{"id":5083,"date":"2026-02-16T01:02:09","date_gmt":"2026-02-15T17:02:09","guid":{"rendered":"https:\/\/www.xiaobuwq.com\/blog\/what-is-trajectory-software-core-concepts-underlying-logic"},"modified":"2026-02-16T01:02:09","modified_gmt":"2026-02-15T17:02:09","slug":"what-is-trajectory-software-core-concepts-underlying-logic","status":"publish","type":"post","link":"https:\/\/www.xiaobuwq.com\/blog\/what-is-trajectory-software-core-concepts-underlying-logic","title":{"rendered":"\u4ec0\u4e48\u662f\u8f68\u8ff9\u8f6f\u4ef6\uff1f\u4e00\u6587\u8bb2\u6e05\u6838\u5fc3\u6982\u5ff5\u4e0e\u5e95\u5c42\u903b\u8f91"},"content":{"rendered":"<p>\u8f68\u8ff9\u8f6f\u4ef6\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5c06\u79fb\u52a8\u4e2d\u7684\u4eba\u3001\u8f66\u3001\u7269\u4ea7\u751f\u7684\u6d77\u91cf\u3001\u52a8\u6001\u7684\u4f4d\u7f6e\u6570\u636e\uff0c\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u3001\u53ef\u6d1e\u5bdf\u3001\u53ef\u51b3\u7b56\u7684\u5546\u4e1a\u667a\u80fd\u7684\u7cfb\u7edf\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5730\u56fe\u4e0a\u753b\u70b9\u7684\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u4e2a\u89e3\u7801\u65f6\u7a7a\u89c4\u5f8b\uff0c\u8d4b\u80fd\u4f01\u4e1a\u7cbe\u7ec6\u5316\u8fd0\u8425\u7684\u201c\u6570\u5b57\u7f57\u76d8\u201d\u3002<\/p>\n<p>\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff0c\u5c06\u8fc7\u53bb\u96be\u4ee5\u6349\u6478\u7684\u201c\u79fb\u52a8\u201d\u8fc7\u7a0b\u6570\u636e\u5316\u3001\u7ed3\u6784\u5316\uff0c\u4ece\u800c\u5e2e\u52a9\u7ba1\u7406\u8005\u770b\u6e05\u4e1a\u52a1\u5728\u7269\u7406\u4e16\u754c\u4e2d\u7684\u771f\u5b9e\u8fd0\u884c\u8f68\u8ff9\uff0c\u5e76\u57fa\u4e8e\u6570\u636e\u505a\u51fa\u66f4\u79d1\u5b66\u7684\u51b3\u7b56\uff0c\u65e0\u8bba\u662f\u4f18\u5316\u914d\u9001\u8def\u7ebf\u3001\u8c03\u5ea6\u5171\u4eab\u5355\u8f66\uff0c\u8fd8\u662f\u6d1e\u5bdf\u7ebf\u4e0b\u5546\u573a\u7684\u987e\u5ba2\u52a8\u7ebf\u3002<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u73b0\u5728\u5fc5\u987b\u7406\u89e3\u8f68\u8ff9\u8f6f\u4ef6\uff1f\u2014\u2014\u4ece\u7ba1\u7406\u6df7\u4e71\u5230\u6570\u636e\u9a71\u52a8<\/h2>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u5e2d\u5377\u5404\u884c\u5404\u4e1a\u7684\u4eca\u5929\uff0c\u7406\u89e3\u8f68\u8ff9\u8f6f\u4ef6\u4e0d\u518d\u662f\u6280\u672f\u4eba\u5458\u7684\u4e13\u5229\uff0c\u800c\u662f\u5173\u4e4e\u4f01\u4e1a\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u5fc5\u4fee\u8bfe\u3002\u8fc7\u53bb\uff0c\u8bb8\u591a\u4f9d\u8d56\u7ebf\u4e0b\u8d44\u4ea7\u548c\u4eba\u5458\u6d41\u52a8\u7684\u4f01\u4e1a\uff0c\u90fd\u6df1\u9677\u4e8e\u201c\u7ba1\u7406\u9ed1\u76d2\u201d\u7684\u56f0\u5883\u3002<\/p>\n<h3>\u8fc7\u53bb\u9762\u4e34\u7684\u6311\u6218\uff1a\u6570\u636e\u5b64\u5c9b\u4e0e\u201c\u62cd\u8111\u888b\u201d\u51b3\u7b56<\/h3>\n<ul>\n<li>\n<p><strong>\u8d44\u4ea7\u4f4d\u7f6e\u4e0d\u53ef\u77e5\uff0c\u8c03\u5ea6\u6548\u7387\u4f4e\u4e0b<\/strong>\u8f66\u961f\u7684\u53f8\u673a\u5728\u54ea\uff1f\u4e0b\u4e00\u6279\u8d27\u7269\u4f55\u65f6\u80fd\u5230\uff1f\u6602\u8d35\u7684\u8bbe\u5907\u88ab\u8c03\u914d\u5230\u4e86\u54ea\u4e2a\u5de5\u5730\uff1f\u5728\u7f3a\u4e4f\u6709\u6548\u8ffd\u8e2a\u624b\u6bb5\u65f6\uff0c\u8fd9\u4e9b\u95ee\u9898\u53ea\u80fd\u4f9d\u9760\u9891\u7e41\u7684\u7535\u8bdd\u6c9f\u901a\uff0c\u4fe1\u606f\u4e25\u91cd\u6ede\u540e\uff0c\u5bfc\u81f4\u8c03\u5ea6\u6307\u4ee4\u5f80\u5f80\u662f\u201c\u4ea1\u7f8a\u8865\u7262\u201d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5ba2\u6237\u884c\u4e3a\u662f\u201c\u9ed1\u76d2\u201d\uff0c\u8425\u9500\u6295\u653e\u9760\u611f\u89c9<\/strong>\u5bf9\u4e8e\u7ebf\u4e0b\u96f6\u552e\u548c\u5546\u4e1a\u5730\u4ea7\u800c\u8a00\uff0c\u987e\u5ba2\u4ece\u54ea\u91cc\u6765\u3001\u5728\u573a\u5185\u5982\u4f55\u8d70\u52a8\u3001\u5728\u54ea\u4e9b\u533a\u57df\u505c\u7559\u6700\u4e45\uff0c\u8fd9\u4e9b\u4fe1\u606f\u51e0\u4e4e\u662f\u7a7a\u767d\u7684\u3002\u95e8\u5e97\u9009\u5740\u3001\u5546\u54c1\u5e03\u5c40\u3001\u8425\u9500\u6d3b\u52a8\u7684\u8bbe\u8ba1\uff0c\u66f4\u591a\u4f9d\u8d56\u4e8e\u7ecf\u9a8c\uff0c\u7f3a\u4e4f\u6570\u636e\u652f\u6491\uff0c\u6295\u653e\u6548\u679c\u5982\u540c\u201c\u5f00\u76f2\u76d2\u201d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8fd0\u8425\u6d41\u7a0b\u65e0\u6cd5\u8ffd\u6eaf\uff0c\u98ce\u9669\u7ba1\u7406\u5931\u63a7<\/strong>\u4e00\u6b21\u5173\u952e\u7684\u8bbe\u5907\u5de1\u68c0\u662f\u5426\u6309\u89c4\u5b9a\u8def\u7ebf\u6267\u884c\uff1f\u4e00\u6b21\u51b7\u94fe\u8fd0\u8f93\u9014\u4e2d\u662f\u5426\u51fa\u73b0\u8fc7\u957f\u65f6\u95f4\u7684\u5f02\u5e38\u505c\u7559\uff1f\u5f53\u95ee\u9898\u53d1\u751f\u65f6\uff0c\u7ba1\u7406\u8005\u5f88\u96be\u56de\u6eaf\u8fc7\u7a0b\u3001\u5b9a\u4f4d\u539f\u56e0\uff0c\u5bfc\u81f4\u98ce\u9669\u7ba1\u63a7\u63aa\u65bd\u96be\u4ee5\u843d\u5730\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u6570\u5b57\u5316\u8f6c\u578b\u4e0b\u7684\u5fc5\u7136\uff1a\u8f68\u8ff9\u6570\u636e\u6210\u4e3a\u65b0\u7684\u751f\u4ea7\u8d44\u6599<\/h3>\n<p>\u968f\u7740\u7269\u8054\u7f51\u30015G\u548c\u667a\u80fd\u8bbe\u5907\u7684\u666e\u53ca\uff0c\u91c7\u96c6\u4f4d\u7f6e\u6570\u636e\u53d8\u5f97\u524d\u6240\u672a\u6709\u7684\u5bb9\u6613\u3002\u8f66\u8f86\u3001\u624b\u673a\u3001\u5de5\u724c\u3001\u4f20\u611f\u5668\u2026\u2026\u4e07\u7269\u4e92\u8054\u8ba9\u201c\u4eba\u3001\u8f66\u3001\u7269\u201d\u7684\u5b9e\u65f6\u4f4d\u7f6e\u6210\u4e3a\u4e00\u79cd\u53ef\u4ee5\u88ab\u6301\u7eed\u83b7\u53d6\u7684\u65b0\u578b\u6570\u636e\u8d44\u4ea7\u3002\u8f68\u8ff9\u8f6f\u4ef6\u6b63\u662f\u76d8\u6d3b\u8fd9\u4e9b\u8d44\u4ea7\u3001\u5c06\u5176\u8f6c\u5316\u4e3a\u751f\u4ea7\u529b\u7684\u5173\u952e\u5f15\u64ce\u3002\u5b83\u8ba9\u4f01\u4e1a\u7ba1\u7406\u8005\u7b2c\u4e00\u6b21\u62e5\u6709\u4e86\u4e0a\u5e1d\u89c6\u89d2\uff0c\u80fd\u591f\u770b\u6e05\u3001\u7406\u89e3\u5e76\u4f18\u5316\u7269\u7406\u4e16\u754c\u4e2d\u7684\u6bcf\u4e00\u4e2a\u4e1a\u52a1\u73af\u8282\u3002<\/p>\n<h2>\u8f68\u8ff9\u8f6f\u4ef6\u7684\u6838\u5fc3\u6982\u5ff5\uff1a\u89e3\u6784\u65f6\u7a7a\u6570\u636e\u7684\u57fa\u672c\u5355\u5143<\/h2>\n<p>\u8981\u771f\u6b63\u7406\u89e3\u8f68\u8ff9\u8f6f\u4ef6\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u6211\u4eec\u9700\u8981\u5148\u62c6\u89e3\u6784\u6210\u8f68\u8ff9\u6570\u636e\u7684\u4e09\u4e2a\u6700\u57fa\u672c\u5355\u5143\uff1a\u8f68\u8ff9\u70b9\u3001\u8f68\u8ff9\u6bb5\u548c\u8f68\u8ff9\u3002<\/p>\n<h3>\u6982\u5ff5\u4e00\uff1a\u8f68\u8ff9\u70b9 (Trajectory Point)<\/h3>\n<ul>\n<li><strong>\u5b9a\u4e49\uff1a<\/strong> \u8f68\u8ff9\u70b9\u662f\u65f6\u7a7a\u4e2d\u7684\u4e00\u4e2a\u201c\u5feb\u7167\u201d\uff0c\u8bb0\u5f55\u4e86\u4e00\u4e2a\u5b9e\u4f53\u5728\u7279\u5b9a\u65f6\u523b\u7684\u7cbe\u786e\u4f4d\u7f6e\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u7535\u5f71\u4e2d\u7684\u4e00\u5e27\u753b\u9762\u3002<\/li>\n<li><strong>\u6784\u6210\u8981\u7d20\uff1a<\/strong> \u5b83\u901a\u5e38\u7531\u4e09\u4e2a\u6838\u5fc3\u8981\u7d20\u6784\u6210\uff1a\u5b9e\u4f53ID\uff08\u662f\u8c01\/\u4ec0\u4e48\uff0c\u5982\u8f66\u8f86ID\u3001\u7528\u6237ID\uff09\u3001\u65f6\u95f4\u6233\uff08\u5728\u4f55\u65f6\uff09\u548c\u5730\u7406\u5750\u6807\uff08\u4e8e\u4f55\u5730\uff0c\u901a\u5e38\u662f\u7ecf\u7eac\u5ea6\uff09\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u80fd\u5305\u542b\u901f\u5ea6\u3001\u65b9\u5411\u89d2\u3001\u6d77\u62d4\u7b49\u8f85\u52a9\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h3>\u6982\u5ff5\u4e8c\uff1a\u8f68\u8ff9\u6bb5 (Trajectory Segment)<\/h3>\n<ul>\n<li><strong>\u5b9a\u4e49\uff1a<\/strong> \u8f68\u8ff9\u6bb5\u662f\u8fde\u63a5\u4e24\u4e2a\u6309\u65f6\u95f4\u987a\u5e8f\u8fde\u7eed\u7684\u8f68\u8ff9\u70b9\u4e4b\u95f4\u7684\u6709\u5411\u7ebf\u6bb5\u3002\u5b83\u63cf\u8ff0\u4e86\u5b9e\u4f53\u5728\u6781\u77ed\u65f6\u95f4\u5185\u7684\u79fb\u52a8\u72b6\u6001\u3002<\/li>\n<li><strong>\u4ef7\u503c\uff1a<\/strong> \u901a\u8fc7\u8ba1\u7b97\u4e24\u4e2a\u8f68\u8ff9\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\u548c\u65f6\u95f4\u5dee\uff0c\u8f68\u8ff9\u6bb5\u53ef\u4ee5\u544a\u8bc9\u6211\u4eec\u5b9e\u4f53\u5728\u8fd9\u6bb5\u65f6\u95f4\u5185\u7684\u5e73\u5747\u901f\u5ea6\u3001\u79fb\u52a8\u65b9\u5411\u7b49\u5173\u952e\u4fe1\u606f\u3002\u5b83\u662f\u5206\u6790\u9a7e\u9a76\u884c\u4e3a\uff08\u5982\u6025\u52a0\u901f\u3001\u6025\u5239\u8f66\uff09\u7684\u57fa\u7840\u3002<\/li>\n<\/ul>\n<h3>\u6982\u5ff5\u4e09\uff1a\u8f68\u8ff9 (Trajectory)<\/h3>\n<ul>\n<li><strong>\u5b9a\u4e49\uff1a<\/strong> \u4e00\u6761\u5b8c\u6574\u7684\u8f68\u8ff9\uff0c\u662f\u7531\u5c5e\u4e8e\u540c\u4e00\u5b9e\u4f53\u7684\u591a\u4e2a\u8f68\u8ff9\u70b9\uff0c\u6309\u7167\u65f6\u95f4\u5148\u540e\u987a\u5e8f\u8fde\u63a5\u800c\u6210\u7684\u5e8f\u5217\u3002\u5b83\u5b8c\u6574\u5730\u8fd8\u539f\u4e86\u5b9e\u4f53\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u5168\u90e8\u79fb\u52a8\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u4ef7\u503c\uff1a<\/strong> \u4e00\u6761\u8f68\u8ff9\u5c31\u662f\u4e00\u6574\u4e2a\u6545\u4e8b\u3002\u5b83\u53ef\u4ee5\u662f\u4e00\u8f86\u8d27\u8f66\u4ece\u4ed3\u5e93\u5230\u5ba2\u6237\u7684\u5b8c\u6574\u914d\u9001\u8def\u7ebf\uff0c\u4e00\u4e2a\u5916\u52e4\u4eba\u5458\u4e00\u5929\u7684\u62dc\u8bbf\u8def\u5f84\uff0c\u6216\u662f\u4e00\u4e2a\u7528\u6237\u5728\u5546\u573a\u5185\u7684\u5b8c\u6574\u901b\u8857\u52a8\u7ebf\u3002\u5bf9\u5b8c\u6574\u8f68\u8ff9\u7684\u5206\u6790\uff0c\u624d\u80fd\u63ed\u793a\u51fa\u66f4\u5b8f\u89c2\u7684\u6a21\u5f0f\u4e0e\u89c4\u5f8b\u3002<\/li>\n<\/ul>\n<h2>\u8f68\u8ff9\u8f6f\u4ef6\u7684\u5e95\u5c42\u903b\u8f91\uff1a\u4ece\u539f\u59cb\u6570\u636e\u5230\u5546\u4e1a\u6d1e\u5bdf\u7684\u56db\u6b65\u6cd5<\/h2>\n<p>\u8f68\u8ff9\u8f6f\u4ef6\u5e76\u975e\u7b80\u5355\u5730\u5c06GPS\u70b9\u753b\u5728\u5730\u56fe\u4e0a\u3002\u5b83\u80cc\u540e\u6709\u4e00\u5957\u4e25\u8c28\u7684\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u6d41\u7a0b\uff0c\u901a\u5e38\u53ef\u4ee5\u5206\u4e3a\u56db\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u53bb\u4f2a\u5b58\u771f\u3001\u7531\u8868\u53ca\u91cc\u201d\u7684\u8fc7\u7a0b\u3002<\/p>\n<h3>\u7b2c\u4e00\u6b65\uff1a\u6570\u636e\u91c7\u96c6 (Data Collection) - \u4e07\u7269\u4e92\u8054\u7684\u611f\u77e5\u89e6\u89d2<\/h3>\n<p>\u8fd9\u662f\u6240\u6709\u5206\u6790\u7684\u57fa\u7840\u3002\u8f68\u8ff9\u6570\u636e\u7684\u6765\u6e90\u591a\u79cd\u591a\u6837\uff0c\u5e38\u89c1\u7684\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>GPS\u8bbe\u5907\uff1a<\/strong> \u5b89\u88c5\u5728\u8f66\u8f86\u3001\u8239\u8236\u4e0a\u7684\u8f66\u8f7dGPS\uff0c\u4ee5\u53ca\u667a\u80fd\u624b\u673a\u3001\u667a\u80fd\u624b\u8868\u7b49\u4e2a\u4eba\u8bbe\u5907\u5185\u7f6e\u7684GPS\u6a21\u5757\uff0c\u7cbe\u5ea6\u8f83\u9ad8\u3002<\/li>\n<li><strong>\u57fa\u7ad9\u4e0eWi-Fi\u5b9a\u4f4d\uff1a<\/strong> \u901a\u8fc7\u79fb\u52a8\u901a\u4fe1\u7f51\u7edc\u57fa\u7ad9\u6216Wi-Fi\u70ed\u70b9\u8fdb\u884c\u5b9a\u4f4d\uff0c\u7cbe\u5ea6\u76f8\u5bf9\u8f83\u4f4e\uff0c\u4f46\u8986\u76d6\u8303\u56f4\u5e7f\uff0c\u53ef\u4f5c\u4e3a\u5ba4\u5185\u6216GPS\u4fe1\u53f7\u5f31\u65f6\u7684\u8865\u5145\u3002<\/li>\n<li><strong>IoT\u4f20\u611f\u5668\u6570\u636e\uff1a<\/strong> \u96c6\u6210\u4e86\u5b9a\u4f4d\u6a21\u5757\u7684\u5404\u7c7b\u7269\u8054\u7f51\u8bbe\u5907\uff0c\u5982\u5171\u4eab\u5355\u8f66\u667a\u80fd\u9501\u3001\u51b7\u94fe\u6e29\u63a7\u8bb0\u5f55\u4eea\u7b49\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u6b65\uff1a\u6570\u636e\u5904\u7406 (Data Processing) - \u53bb\u4f2a\u5b58\u771f\uff0c\u8fd8\u539f\u771f\u5b9e\u8f68\u8ff9<\/h3>\n<p>\u539f\u59cb\u7684\u4f4d\u7f6e\u6570\u636e\u5f80\u5f80\u662f\u201c\u7c97\u7cd9\u201d\u4e14\u5145\u6ee1\u201c\u566a\u58f0\u201d\u7684\uff0c\u65e0\u6cd5\u76f4\u63a5\u7528\u4e8e\u5206\u6790\u3002\u56e0\u6b64\uff0c\u6570\u636e\u5904\u7406\u662f\u81f3\u5173\u91cd\u8981\u7684\u4e00\u6b65\u3002<\/p>\n<ul>\n<li><strong>\u566a\u58f0\u8fc7\u6ee4\u4e0e\u6f02\u79fb\u70b9\u4fee\u6b63\uff1a<\/strong> \u7531\u4e8e\u4fe1\u53f7\u5e72\u6270\u3001\u8bbe\u5907\u8bef\u5dee\u7b49\u539f\u56e0\uff0c\u539f\u59cb\u6570\u636e\u4e2d\u4f1a\u5b58\u5728\u660e\u663e\u7684\u201c\u6f02\u79fb\u70b9\u201d\uff08\u4f8b\u5982\uff0c\u8f66\u8f86\u7a81\u7136\u201c\u77ac\u79fb\u201d\u5230\u6cb3\u91cc\uff09\u3002\u7b97\u6cd5\u9700\u8981\u8bc6\u522b\u5e76\u5254\u9664\u8fd9\u4e9b\u5f02\u5e38\u70b9\u3002<\/li>\n<li><strong>\u5730\u56fe\u5339\u914d\uff08Map Matching\uff09\uff1a<\/strong> \u5c06\u79bb\u6563\u7684GPS\u5750\u6807\u70b9\u201c\u5438\u9644\u201d\u5230\u771f\u5b9e\u7684\u9053\u8def\u7f51\u7edc\u4e0a\u3002\u8fd9\u662f\u786e\u4fdd\u8def\u7ebf\u5206\u6790\u51c6\u786e\u6027\u7684\u5173\u952e\uff0c\u5426\u5219\u5206\u6790\u51fa\u7684\u8f66\u8f86\u8f68\u8ff9\u53ef\u80fd\u4f1a\u7a7f\u5899\u3001\u8d8a\u6cb3\u3002<\/li>\n<li><strong>\u8f68\u8ff9\u5206\u6bb5\u4e0e\u8bed\u4e49\u5316\uff1a<\/strong> \u8f6f\u4ef6\u4f1a\u81ea\u52a8\u8bc6\u522b\u8f68\u8ff9\u4e2d\u7684\u201c\u884c\u9a76\u6bb5\u201d\u548c\u201c\u505c\u7559\u70b9\u201d\u3002\u4f8b\u5982\uff0c\u5f53\u8f66\u8f86\u5728\u4e00\u5730\u70b9\u505c\u7559\u8d85\u8fc75\u5206\u949f\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5c06\u5176\u6807\u8bb0\u4e3a\u4e00\u4e2a\u505c\u7559\u70b9\uff0c\u5e76\u9644\u52a0\u4e0a\u505c\u7559\u65f6\u957f\u3001\u5177\u4f53\u5730\u70b9\uff08\u901a\u8fc7\u9006\u5730\u7406\u7f16\u7801\u89e3\u6790\u4e3a\u201c\u67d0\u67d0\u516c\u53f8\u201d\u6216\u201c\u67d0\u67d0\u4ed3\u5e93\u201d\uff09\u7b49\u8bed\u4e49\u4fe1\u606f\uff0c\u8ba9\u539f\u59cb\u6570\u636e\u53d8\u5f97\u53ef\u8bfb\u3001\u53ef\u7406\u89e3\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e09\u6b65\uff1a\u6570\u636e\u5206\u6790\u4e0e\u6316\u6398 (Data Analysis & Mining) - \u53d1\u73b0\u9690\u85cf\u7684\u6a21\u5f0f\u4e0e\u4ef7\u503c<\/h3>\n<p>\u7ecf\u8fc7\u5904\u7406\u7684\u5e72\u51c0\u8f68\u8ff9\u6570\u636e\uff0c\u5c31\u6210\u4e86\u7b49\u5f85\u6316\u6398\u7684\u201c\u91d1\u77ff\u201d\u3002\u8f68\u8ff9\u8f6f\u4ef6\u5185\u7f6e\u4e86\u4e30\u5bcc\u7684\u65f6\u7a7a\u6570\u636e\u5206\u6790\u6a21\u578b\uff0c\u7528\u4e8e\u53d1\u73b0\u8089\u773c\u96be\u4ee5\u5bdf\u89c9\u7684\u89c4\u5f8b\u3002<\/p>\n<ul>\n<li><strong>\u70ed\u70b9\u533a\u57df\u5206\u6790\uff1a<\/strong> \u5206\u6790\u5927\u91cf\u8f68\u8ff9\u7684\u505c\u7559\u70b9\u5206\u5e03\uff0c\u8bc6\u522b\u51fa\u4e1a\u52a1\u9ad8\u9891\u53d1\u751f\u7684\u533a\u57df\uff0c\u4f8b\u5982\u5ba2\u6237\u96c6\u4e2d\u533a\u3001\u62e5\u5835\u8def\u6bb5\u3001\u8f66\u8f86\u95f2\u7f6e\u533a\u7b49\u3002<\/li>\n<li><strong>\u8def\u5f84\u6a21\u5f0f\u6316\u6398\uff1a<\/strong> \u4ece\u6d77\u91cf\u5386\u53f2\u8f68\u8ff9\u4e2d\uff0c\u6316\u6398\u51fa\u6700\u5e38\u7528\u7684\u884c\u9a76\u8def\u5f84\u3001\u7ed5\u884c\u89c4\u5f8b\u7b49\uff0c\u4e3a\u8def\u7ebf\u4f18\u5316\u63d0\u4f9b\u4f9d\u636e\u3002<\/li>\n<li><strong>\u5f02\u5e38\u884c\u4e3a\u68c0\u6d4b\uff1a<\/strong> \u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u9884\u8bbe\u8def\u7ebf\u3001\u5728\u975e\u5de5\u4f5c\u65f6\u95f4\u7528\u8f66\u3001\u8fdb\u5165\u5371\u9669\u533a\u57df\u7b49\u5f02\u5e38\u884c\u4e3a\uff0c\u5e76\u89e6\u53d1\u9884\u8b66\u3002<\/li>\n<li><strong>\u65f6\u7a7a\u9884\u6d4b\u5206\u6790\uff1a<\/strong> \u7ed3\u5408\u5386\u53f2\u6570\u636e\u548c\u5b9e\u65f6\u8def\u51b5\uff0c\u9884\u6d4b\u672a\u6765\u7684\u4ea4\u901a\u62e5\u5835\u72b6\u51b5\u3001\u533a\u57df\u8ba2\u5355\u9700\u6c42\u91cf\u3001\u8f66\u8f86\u9884\u4f30\u5230\u8fbe\u65f6\u95f4\uff08ETA\uff09\u7b49\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u56db\u6b65\uff1a\u6570\u636e\u53ef\u89c6\u5316 (Data Visualization) - \u8ba9\u6570\u636e\u201c\u5f00\u53e3\u8bf4\u8bdd\u201d<\/h3>\n<p>\u590d\u6742\u7684\u5206\u6790\u7ed3\u679c\u9700\u8981\u901a\u8fc7\u76f4\u89c2\u7684\u53ef\u89c6\u5316\u56fe\u8868\u5448\u73b0\u7ed9\u51b3\u7b56\u8005\uff0c\u624d\u80fd\u53d1\u6325\u5176\u6700\u5927\u4ef7\u503c\u3002<\/p>\n<ul>\n<li><strong>\u8f68\u8ff9\u70ed\u529b\u56fe\uff1a<\/strong> \u7528\u989c\u8272\u7684\u6df1\u6d45\u8868\u793a\u8f68\u8ff9\u70b9\u7684\u5bc6\u96c6\u7a0b\u5ea6\uff0c\u4e00\u773c\u5c31\u80fd\u770b\u51fa\u4e1a\u52a1\u6d3b\u52a8\u7684\u70ed\u70b9\u533a\u57df\u3002<\/li>\n<li><strong>OD\u6d41\u5411\u56fe\uff1a<\/strong> \uff08Origin-Destination\uff09\u5c55\u793a\u5b9e\u4f53\u4ece\u8d77\u70b9\uff08O\uff09\u5230\u7ec8\u70b9\uff08D\uff09\u7684\u6d41\u52a8\u8d8b\u52bf\u548c\u5f3a\u5ea6\uff0c\u5e38\u7528\u4e8e\u5206\u6790\u57ce\u5e02\u901a\u52e4\u3001\u7269\u6d41\u5e72\u7ebf\u8fd0\u8f93\u7b49\u3002<\/li>\n<li><strong>\u52a8\u6001\u8f68\u8ff9\u56de\u653e\uff1a<\/strong> \u4ee5\u52a8\u753b\u5f62\u5f0f\u5728\u5730\u56fe\u4e0a\u8fd8\u539f\u4e00\u4e2a\u6216\u591a\u4e2a\u5b9e\u4f53\u7684\u5386\u53f2\u79fb\u52a8\u8fc7\u7a0b\uff0c\u4fbf\u4e8e\u590d\u76d8\u4e8b\u4ef6\u3001\u8ffd\u6eaf\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h2>\u8f68\u8ff9\u8f6f\u4ef6\u7684\u5b9e\u6218\u5e94\u7528\uff1a\u4e09\u5927\u5178\u578b\u884c\u4e1a\u6848\u4f8b\u89e3\u6790<\/h2>\n<p>\u7406\u8bba\u6700\u7ec8\u8981\u670d\u52a1\u4e8e\u5b9e\u8df5\u3002\u8f68\u8ff9\u8f6f\u4ef6\u7684\u4ef7\u503c\u6b63\u662f\u5728\u4e00\u4e2a\u4e2a\u5177\u4f53\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\u5f97\u4ee5\u4f53\u73b0\u3002<\/p>\n<h3>\u6848\u4f8b\u4e00\uff1a\u667a\u6167\u7269\u6d41\u4e0e\u4f9b\u5e94\u94fe\u2014\u2014\u5b9e\u73b0\u8f66\u961f\u7ba1\u7406\u7684\u964d\u672c\u589e\u6548<\/h3>\n<ul>\n<li><strong>\u4e1a\u52a1\u75db\u70b9\uff1a<\/strong> \u8fd0\u8f93\u8def\u7ebf\u89c4\u5212\u4e25\u91cd\u4f9d\u8d56\u53f8\u673a\u7ecf\u9a8c\uff0c\u5bfc\u81f4\u6cb9\u8017\u3001\u8def\u6865\u6210\u672c\u5c45\u9ad8\u4e0d\u4e0b\uff1b\u8d27\u7269\u5728\u9014\u72b6\u6001\u4e0d\u900f\u660e\uff0c\u5ba2\u6237\u9891\u7e41\u50ac\u95ee\uff0c\u9001\u8fbe\u5ef6\u8fdf\u65f6\u6709\u53d1\u751f\u3002<\/li>\n<li><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong> \u901a\u8fc7\u8f68\u8ff9\u8f6f\u4ef6\u5bf9\u6240\u6709\u5728\u9014\u8f66\u8f86\u8fdb\u884c\u5b9e\u65f6\u76d1\u63a7\u3002\u5206\u6790\u5386\u53f2\u8f68\u8ff9\u6570\u636e\uff0c\u627e\u51fa\u7ed5\u8def\u3001\u62e5\u5835\u7b49\u95ee\u9898\uff0c\u7ed3\u5408\u5b9e\u65f6\u8def\u51b5\u667a\u80fd\u89c4\u5212\u6700\u4f18\u8def\u7ebf\u3002\u540c\u65f6\uff0c\u5bf9\u53f8\u673a\u7684\u6025\u52a0\u901f\u3001\u8d85\u901f\u7b49\u9a7e\u9a76\u884c\u4e3a\u8fdb\u884c\u5206\u6790\uff0c\u5e76\u4e0e\u6cb9\u8017\u6570\u636e\u5173\u8054\uff0c\u8fdb\u884c\u7cbe\u7ec6\u5316\u6210\u672c\u63a7\u5236\u3002<\/li>\n<li><strong>\u4ef7\u503c\u91cf\u5316\uff1a<\/strong> \u4e00\u4e2a\u4f18\u79c0\u7684\u8f68\u8ff9\u7ba1\u7406\u65b9\u6848\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7269\u6d41\u4f01\u4e1a\u5c06\u8fd0\u8f93\u6210\u672c\u964d\u4f4e\u7ea615%\uff0c\u901a\u8fc7\u66f4\u7cbe\u51c6\u7684ETA\uff08\u9884\u8ba1\u5230\u8fbe\u65f6\u95f4\uff09\u7ba1\u7406\uff0c\u5c06\u51c6\u70b9\u7387\u63d0\u534730%\u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n<h3>\u6848\u4f8b\u4e8c\uff1a\u5171\u4eab\u51fa\u884c\u4e0e\u57ce\u5e02\u7ba1\u7406\u2014\u2014\u7528\u667a\u80fd\u8c03\u5ea6\u5e73\u8861\u4f9b\u9700<\/h3>\n<ul>\n<li><strong>\u4e1a\u52a1\u75db\u70b9\uff1a<\/strong> \u5171\u4eab\u5355\u8f66\u3001\u5171\u4eab\u6c7d\u8f66\u5b58\u5728\u660e\u663e\u7684\u201c\u6f6e\u6c50\u6548\u5e94\u201d\uff0c\u65e9\u665a\u9ad8\u5cf0\u65f6\uff0c\u5730\u94c1\u53e3\u3001\u5199\u5b57\u697c\u9644\u8fd1\u4e00\u8f66\u96be\u6c42\uff0c\u800c\u5c45\u6c11\u533a\u5219\u8f66\u8f86\u5927\u91cf\u6de4\u79ef\u3002\u7ebf\u4e0b\u8fd0\u7ef4\u56e2\u961f\u53ea\u80fd\u51ed\u7ecf\u9a8c\u8c03\u5ea6\uff0c\u6210\u672c\u9ad8\u3001\u6548\u7387\u4f4e\u3002<\/li>\n<li><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong> \u8f68\u8ff9\u8f6f\u4ef6\u901a\u8fc7\u5206\u6790\u6d77\u91cf\u7684\u7528\u6237\u9a91\u884c\u8f68\u8ff9\uff0c\u7ed8\u5236\u51fa\u57ce\u5e02\u4e0d\u540c\u533a\u57df\u3001\u4e0d\u540c\u65f6\u6bb5\u7684\u7528\u8f66\u9700\u6c42\u70ed\u529b\u56fe\u3002\u7ed3\u5408OD\u5206\u6790\uff0c\u7cbe\u51c6\u9884\u6d4b\u8f66\u8f86\u7684\u6d41\u52a8\u65b9\u5411\u3002\u57fa\u4e8e\u8fd9\u4e9b\u6d1e\u5bdf\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5411\u8fd0\u7ef4\u4eba\u5458\u667a\u80fd\u63a8\u8350\u8c03\u5ea6\u4efb\u52a1\uff0c\u6307\u5bfc\u4ed6\u4eec\u5c06\u8f66\u8f86\u4ece\u201c\u51b7\u533a\u201d\u6295\u653e\u5230\u201c\u70ed\u533a\u201d\u3002<\/li>\n<li><strong>\u4ef7\u503c\u91cf\u5316\uff1a<\/strong> 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(FAQ)<\/h2>\n<h3>Q1: 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