{"id":2602,"date":"2025-11-03T15:08:43","date_gmt":"2025-11-03T06:08:43","guid":{"rendered":"https:\/\/y42u.net\/tec001\/?p=2602"},"modified":"2026-06-20T10:48:45","modified_gmt":"2026-06-20T01:48:45","slug":"%e5%9b%bd%e5%9c%9f%e5%9c%b0%e7%90%86%e9%99%a2patchjgd%e7%9b%b8%e5%bd%93%e3%81%ae%e5%9c%b0%e6%ae%bb%e5%a4%89%e5%8b%95%e8%a3%9c%e6%ad%a3jgd2011%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b2","status":"publish","type":"post","link":"https:\/\/y42u.net\/tec001\/2025\/11\/03\/%e5%9b%bd%e5%9c%9f%e5%9c%b0%e7%90%86%e9%99%a2patchjgd%e7%9b%b8%e5%bd%93%e3%81%ae%e5%9c%b0%e6%ae%bb%e5%a4%89%e5%8b%95%e8%a3%9c%e6%ad%a3jgd2011%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b2\/","title":{"rendered":"\u56fd\u571f\u5730\u7406\u9662PatchJGD\u76f8\u5f53\u306e\u5730\u6bbb\u5909\u52d5\u88dc\u6b63\u3092\u5b9f\u88c5\u3059\u308b(2)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u524d\u56de\u30de\u30fc\u30b8\u3057\u3066\u4f5c\u6210\u3057\u305f\u65e5\u672c\u5168\u4f53\u306b\u5bfe\u3059\u308b\u5730\u6bbb\u5909\u52d5\u88dc\u6b63\u30d1\u30e9\u30e1\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u304c\u6b63\u3057\u3044\u306e\u304b\uff08\uff1f\uff09\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u5909\u52d5\u91cf\u3092\u753b\u50cf\u8868\u793a\u3057\u3066\u307f\u307e\u3059\uff1d\u5b9f\u969b\u306b\u306f\u88dc\u6b63\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u5e02\u753a\u6751\u306b\u3088\u308a<strong>\u9069\u7528\u7bc4\u56f2<\/strong>\u304c\u3042\u308b\u306e\u3067<strong>\u53c2\u8003\u7a0b\u5ea6<\/strong>\u306b\u898b\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"1024\" height=\"875\" src=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C875&#038;ssl=1\" alt=\"\" class=\"wp-image-2604 size-full\" srcset=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C875&amp;ssl=1 1024w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=300%2C256&amp;ssl=1 300w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=40%2C34&amp;ssl=1 40w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=768%2C656&amp;ssl=1 768w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1536%2C1312&amp;ssl=1 1536w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?w=1714&amp;ssl=1 1714w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">2003\u5e74\u304b\u30892024\u5e74\u307e\u3067\u306e\u5730\u9707\u306b\u3088\u308b\u5730\u6bbb\u5909\u52d5\u91cf\u3092\u53ef\u8996\u5316\u3057\u305f\u7d50\u679c\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\uff11 \u88dc\u6b63\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u53ef\u8996\u5316\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">217,891\u30e1\u30c3\u30b7\u30e5\u306e\u88dc\u6b63\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308bPython\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u8868\u793a\uff08\u7def\u5ea6\u30fb\u7d4c\u5ea6\u30fb\u7dcf\u79fb\u52d5\u91cf\uff09<\/li>\n\n\n\n<li>\u79fb\u52d5\u30d9\u30af\u30c8\u30eb\u56f3<\/li>\n\n\n\n<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u5916\u63a5\u7dda\u8868\u793a<\/li>\n\n\n\n<li>\u30bc\u30ed\u5024\u306e\u7279\u5225\u8868\u793a\uff08\u9ed2\u8272\uff09<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>#!\/usr\/bin\/env python3\n# -*- coding: utf-8 -*-\n\"\"\"\nJGD2011X\u88dc\u6b63\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u53ef\u8996\u5316\u30b9\u30af\u30ea\u30d7\u30c8\n\"\"\"\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom scipy.spatial import ConvexHull\nfrom sklearn.cluster import DBSCAN\n\n# \u8a2d\u5b9a\nINPUT_FILE = \"merged_cumulative.par\"\nOUTPUT_FOLDER = \"image\"\nCLUSTER_EPS = 0.3  # \u7d0433km\nCLUSTER_MIN_SAMPLES = 50\n\ndef create_clusters_and_hulls(data):\n    \"\"\"DBSCAN\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u51f8\u5305\u8a08\u7b97\"\"\"\n    coords = data&#91;:, &#91;1, 0]]  # (lon, lat)\n\n    clustering = DBSCAN(\n        eps=CLUSTER_EPS, \n        min_samples=CLUSTER_MIN_SAMPLES\n    ).fit(coords)\n\n    labels = clustering.labels_\n    hulls = &#91;]\n\n    for label in set(labels):\n        if label == -1:  # \u30ce\u30a4\u30ba\u3092\u30b9\u30ad\u30c3\u30d7\n            continue\n\n        cluster_coords = coords&#91;labels == label]\n        if len(cluster_coords) &gt;= 4:\n            try:\n                hull = ConvexHull(cluster_coords)\n                hulls.append(cluster_coords&#91;hull.vertices])\n            except:\n                pass\n\n    return labels, hulls\n\ndef plot_heatmap_with_clusters(data, values, title, filename):\n    \"\"\"\u30af\u30e9\u30b9\u30bf\u30fc\u5883\u754c\u7dda\u4ed8\u304d\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\"\"\"\n    fig, ax = plt.subplots(figsize=(12, 10))\n\n    # \u6563\u5e03\u56f3\u3067\u30e1\u30c3\u30b7\u30e5\u30c7\u30fc\u30bf\u3092\u8868\u793a\n    scatter = ax.scatter(\n        data&#91;:, 1], data&#91;:, 0],  # lon, lat\n        c=values,\n        s=1,\n        marker='s',\n        cmap='RdBu_r'\n    )\n\n    plt.colorbar(scatter, ax=ax, label='\u79fb\u52d5\u91cf (\u79d2)')\n\n    # \u30af\u30e9\u30b9\u30bf\u30fc\u5883\u754c\u7dda\u3092\u63cf\u753b\n    labels, hulls = create_clusters_and_hulls(data)\n    for hull_points in hulls:\n        hull_closed = np.vstack(&#91;hull_points, hull_points&#91;0]])\n        ax.plot(\n            hull_closed&#91;:, 0], hull_closed&#91;:, 1],\n            color='darkblue',\n            linewidth=2.0,\n            alpha=0.7\n        )\n\n    ax.set_xlabel('\u7d4c\u5ea6 (\u5ea6)')\n    ax.set_ylabel('\u7def\u5ea6 (\u5ea6)')\n    ax.set_title(f'{title}\\n\u30af\u30e9\u30b9\u30bf\u30fc\u6570: {len(hulls)}')\n    ax.grid(True, alpha=0.3)\n    ax.set_aspect('equal')\n\n    plt.savefig(f'{OUTPUT_FOLDER}\/{filename}', dpi=150, bbox_inches='tight')\n    plt.close()\n\n    print(f'\u4fdd\u5b58\u5b8c\u4e86: {filename} (\u30af\u30e9\u30b9\u30bf\u30fc\u6570: {len(hulls)})')<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u53ef\u8996\u5316\u7d50\u679c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u3059\u308b\u3068\u4ee5\u4e0b\u306e5\u3064\u306e\u753b\u50cf\u304c\u751f\u6210\u3055\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>01_\u7def\u5ea6\u65b9\u5411\u306e\u79fb\u52d5\u91cf.png<\/strong> &#8211; \u5357\u5317\u65b9\u5411\u306e\u5730\u6bbb\u5909\u52d5<\/li>\n\n\n\n<li><strong>02_\u7d4c\u5ea6\u65b9\u5411\u306e\u79fb\u52d5\u91cf.png<\/strong> &#8211; \u6771\u897f\u65b9\u5411\u306e\u5730\u6bbb\u5909\u52d5\uff08\u6700\u59277.09m\uff09<\/li>\n\n\n\n<li><strong>03_\u7dcf\u79fb\u52d5\u91cf.png<\/strong> &#8211; \u79fb\u52d5\u91cf\u306e\u5927\u304d\u3055<\/li>\n\n\n\n<li><strong>04_\u79fb\u52d5\u30d9\u30af\u30c8\u30eb.png<\/strong> &#8211; \u79fb\u52d5\u65b9\u5411\u3068\u5927\u304d\u3055<\/li>\n\n\n\n<li><strong>05_\u79fb\u52d5\u91cf\u306e\u7d71\u8a08\u5206\u5e03.png<\/strong> &#8211; \u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u7d50\u679c<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>4\u3064\u306e\u4e3b\u8981\u30af\u30e9\u30b9\u30bf\u30fc<\/strong>\u3092\u691c\u51fa\uff08\uff11\uff12\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u5408\u6210\u3057\u3066\u3044\u308b\u7d50\u679c\uff09<\/li>\n\n\n\n<li>\u6771\u5317\u5730\u65b9\u592a\u5e73\u6d0b\u6c96\u5730\u9707\u306e\u5f71\u97ff\u7bc4\u56f2\u304c\u660e\u78ba\u306b\u53ef\u8996\u5316<\/li>\n\n\n\n<li>\u5404\u5730\u9707\u306e\u5f71\u97ff\u7bc4\u56f2\u304c\u5916\u63a5\u7dda\u3067\u8868\u793a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"1024\" height=\"875\" src=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C875&#038;ssl=1\" alt=\"\" class=\"wp-image-2604\" srcset=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C875&amp;ssl=1 1024w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=300%2C256&amp;ssl=1 300w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=40%2C34&amp;ssl=1 40w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=768%2C656&amp;ssl=1 768w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1536%2C1312&amp;ssl=1 1536w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/03_%E7%B7%8F%E7%A7%BB%E5%8B%95%E9%87%8F.png?w=1714&amp;ssl=1 1714w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"1024\" height=\"877\" data-id=\"2605\" src=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C877&#038;ssl=1\" alt=\"\" class=\"wp-image-2605\" srcset=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C877&amp;ssl=1 1024w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=300%2C257&amp;ssl=1 300w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=40%2C34&amp;ssl=1 40w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=768%2C658&amp;ssl=1 768w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1536%2C1315&amp;ssl=1 1536w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/02_%E7%B5%8C%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?w=1710&amp;ssl=1 1710w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"1024\" height=\"871\" data-id=\"2606\" src=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/01_%E7%B7%AF%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C871&#038;ssl=1\" alt=\"\" class=\"wp-image-2606\" srcset=\"https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/01_%E7%B7%AF%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=1024%2C871&amp;ssl=1 1024w, https:\/\/i0.wp.com\/y42u.net\/tec001\/wp-content\/uploads\/2025\/11\/01_%E7%B7%AF%E5%BA%A6%E6%96%B9%E5%90%91%E3%81%AE%E7%A7%BB%E5%8B%95%E9%87%8F.png?resize=300%2C255&amp;ssl=1 300w, 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