorial_2_finned_tube_models.ipynb) and [packed beds](tutorial_3_packed_bed_models.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39328f9e",
   "metadata": {},
   "source": [
    "Next: [Tutorial 2: finned-tube models](tutorial_2_finned_tube_models.ipynb)."
   ]
  }
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",
          "text/plain": "<Figure size 800x700 with 4 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "5fac6606290b48c4bfe4059b11053f4b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "SliderStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "description_width": "",
       "handle_color": null
      }
     },
     "733962e2020149e0a4b2f1c0e124d4df": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "SliderStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "description_width": "",
       "handle_color": null
      }
     },
     "73be3b67738d43fc914446b33d3b66dc": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_bf00e5bdce7540459ed71aeec6ff7ec5",
       "msg_id": "",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 800x700 with 4 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "785d468d83114107ba002c683f78c05f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
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