{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Handling 2D Mesh (Unstructured Grid) Data\n",
        "\n",
        "Although `psiclone` does not directly support loading mesh (unstructured\n",
        "grid) data, it is still possible to perform computations on arbitrary\n",
        "unstructured meshes by directly constructing a `Geometry` object.\n",
        "Specifically, one can add nodes and edges to a `Geometry` object and\n",
        "then use it as input to `Psi2tree`. Below we describe the complete\n",
        "workflow."
      ],
      "id": "edb828b7-c1b9-4725-8c99-cd6179c77886"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import numpy\n",
        "\n",
        "from psiclone.data import Geometry, GrayscaleImage\n",
        "from psiclone.visualization import draw_geometry"
      ],
      "id": "a76b36bd"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "First, let us convert a `GrayscaleImage` into a `Geometry` object and\n",
        "examine what kind of data structure this object holds."
      ],
      "id": "9c1287b5-2b54-4fcf-8540-002a682b34ef"
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "[Point(id=np.int64(0), level=np.int64(0), x=np.int64(0), y=np.int64(0), geotype=np.int64(1), order=np.float64(-2.498091544796509)),\n",
              " Point(id=np.int64(1), level=np.int64(1), x=np.int64(1), y=np.int64(0), geotype=np.int64(1), order=np.float64(-2.1587989303424644)),\n",
              " Point(id=np.int64(2), level=np.int64(2), x=np.int64(2), y=np.int64(0), geotype=np.int64(1), order=np.float64(-1.5707963267948966)),\n",
              " Point(id=np.int64(3), level=np.int64(3), x=np.int64(3), y=np.int64(0), geotype=np.int64(1), order=np.float64(-0.982793723247329)),\n",
              " Point(id=np.int64(4), level=np.int64(4), x=np.int64(0), y=np.int64(1), geotype=np.int64(1), order=np.float64(-2.896613990462929)),\n",
              " Point(id=np.int64(5), level=np.int64(5), x=np.int64(1), y=np.int64(1), geotype=np.int64(0), order=np.float64(nan)),\n",
              " Point(id=np.int64(6), level=np.int64(6), x=np.int64(2), y=np.int64(1), geotype=np.int64(0), order=np.float64(nan)),\n",
              " Point(id=np.int64(7), level=np.int64(7), x=np.int64(3), y=np.int64(1), geotype=np.int64(1), order=np.float64(-0.4636476090008061)),\n",
              " Point(id=np.int64(8), level=np.int64(8), x=np.int64(0), y=np.int64(2), geotype=np.int64(1), order=np.float64(2.896613990462929)),\n",
              " Point(id=np.int64(9), level=np.int64(9), x=np.int64(1), y=np.int64(2), geotype=np.int64(1), order=np.float64(2.677945044588987)),\n",
              " Point(id=np.int64(10), level=np.int64(10), x=np.int64(2), y=np.int64(2), geotype=np.int64(1), order=np.float64(1.5707963267948966)),\n",
              " Point(id=np.int64(11), level=np.int64(11), x=np.int64(3), y=np.int64(2), geotype=np.int64(1), order=np.float64(0.4636476090008061))]"
            ]
          }
        }
      ],
      "source": [
        "img = GrayscaleImage(numpy.arange(12).reshape((3, 4)))\n",
        "geom = img.to_geometry()\n",
        "geom.nodes"
      ],
      "id": "a67e50e3"
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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wZe/OgBDwUqvQzs8Hu0+WOC1jz8kSpEWFAgAMOg0UkoQ7Ujsiq8vf3xAkBSStFoab/gmF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\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "draw_geometry(geom)"
      ],
      "id": "ad260540"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "As shown above, a `GrayscaleImage` object (or the `Geometry` object\n",
        "obtained by converting the `GrayscaleImage`) is composed of a grid graph\n",
        "based on the von Neumann neighborhood (four-directional connectivity).\n",
        "Here, let us add “diagonal” edges to this graph."
      ],
      "id": "8ef1a90a-8390-46a4-8dbc-a46b933a82ed"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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023WAbj9HKBvQxcWfGplMhq+++goRERGIjIxEhw4dAACqDeqj4+FNyH7yHIm7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\nIuI5BQ4RERHx3P8BDlkODmLkkx8AAAAASUVORK5CYII=\n"
          }
        }
      ],
      "source": [
        "for i in range(2):\n",
        "    for j in range(3):\n",
        "        idx = 4 * i + j\n",
        "        geom.add_edge(geom.nodes[idx], geom.nodes[idx + 5])\n",
        "\n",
        "draw_geometry(geom, edge_color=\"k\")"
      ],
      "id": "43dc7dc8"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "In this way, we have constructed a triangular mesh. The COT\n",
        "representation algorithm in `psiclone` is based on scalar values defined\n",
        "on a graph and on the adjacency structure of that graph. Therefore, even\n",
        "if scalar data are defined on the same spatial coordinates, the\n",
        "computation results may vary based on the graph’s adjacency structure.\n",
        "\n",
        "In addition, since `Geometry` is simply graph-structured data, it does\n",
        "not have to consist of triangles only, as shown in the following\n",
        "example."
      ],
      "id": "b458a359-9103-4b21-bfa3-5c61bdb1d6fe"
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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AKLRsDR67V1ClHT16FGfPncPly5fxc8+e+BRyBe8OnUHSzfvIfPmmoB1PXhbq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\nQwghhBBO9/+lDTGAADPeQQAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "from psiclone.data import Geotype\n",
        "\n",
        "ex_node = geom.add_node(id=12, x=4.5, y=1, level=-1, geotype=Geotype.EXTERIOR)\n",
        "geom.add_edge(ex_node, geom.nodes[3])\n",
        "geom.add_edge(ex_node, geom.nodes[11])\n",
        "draw_geometry(geom, edge_color=\"k\")"
      ],
      "id": "49f71dde"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Let us now look at a more practical example of computing a COT\n",
        "representation from mesh data. Here, we define data on a Delaunay\n",
        "triangulation using `scipy.spatial.Delaunay`. For details on\n",
        "`Delaunay()`, please refer to the [SciPy\n",
        "documentation](https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.Delaunay.html)."
      ],
      "id": "bbf6a401-5c2f-4c48-a1a5-7d7e0a74c86e"
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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H2IiriKBNEHOpiPu/PUpBmZKJQW58ed9AzEzEy7M1sLc0Zf1DoUwKdqewXMn9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VJNuY+XA2/P68+R5VN4dkYQXZ2sScgt5ZW/zjDqrZ288Xd0u3knkpxXypM/hzPjg31s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\nuE5ezbmcknpvlGwsLehfnSxc1drt52ojvs8dFCF0OimLRgfw0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2OpDOnmyvwhV+fwT51e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\n//uikIMj9r7AAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from scipy.spatial import Delaunay\n",
        "\n",
        "# Generate Delaunay triangulation from random points\n",
        "num_points = 20\n",
        "points = numpy.random.rand(num_points, 2)\n",
        "tri = Delaunay(points)\n",
        "\n",
        "plt.triplot(points[:, 0], points[:, 1], tri.simplices)\n",
        "plt.plot(points[:, 0], points[:, 1], \"o\")\n",
        "plt.show()"
      ],
      "id": "9cefedb7"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Using the randomly generated point set `points`, we generated a Delaunay\n",
        "triangulation with the `scipy.spatial.Delaunay()` function. The result\n",
        "is stored in the object `tri`. The triangle (simplex) data are stored in\n",
        "`tri.simplices`, where each `simplex` is a triplet of node indices.\n",
        "Based on this information, we add nodes and edges to an empty `Geometry`\n",
        "object.\n",
        "\n",
        "Each node in `Geometry` requires some additional information. The\n",
        "`geotype` attribute should be set to `Geotype.INTERIOR` for interior\n",
        "nodes of the input domain, and to `Geotype.EXTERIOR` for boundary\n",
        "(external) nodes. Depending on the boundary conditions of the data, the\n",
        "`order` attribute may also be required. Furthermore, if the input domain\n",
        "is not simply connected but multiply connected, additional values must\n",
        "be assigned to the `geotype` attribute (see [Analyzing bounded flows\n",
        "using\n",
        "`psiclone.util.mcdomain`](./util.qmd#psiclone.util.mcdomain-を用いて有界流れを解析する場合)\n",
        "for details). In this example, we set only the `geotype` attribute based\n",
        "on `tri.convex_hull`."
      ],
      "id": "47070fb3-2704-4b63-825a-d83cf0949c6c"
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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9LFq0COHh4cjNzUX79u2xZs0a2NjYVNjPmzdvcO/ePezcubNE+ZAhQ+Dt7Y2L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NZk2pJCgoqMHM6pjNZg4fPqwpi+zbt4+qqio8PT2JiIjQ9F34+fk1mLELISRwiMuYOXMmK1as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\n/wGbXSB/N2lXzwAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "mesh = Geometry()\n",
        "\n",
        "\n",
        "def f(x, y):\n",
        "    return x**2 + numpy.cos(8 * y)\n",
        "\n",
        "\n",
        "boundary_indices = set(numpy.unique(tri.convex_hull))\n",
        "\n",
        "for i, (x, y) in enumerate(tri.points):\n",
        "    geotype = Geotype.EXTERIOR if i in boundary_indices else Geotype.INTERIOR\n",
        "    mesh.add_node(id=i, x=x, y=y, level=f(x, y), geotype=geotype)\n",
        "\n",
        "has_edge = numpy.zeros((num_points, num_points), dtype=\"bool\")\n",
        "for simplex in tri.simplices:\n",
        "    for a, b in zip(simplex, numpy.roll(simplex, 1), strict=False):\n",
        "        if has_edge[a, b]:\n",
        "            continue\n",
        "        mesh.add_edge(mesh.nodes[a], mesh.nodes[b])\n",
        "        has_edge[a, b] = has_edge[b, a] = True\n",
        "\n",
        "draw_geometry(mesh, edge_color=\"k\")"
      ],
      "id": "156f1d45"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "This completes the setup of the input domain data. The remaining step is\n",
        "to process this input data using `Psi2tree`."
      ],
      "id": "1c73f384-26f0-41c7-999f-827616aef258"
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/plain": [
              "'a0(L~)'"
            ]
          }
        }
      ],
      "source": [
        "from psiclone.cot import to_str\n",
        "from psiclone.psi2tree import Psi2tree\n",
        "\n",
        "psi2tree = Psi2tree(geom, threshold=0.0)\n",
        "psi2tree.compute()\n",
        "psi2tree.get_tree().convert(to_str)"
      ],
      "id": "df893fda"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "The data has now been successfully converted into a COT representation."
      ],
      "id": "27de1c60-fcb9-4605-8fed-ae24edcd7781"
    }
  ],
  "nbformat": 4,
  "nbformat_minor": 5,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "path": "/opt/build/repo/.venv/share/jupyter/kernels/python3"
    },
    "language_info": {
      "name": "python",
      "codemirror_mode": {
        "name": "ipython",
        "version": "3"
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.3"
    }
  }
}