{"id":1113142,"date":"2025-01-08T17:44:58","date_gmt":"2025-01-08T09:44:58","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1113142.html"},"modified":"2025-01-08T17:45:01","modified_gmt":"2025-01-08T09:45:01","slug":"python%e5%a6%82%e4%bd%95%e5%ba%94%e7%94%a8%e5%9c%a8%e5%b7%a5%e4%b8%9a%e6%9c%ba%e5%99%a8%e4%ba%ba","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1113142.html","title":{"rendered":"python\u5982\u4f55\u5e94\u7528\u5728\u5de5\u4e1a\u673a\u5668\u4eba"},"content":{"rendered":"

\"python\u5982\u4f55\u5e94\u7528\u5728\u5de5\u4e1a\u673a\u5668\u4eba\"<\/p>\n

Python\u5728\u5de5\u4e1a\u673a\u5668\u4eba\u4e2d\u7684\u5e94\u7528\u5305\u62ec\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u3001\u81ea\u52a8\u5316\u63a7\u5236\u3001\u673a\u5668\u5b66\u4e60<\/a>\u548c\u4eba\u5de5\u667a\u80fd<\/a>\u3001\u89c6\u89c9\u7cfb\u7edf\u3001\u8fdc\u7a0b\u76d1\u63a7\u4e0e\u7ef4\u62a4\u7b49\u65b9\u9762<\/strong>\u3002\u5176\u4e2d\uff0c\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u662f\u6700\u4e3a\u91cd\u8981\u7684\u5e94\u7528\u4e4b\u4e00\u3002\u901a\u8fc7Python\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\uff0c\u53ef\u4ee5\u5bf9\u5de5\u4e1a\u673a\u5668\u4eba\u7684\u64cd\u4f5c\u6570\u636e\u8fdb\u884c\u9ad8\u6548\u7684\u5904\u7406\u548c\u5206\u6790\uff0c\u4ece\u800c\u4f18\u5316\u673a\u5668\u4eba\u7684\u6027\u80fd\u548c\u751f\u4ea7\u6548\u7387\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/h2>\n<\/p>\n

Python\u62e5\u6709\u4e30\u5bcc\u7684\u6570\u636e\u5904\u7406\u5e93\uff0c\u5982Pandas\u3001Numpy\u7b49\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u5904\u7406\u548c\u5206\u6790\u5927\u91cf\u7684\u5de5\u4e1a\u6570\u636e\u3002\u901a\u8fc7\u6570\u636e\u5206\u6790\uff0c\u53ef\u4ee5\u53d1\u73b0\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u74f6\u9888\u548c\u95ee\u9898\uff0c\u4ece\u800c\u4f18\u5316\u751f\u4ea7\u6d41\u7a0b\uff0c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u4ea7\u54c1\u8d28\u91cf\u3002<\/p>\n<\/p>\n

1\u3001\u6570\u636e\u91c7\u96c6<\/h3>\n<\/p>\n

\u5728\u5de5\u4e1a\u673a\u5668\u4eba\u5e94\u7528\u4e2d\uff0c\u6570\u636e\u91c7\u96c6\u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u4e2a\u73af\u8282\u3002Python\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u63a5\u53e3\u548c\u534f\u8bae\uff0c\u5982MODBUS\u3001OPC-UA\u3001TCP\/IP\u7b49\uff0c\u4e0e\u4f20\u611f\u5668\u3001PLC\uff08\u53ef\u7f16\u7a0b\u903b\u8f91\u63a7\u5236\u5668\uff09\u7b49\u8bbe\u5907\u8fdb\u884c\u901a\u4fe1\uff0c\u5b9e\u65f6\u91c7\u96c6\u751f\u4ea7\u6570\u636e\u3002<\/p>\n<\/p>\n

2\u3001\u6570\u636e\u5206\u6790<\/h3>\n<\/p>\n

\u91c7\u96c6\u5230\u6570\u636e\u540e\uff0cPython\u53ef\u4ee5\u5229\u7528Pandas\u3001Numpy\u7b49\u5e93\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u6574\u7406\u548c\u5206\u6790\u3002\u901a\u8fc7\u6570\u636e\u5206\u6790\uff0c\u53ef\u4ee5\u53d1\u73b0\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u95ee\u9898\u548c\u74f6\u9888\uff0c\u63d0\u51fa\u6539\u8fdb\u63aa\u65bd\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5206\u6790\u673a\u5668\u4eba\u8fd0\u884c\u6570\u636e\uff0c\u53ef\u4ee5\u53d1\u73b0\u673a\u5668\u4eba\u7684\u6545\u969c\u6a21\u5f0f\u548c\u539f\u56e0\uff0c\u4ece\u800c\u91c7\u53d6\u9884\u9632\u63aa\u65bd\uff0c\u51cf\u5c11\u6545\u969c\u53d1\u751f\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u81ea\u52a8\u5316\u63a7\u5236<\/h2>\n<\/p>\n

Python\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u5e93\u548c\u6846\u67b6\uff0c\u5982Pyro\u3001RoboDK\u3001ROS\uff08\u673a\u5668\u4eba\u64cd\u4f5c\u7cfb\u7edf\uff09\u7b49\uff0c\u5b9e\u73b0\u5bf9\u5de5\u4e1a\u673a\u5668\u4eba\u7684\u81ea\u52a8\u5316\u63a7\u5236\u3002\u901a\u8fc7\u7f16\u5199\u63a7\u5236\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u4eba\u5728\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u81ea\u52a8\u5316\u64cd\u4f5c\uff0c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u7cbe\u5ea6\u3002<\/p>\n<\/p>\n

1\u3001\u63a7\u5236\u7a0b\u5e8f\u7f16\u5199<\/h3>\n<\/p>\n

\u901a\u8fc7Python\u7f16\u5199\u63a7\u5236\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u673a\u5668\u4eba\u7684\u7cbe\u786e\u63a7\u5236\u3002\u4f8b\u5982\uff0c\u901a\u8fc7RoboDK\u5e93\uff0c\u53ef\u4ee5\u7f16\u5199\u7a0b\u5e8f\u63a7\u5236\u673a\u5668\u4eba\u8fdb\u884c\u710a\u63a5\u3001\u55b7\u6d82\u3001\u642c\u8fd0\u7b49\u64cd\u4f5c\u3002\u63a7\u5236\u7a0b\u5e8f\u53ef\u4ee5\u6839\u636e\u751f\u4ea7\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\uff0c\u7075\u6d3b\u6027\u9ad8\u3002<\/p>\n<\/p>\n

2\u3001\u63a7\u5236\u7cfb\u7edf\u96c6\u6210<\/h3>\n<\/p>\n

Python\u8fd8\u53ef\u4ee5\u4e0ePLC\u3001SCADA\uff08\u76d1\u63a7\u548c\u6570\u636e\u91c7\u96c6\u7cfb\u7edf\uff09\u7b49\u63a7\u5236\u7cfb\u7edf\u8fdb\u884c\u96c6\u6210\uff0c\u5b9e\u73b0\u5bf9\u6574\u4e2a\u751f\u4ea7\u7ebf\u7684\u81ea\u52a8\u5316\u63a7\u5236\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u4e0ePLC\u8fdb\u884c\u901a\u4fe1\uff0c\u63a7\u5236\u751f\u4ea7\u7ebf\u4e0a\u7684\u591a\u4e2a\u673a\u5668\u4eba\u534f\u540c\u5de5\u4f5c\uff0c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u534f\u8c03\u6027\u3002<\/p>\n<\/p>\n

\u4e09\u3001\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd<\/h2>\n<\/p>\n

Python\u5728\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6280\u672f\u6765\u63d0\u5347\u5de5\u4e1a\u673a\u5668\u4eba\u7684\u667a\u80fd\u5316\u6c34\u5e73\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\uff0c\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u4eba\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u81ea\u9002\u5e94\u80fd\u529b\u548c\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u3002<\/p>\n<\/p>\n

1\u3001\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3<\/h3>\n<\/p>\n

\u901a\u8fc7Python\u7684\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5982Scikit-learn\u3001TensorFlow\u3001Keras\u7b49\uff0c\u53ef\u4ee5\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u63d0\u5347\u673a\u5668\u4eba\u7684\u667a\u80fd\u5316\u6c34\u5e73\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u8bad\u7ec3\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\uff0c\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u4eba\u5bf9\u751f\u4ea7\u7ebf\u4e0a\u4ea7\u54c1\u7684\u81ea\u52a8\u8bc6\u522b\u548c\u5206\u7c7b\u3002<\/p>\n<\/p>\n

2\u3001\u667a\u80fd\u51b3\u7b56<\/h3>\n<\/p>\n

Python\u53ef\u4ee5\u5229\u7528\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u5b9e\u73b0\u673a\u5668\u4eba\u5728\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u667a\u80fd\u51b3\u7b56\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u4eba\u5728\u590d\u6742\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u81ea\u9002\u5e94\u80fd\u529b\u548c\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\uff0c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u8d28\u91cf\u3002<\/p>\n<\/p>\n

\u56db\u3001\u89c6\u89c9\u7cfb\u7edf<\/h2>\n<\/p>\n

Python\u5728\u5de5\u4e1a\u673a\u5668\u4eba\u89c6\u89c9\u7cfb\u7edf\u4e2d\u4e5f\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u901a\u8fc7\u56fe\u50cf\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\uff0c\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u4eba\u5bf9\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u56fe\u50cf\u6570\u636e\u8fdb\u884c\u5b9e\u65f6\u5904\u7406\u548c\u5206\u6790\uff0c\u63d0\u9ad8\u751f\u4ea7\u7cbe\u5ea6\u548c\u6548\u7387\u3002<\/p>\n<\/p>\n

1\u3001\u56fe\u50cf\u5904\u7406<\/h3>\n<\/p>\n

Python\u62e5\u6709\u4e30\u5bcc\u7684\u56fe\u50cf\u5904\u7406\u5e93\uff0c\u5982OpenCV\u3001PIL\u7b49\uff0c\u53ef\u4ee5\u5bf9\u56fe\u50cf\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\u3002\u4f8b\u5982\uff0c\u901a\u8fc7OpenCV\u5e93\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u751f\u4ea7\u7ebf\u4e0a\u4ea7\u54c1\u7684\u56fe\u50cf\u8bc6\u522b\u548c\u68c0\u6d4b\uff0c\u63d0\u9ad8\u751f\u4ea7\u8d28\u91cf\u548c\u6548\u7387\u3002<\/p>\n<\/p>\n

2\u3001\u8ba1\u7b97\u673a\u89c6\u89c9<\/h3>\n<\/p>\n

\u901a\u8fc7Python\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e93\uff0c\u5982OpenCV\u3001TensorFlow\u7b49\uff0c\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u4eba\u7684\u89c6\u89c9\u7cfb\u7edf\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\uff0c\u5b9e\u73b0\u673a\u5668\u4eba\u5bf9\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u56fe\u50cf\u6570\u636e\u8fdb\u884c\u5b9e\u65f6\u5904\u7406\u548c\u5206\u6790\uff0c\u63d0\u9ad8\u751f\u4ea7\u7cbe\u5ea6\u548c\u6548\u7387\u3002<\/p>\n<\/p>\n

\u4e94\u3001\u8fdc\u7a0b\u76d1\u63a7\u4e0e\u7ef4\u62a4<\/h2>\n<\/p>\n

Python\u53ef\u4ee5\u7528\u4e8e\u5de5\u4e1a\u673a\u5668\u4eba\u7684\u8fdc\u7a0b\u76d1\u63a7\u4e0e\u7ef4\u62a4\uff0c\u63d0\u9ad8\u751f\u4ea7\u7ebf\u7684\u7a33\u5b9a\u6027\u548c\u7ef4\u62a4\u6548\u7387\u3002\u901a\u8fc7\u8fdc\u7a0b\u76d1\u63a7\uff0c\u53ef\u4ee5\u5b9e\u65f6\u4e86\u89e3\u673a\u5668\u4eba\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u53ca\u65f6\u53d1\u73b0\u548c\u89e3\u51b3\u6545\u969c\u3002<\/p>\n<\/p>\n

1\u3001\u8fdc\u7a0b\u76d1\u63a7<\/h3>\n<\/p>\n

\u901a\u8fc7Python\u7f16\u5199\u8fdc\u7a0b\u76d1\u63a7\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u5de5\u4e1a\u673a\u5668\u4eba\u8fd0\u884c\u72b6\u6001\u7684\u5b9e\u65f6\u76d1\u63a7\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u4e0eSCADA\u7cfb\u7edf\u8fdb\u884c\u901a\u4fe1\uff0c\u5b9e\u65f6\u83b7\u53d6\u673a\u5668\u4eba\u7684\u8fd0\u884c\u6570\u636e\uff0c\u53d1\u73b0\u5f02\u5e38\u60c5\u51b5\u53ca\u65f6\u62a5\u8b66\u3002<\/p>\n<\/p>\n

2\u3001\u8fdc\u7a0b\u7ef4\u62a4<\/h3>\n<\/p>\n

Python\u8fd8\u53ef\u4ee5\u7528\u4e8e\u5de5\u4e1a\u673a\u5668\u4eba\u7684\u8fdc\u7a0b\u7ef4\u62a4\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u7f16\u5199\u8fdc\u7a0b\u63a7\u5236\u7a0b\u5e8f\uff0c\u5b9e\u73b0\u5bf9\u673a\u5668\u4eba\u7684\u8fdc\u7a0b\u8bca\u65ad\u548c\u7ef4\u62a4\uff0c\u51cf\u5c11\u505c\u673a\u65f6\u95f4\u548c\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n<\/p>\n

\u516d\u3001\u6848\u4f8b\u5206\u6790<\/h2>\n<\/p>\n

\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3Python\u5728\u5de5\u4e1a\u673a\u5668\u4eba\u4e2d\u7684\u5e94\u7528\uff0c\u4e0b\u9762\u901a\u8fc7\u51e0\u4e2a\u5177\u4f53\u7684\u6848\u4f8b\u6765\u8fdb\u884c\u5206\u6790\u3002<\/p>\n<\/p>\n

1\u3001\u6c7d\u8f66\u5236\u9020\u4e2d\u7684\u5e94\u7528<\/h3>\n<\/p>\n

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2\u3001\u7535\u5b50\u5236\u9020\u4e2d\u7684\u5e94\u7528<\/h3>\n<\/p>\n

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3\u3001\u98df\u54c1\u52a0\u5de5\u4e2d\u7684\u5e94\u7528<\/h3>\n<\/p>\n

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