{"id":4237,"date":"2026-02-12T11:33:11","date_gmt":"2026-02-12T03:33:11","guid":{"rendered":"https:\/\/prognosistech.com\/?page_id=4237"},"modified":"2026-04-14T10:43:43","modified_gmt":"2026-04-14T02:43:43","slug":"vibrationsensorsfaultprediction","status":"publish","type":"page","link":"http:\/\/prognosistech.com\/en\/vibrationsensorsfaultprediction\/","title":{"rendered":"From Vibration Data to Fault Prediction: Smart Sensing in Industrial Equipment"},"content":{"rendered":"
\"\"<\/figure>\n\n\n\n

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\u3000\u3000\u5728\u5de5\u696d 4.0 \u8207\u5de5\u696d 5.0 \u7684\u8f49\u578b\u6d6a\u6f6e\u4e2d\uff0c\u8a2d\u5099\u5f9e\u300c\u58de\u4e86\u624d\u4fee\u300d\u8f49\u5411\u300c\u58de\u4e4b\u524d\u5c31\u9810\u6e2c\u4e26\u7dad\u8b77\u300d\u7684\u6a21\u5f0f\u8f49\u8b8a\u5df2\u6210\u70ba\u5fc5\u7136\u8da8\u52e2<\/strong>\u3002\u9810\u6e2c\u6027\u7dad\u8b77\uff08Predictive Maintenance, PdM\uff09\u4e0d\u50c5\u662f\u964d\u4f4e\u505c\u6a5f\u98a8\u96aa\u3001\u63d0\u5347\u7522\u80fd\u6548\u7387\u7684\u5229\u5668\uff0c\u66f4\u662f\u4f01\u696d\u5be6\u73fe\u6578\u4f4d\u5316\u3001\u667a\u6167\u5316\u904b\u71df\u7684\u91cd\u8981\u57fa\u790e\u3002\u800c\u632f\u52d5\u611f\u6e2c\u5668\uff0c\u5c31\u662f\u9810\u6e2c\u6027\u7dad\u8b77\u6700\u6838\u5fc3\u7684\u6280\u8853\u4e4b\u4e00\u3002<\/p>\n\n\n\n

\u258c\u632f\u52d5\u611f\u6e2c\u5668\u662f\u4ec0\u9ebc\uff1f<\/strong><\/h1>\n\n\n\n

\u3000\u3000\u632f\u52d5\u611f\u6e2c\u5668\u662f\u4e00\u7a2e\u7528\u4f86\u91cf\u6e2c\u6a5f\u68b0\u8a2d\u5099\u904b\u884c\u6642\u632f\u52d5\u884c\u70ba\u7684\u667a\u80fd\u611f\u6e2c\u88dd\u7f6e\u3002\u5b83\u80fd\u5920\u6301\u7e8c\u76e3\u6e2c\u8a2d\u5099\u7684\u904b\u884c\u72c0\u614b<\/strong>\uff0c\u4e26\u5c07\u632f\u52d5\u8a0a\u865f\u8f49\u63db\u6210\u6578\u4f4d\u8cc7\u6599\uff0c\u4f9b\u5f8c\u7aef\u5206\u6790\u7cfb\u7d71\u4f7f\u7528\u3002\u666e\u683c\u8afe\u65af\u79d1\u6280\u61c9\u7528 MEMS\uff08\u5fae\u6a5f\u96fb\u7cfb\u7d71\uff09\u6280\u8853\u6253\u9020\u7684\u632f\u52d5\u611f\u6e2c\u5668\u5177\u5099\u9ad8\u9748\u654f\u5ea6\u3001\u4f4e\u5e72\u64fe\u548c\u4e09\u8ef8\u91cf\u6e2c\u80fd\u529b<\/strong>\uff0c\u80fd\u5920\u4e00\u6b21\u6027\u6355\u6349\u8a2d\u5099\u5404\u65b9\u5411\u7684\u632f\u52d5\u7279\u5fb5\u8cc7\u8a0a\u3002\u9019\u4e9b\u5373\u6642\u632f\u52d5\u6578\u64da\u662f\u8b58\u5225\u8a2d\u5099\u73fe\u6cc1\u3001\u5206\u6790\u7570\u5e38\u8da8\u52e2\u3001\u9810\u6e2c\u6545\u969c\u7684\u57fa\u790e\u3002<\/p>\n\n\n\n

\u258c\u632f\u52d5\u611f\u6e2c\u5982\u4f55\u8f49\u5316\u70ba\u6545\u969c\u9810\u6e2c\u80fd\u529b\uff1f<\/strong><\/h2>\n\n\n\n

\u632f\u52d5\u611f\u6e2c\u5668\u672c\u8eab\u662f\u4e00\u500b\u6578\u64da\u6355\u6349\u7d42\u7aef\uff0c\u4f46 \u771f\u6b63\u7684\u50f9\u503c\u5728\u65bc\u667a\u80fd\u5206\u6790\u8207\u9810\u6e2c\u6d41\u7a0b<\/strong>\uff1a<\/p>\n\n\n

\n
\"\"<\/figure>\n<\/div>\n\n\n
    \n
  1. \u5373\u6642\u6578\u64da\u6536\u96c6<\/strong>
    \u611f\u6e2c\u5668\u5be6\u6642\u63a1\u96c6\u8a2d\u5099\u904b\u884c\u7684\u632f\u52d5\u8207\u6eab\u5ea6\u6578\u64da\uff0c\u5305\u62ec\u6642\u9593\u57df\u3001\u983b\u7387\u57df\u7b49\u591a\u7a2e\u7279\u5fb5\u3002<\/li>\n\n\n\n
  2. \u8cc7\u6599\u8655\u7406\u8207\u7279\u5fb5\u8403\u53d6<\/strong>
    \u900f\u904e\u908a\u7de3\u904b\u7b97\u8207\u6578\u4f4d\u4fe1\u865f\u8655\u7406\u6280\u8853\uff0c\u5c07\u539f\u59cb\u6578\u64da\u8f49\u5316\u70ba\u53ef\u5206\u6790\u7684\u7279\u5fb5\u503c\uff0c\u5982 RMS\u3001\u5cf0\u503c\u3001\u983b\u8b5c\u7b49\u3002<\/li>\n\n\n\n
  3. AI \u667a\u80fd\u8a3a\u65b7\u8207\u8da8\u52e2\u5206\u6790<\/strong>
    \u7d50\u5408\u5305\u542b\u8a2d\u5099\u6b77\u53f2\u884c\u70ba\u7684\u5927\u6578\u64da\u5eab\u8207 AI \u6a21\u578b\uff0c\u5206\u6790\u8a2d\u5099\u632f\u52d5\u6578\u64da\u7684\u8b8a\u5316\u8da8\u52e2\uff0c\u8b58\u5225\u7570\u5e38\u6a21\u5f0f\u3002<\/li>\n\n\n\n
  4. \u63d0\u524d\u9810\u8b66\u8207\u5efa\u8b70\u7dad\u8b77\u884c\u52d5<\/strong>
    \u7576 AI \u6a21\u578b\u5224\u65b7\u51fa\u7570\u5e38\u8da8\u52e2\u8d85\u904e\u5bb9\u5fcd\u7bc4\u570d\u6642\uff0c\u7cfb\u7d71\u80fd\u5920\u5373\u6642\u89f8\u767c\u8b66\u5831\u8207\u7dad\u8b77\u5efa\u8b70\uff0c\u4f7f\u73fe\u5834\u5de5\u7a0b\u5e2b\u53ef\u4ee5\u5728\u6545\u969c\u767c\u751f\u4e4b\u524d\u4ecb\u5165\u8655\u7406\u3002<\/li>\n<\/ol>\n\n\n\n

    \u9019\u7a2e\u5f9e\u611f\u6e2c\u5230\u667a\u80fd\u8a3a\u65b7\u518d\u5230\u9810\u6e2c\u8b66\u5831\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u6b63\u662f\u666e\u683c\u8afe\u65af\u79d1\u6280 PHM\uff08Prognostics & Health Management\uff09\u89e3\u6c7a\u65b9\u6848\u7684\u6838\u5fc3\u67b6\u69cb\u3002<\/p>\n\n\n\n

    \u258c\u632f\u52d5\u611f\u6e2c\u5668\u6578\u64da\u5728\u667a\u6167\u88fd\u9020\u4e2d\u7684\u50f9\u503c\uff1f<\/strong><\/h3>\n\n\n\n

    \u6a5f\u68b0\u8a2d\u5099\u7684\u632f\u52d5\u662f\u4e00\u7a2e\u300c\u8a2d\u5099\u5065\u5eb7\u7684\u5fc3\u96fb\u5716\u300d\u3002\u5728\u8a2d\u5099\u904b\u884c\u904e\u7a0b\u4e2d\uff1a<\/p>\n\n\n\n

      \n
    • \u8ef8\u627f\u78e8\u640d<\/li>\n\n\n\n
    • \u4e0d\u5e73\u8861\u904b\u8f49<\/li>\n\n\n\n
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    • \u9b06\u52d5\u6216\u5c0d\u4e2d\u4e0d\u826f<\/li>\n<\/ul>\n\n\n\n

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      \u258c\u632f\u52d5\u611f\u6e2c\u5728\u7522\u696d\u61c9\u7528\u4e2d\u7684\u95dc\u9375\u50f9\u503c<\/strong><\/h2>\n\n\n\n

      \u3000\u2705\u5ef6\u9577\u8a2d\u5099\u58fd\u547d\u8207\u964d\u4f4e\u7dad\u8b77\u6210\u672c<\/strong>
      \u3000\u901a\u904e\u63d0\u524d\u8b58\u5225\u8a2d\u5099\u8001\u5316\u8207\u640d\u58de\u8da8\u52e2\uff0c\u53ef\u4ee5\u907f\u514d\u91cd\u5927\u6545\u969c\u8207\u6602\u8cb4\u7684\u7dca\u6025\u7dad\u4fee\u884c\u52d5\u3002<\/p>\n\n\n\n

      \u3000\u2705\u63d0\u5347\u7522\u7dda\u7a69\u5b9a\u6027\u8207\u7522\u54c1\u826f\u7387<\/strong>
      \u3000\u5c0d\u65bc\u7cbe\u5bc6\u88fd\u9020\u8a2d\u5099\uff0c\u4efb\u4f55\u5fae\u5c0f\u7684\u632f\u52d5\u7570\u5e38\u90fd\u53ef\u80fd\u5f71\u97ff\u7522\u54c1\u54c1\u8cea\u3002\u900f\u904e\u5373\u6642\u76e3\u6e2c\u8207\u5206\u6790\uff0c\u53ef\u4fdd\u969c\u7522\u7dda\u7684\u7a69\u5b9a\u904b\u4f5c\u3002<\/p>\n\n\n\n

      \u3000\u2705\u652f\u6301\u667a\u6167\u5de5\u5ee0\u8207 ESG \u76ee\u6a19<\/strong>
      \u3000\u632f\u52d5\u611f\u6e2c\u7cfb\u7d71\u8207 AI \u5206\u6790\u76f8\u7d50\u5408\uff0c\u5e6b\u52a9\u4f01\u696d\u9032\u884c\u80fd\u6e90\u8207\u8a2d\u5099\u8cc7\u7522\u7684\u6574\u9ad4\u5065\u5eb7\u7ba1\u7406\uff0c\u6709\u5229\u65bc\u80fd\u6e90\u6548\u7387\u63d0\u5347\u3001\u78b3\u6392\u653e\u964d\u4f4e\u8207\u8a2d\u5099\u5b89\u5168
      \u3000\u6027\u63d0\u5347\u3002<\/p>\n\n\n\n

      \u258c\u632f\u52d5\u611f\u6e2c\u5982\u4f55\u843d\u5730<\/strong><\/h3>\n\n\n\n

      \u3000\u3000\u5728\u534a\u5c0e\u9ad4\u88fd\u9020\u3001\u77f3\u5316\u6d41\u7a0b\u8207\u98a8\u6a5f\u8a2d\u5099\u7b49\u9818\u57df\uff0c\u632f\u52d5\u611f\u6e2c\u8207\u9810\u6e2c\u6027\u7dad\u8b77\u5df2\u9010\u6f38\u53d6\u4ee3\u50b3\u7d71\u88ab\u52d5\u7dad\u4fee\u6a21\u5f0f\u3002\u4ee5\u534a\u5c0e\u9ad4\u7522\u696d\u70ba\u4f8b\uff0c\u7cbe\u5bc6\u7684\u771f\u7a7a\u6cf5\u3001\u5149\u523b\u6a5f\u548c\u84b8\u934d\u8a2d\u5099\uff0c\u5728\u904b\u884c\u521d\u671f\u7684\u5fae\u5c0f\u632f\u52d5\u8b8a\u5316\u5c31\u53ef\u80fd\u9810\u793a\u672a\u4f86\u6545\u969c\u3002\u900f\u904e\u632f\u52d5\u611f\u6e2c\u5668\u8207 AI \u6545\u969c\u9810\u6e2c\u5f15\u64ce\uff0c\u5de5\u7a0b\u5718\u968a\u53ef\u4ee5\u63d0\u524d\u9810\u77e5\u6f5b\u5728\u7570\u5e38\uff0c\u907f\u514d\u4e00\u6b21\u975e\u9810\u671f\u505c\u6a5f\u9020\u6210\u9f90\u5927\u7684\u7522\u80fd\u640d\u5931\u3002<\/p>\n\n\n\n

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      \u3000\u3000\u632f\u52d5\u611f\u6e2c\u5668\u4e26\u4e0d\u53ea\u662f\u300c\u76e3\u6e2c\u8a2d\u5099\u904b\u884c\u300d\u7684\u5de5\u5177\uff0c\u5b83\u662f \u8a2d\u5099\u5065\u5eb7\u667a\u80fd\u5316\u7ba1\u7406\u7684\u91cd\u8981\u57fa\u77f3<\/strong>\u3002\u7d50\u5408 AI \u5206\u6790\u3001\u6578\u64da\u6a21\u578b\u8207\u9810\u6e2c\u908f\u8f2f\uff0c\u632f\u52d5\u611f\u6e2c\u8b93\u4f01\u696d\u80fd\u5f9e\u88ab\u52d5\u7dad\u4fee\u8f49\u5411\u4e3b\u52d5\u9810\u9632\u2500\u2500\u9019\u6b63\u662f\u73fe\u4ee3\u5de5\u696d\u7dad\u904b\u7ba1\u7406\u8ffd\u6c42\u7684\u76ee\u6a19\u3002<\/p>\n\n\n\n

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