{"id":7279,"date":"2026-09-02T13:12:34","date_gmt":"2026-09-02T05:12:34","guid":{"rendered":"https:\/\/nullthought.net\/?p=7279"},"modified":"2026-09-02T13:12:36","modified_gmt":"2026-09-02T05:12:36","slug":"%e7%ab%af%e4%be%a7-ai-edge-ai-soc-%e5%8c%85%e5%90%ab%e7%9a%84cpu%e3%80%81gpu%e3%80%81npu%e3%80%81mcu%e5%a6%82%e4%bd%95%e5%8d%8f%e5%90%8c%e5%b7%a5%e4%bd%9c%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7279","title":{"rendered":"\u7aef\u4fa7 AI\/Edge AI SoC \u5305\u542b\u7684CPU\u3001GPU\u3001NPU\u3001MCU\u5982\u4f55\u534f\u540c\u5de5\u4f5c\uff1f"},"content":{"rendered":"\n

Qualcomm 9\u67081\u65e5\u53d1\u5e03 Dragonwing Q-2390\u548cIQ-2390<\/strong><\/a>\uff0c\u8868\u9762\u4e0a\u770b\u53ea\u662fDragonwing\u4ea7\u54c1\u7ebf\u589e\u52a0\u4e86\u4e24\u6b3e\u4e2d\u4f4e\u7aefSoC\uff08System on Chip\uff09\uff0c\u4f46\u5982\u679c\u653e\u5230\u6574\u4e2a\u7aef\u4fa7 AI\/ Edge AI\u4ea7\u4e1a\u4e2d\u89c2\u5bdf\uff0c\u5b83\u91ca\u653e\u51fa\u7684\u4fe1\u53f7\u5176\u5b9e\u76f8\u5f53\u660e\u786e\uff1aEdge AI\u6b63\u5728\u4ece\u201c\u5c11\u6570\u9ad8\u6027\u80fd\u8bbe\u5907\u62e5\u6709AI\u201d\uff0c\u8fdb\u5165\u201c\u6210\u672c\u654f\u611f\u578b\u8bbe\u5907\u4e5f\u53ef\u4ee5\u9ed8\u8ba4\u62e5\u6709AI\u201d\u7684\u9636\u6bb5\u3002<\/strong><\/p>\n\n\n\n

\u5c24\u5176\u503c\u5f97\u5173\u6ce8\u7684\u662f\u9762\u5411\u5de5\u4e1a\u9886\u57df\u7684 Dragonwing IQ-2390<\/strong>\u3002\u5b83\u4e0d\u662f\u4e00\u9897\u8ffd\u6c42\u9ad8TOPS\u7684AI\u82af\u7247\u3002\u5b98\u65b9\u516c\u5e03\u7684AI\u6027\u80fd\u53ea\u6709 1.1 TOPS<\/strong>\uff0c\u4e0eDragonwing IQ10\u7cfb\u5217\u6700\u9ad8350 TOPS\u76f8\u6bd4\u751a\u81f3\u4e0d\u5728\u540c\u4e00\u4e2a\u6027\u80fd\u6863\u4f4d\u3002\u5b83\u91c7\u7528\u56db\u6838CPU\u2014\u20141\u4e2aCortex-A78\u52a03\u4e2aCortex-A55\uff0c\u540c\u65f6\u96c6\u6210Adreno 704 GPU\u3001Hexagon NPU\u4ee5\u53ca\u4e00\u4e2a\u7528\u4e8e\u5b9e\u65f6\u5904\u7406\u7684RISC-V MCU<\/strong>\u3002\u53ef\u4ee5\u628a\u8fd9\u5957\u67b6\u6784\u7406\u89e3\u6210\u4e00\u53f0\u5c0f\u578b\u5de5\u4e1a\u8bbe\u5907\u91cc\u7684\u201c\u5f02\u6784\u8ba1\u7b97\u56e2\u961f<\/strong>\u201d\uff1a\u5e76\u4e0d\u662fCPU\u3001GPU\u3001NPU\u3001MCU\u90fd\u53bb\u8dd1\u540c\u4e00\u4e2aAI\u6a21\u578b\uff0c\u800c\u662f\u628a\u4e0d\u540c\u6027\u8d28\u7684\u5de5\u4f5c\u5206\u7ed9\u6700\u5408\u9002\u7684\u8ba1\u7b97\u5355\u5143<\/strong>\u3002<\/p>\n\n\n\n

\u5176\u4e2d\u6700\u6838\u5fc3\u7684\u5206\u5de5\u662f\uff1a<\/p>\n\n\n\n

\n

Cortex-A78\/A55\u8d1f\u8d23\u201c\u7cfb\u7edf\u4e0e\u4e1a\u52a1\u903b\u8f91\u201d\uff0cHexagon NPU\u8d1f\u8d23\u201cAI\u63a8\u7406\u201d\uff0cAdreno GPU\u8d1f\u8d23\u201c\u56fe\u50cf\u5e76\u884c\u8ba1\u7b97\u4e0e\u663e\u793a\u201d\uff0cRISC-V MCU\u8d1f\u8d23\u201c\u786e\u5b9a\u6027\u5b9e\u65f6\u4efb\u52a1\u201d\u3002<\/strong><\/p>\n\n\n\n

\"\"
\u7aef\u4fa7 AI\/Edge AI SoC \u5305\u542b\u7684CPU\u3001GPU\u3001NPU\u3001MCU\u5982\u4f55\u534f\u540c\u5de5\u4f5c\uff1f<\/figcaption><\/figure>\n<\/blockquote>\n\n\n\n

\u8fd9\u6070\u6070\u5f88\u9002\u5408\u201c\u76ee\u6807\u68c0\u6d4b\u3001\u7f3a\u9677\u5206\u7c7b\u3001OCR\u3001\u72b6\u6001\u8bc6\u522b\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u4f20\u611f\u5668\u878d\u5408\u201d\u8fd9\u7c7b\u5de5\u4e1aEdge AI\u3002<\/p>\n\n\n\n

\u4e00\u3001\u5148\u770b\u56db\u7c7b\u8ba1\u7b97\u5355\u5143\u5206\u522b\u5e72\u4ec0\u4e48<\/h3>\n\n\n\n
\u7ec4\u4ef6<\/th>\u66f4\u9002\u5408\u505a\u4ec0\u4e48<\/th>\u5de5\u4e1a\u8bbe\u5907\u4e2d\u7684\u89d2\u8272<\/th><\/tr><\/thead>
1\u00d7 Cortex-A78<\/strong><\/td>\u9ad8\u6027\u80fd\u901a\u7528\u8ba1\u7b97<\/td>\u4e3b\u63a7\u3001\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u3001AI\u4efb\u52a1\u8c03\u5ea6<\/td><\/tr>
3\u00d7 Cortex-A55<\/strong><\/td>\u4f4e\u529f\u8017\u901a\u7528\u8ba1\u7b97<\/td>\u7f51\u7edc\u3001\u534f\u8bae\u3001\u6570\u636e\u5e93\u3001\u540e\u53f0\u670d\u52a1<\/td><\/tr>
Hexagon NPU<\/strong><\/td>\u795e\u7ecf\u7f51\u7edc\u77e9\u9635\u8ba1\u7b97<\/td>CNN\/Transformer\u7b49AI\u6a21\u578b\u63a8\u7406<\/td><\/tr>
Adreno 704 GPU<\/strong><\/td>\u9ad8\u5e76\u884c\u56fe\u5f62\/\u56fe\u50cf\u8ba1\u7b97<\/td>\u56fe\u50cf\u9884\u5904\u7406\u3001\u540e\u5904\u7406\u3001HMI\u663e\u793a<\/td><\/tr>
RISC-V MCU<\/strong><\/td>\u4f4e\u5ef6\u8fdf\u3001\u786e\u5b9a\u6027\u5b9e\u65f6\u63a7\u5236<\/td>IO\u3001\u4f20\u611f\u5668\u91c7\u96c6\u3001\u5b9e\u65f6\u63a7\u5236\u3001\u770b\u95e8\u72d7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u8fd9\u91cc\u6700\u5bb9\u6613\u4ea7\u751f\u7684\u8bef\u89e3\u662f\uff1a<\/p>\n\n\n\n

\u201c\u6709NPU\u4e86\uff0c\u8fd8\u8981CPU\u3001GPU\u3001MCU\u5e72\u4ec0\u4e48\uff1f\u201d<\/strong><\/p>\n\n\n\n

\u56e0\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684Edge AI\u4efb\u52a1\u5b9e\u9645\u4e0a\u4e0d\u662f\uff1a<\/p>\n\n\n\n

Camera \u2192 AI\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n

\u800c\u901a\u5e38\u662f\uff1a<\/p>\n\n\n\n

\u4f20\u611f\u5668\u91c7\u96c6 \u2192 \u6570\u636e\u9884\u5904\u7406 \u2192 AI\u63a8\u7406 \u2192 \u7ed3\u679c\u540e\u5904\u7406 \u2192 \u4e1a\u52a1\u5224\u65ad \u2192 \u63a7\u5236\u8bbe\u5907 \u2192 \u4e0a\u4f20\u6570\u636e \u2192 HMI\u663e\u793a\u3002<\/strong><\/p>\n\n\n\n

AI\u6a21\u578b\u672c\u8eab\u53ea\u5360\u5176\u4e2d\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n

\n\n\n\n

1. \u76ee\u6807\u68c0\u6d4b\uff1aNPU\u8d1f\u8d23\u201c\u770b\u61c2\u201d\uff0cCPU\u8d1f\u8d23\u201c\u51b3\u5b9a\u600e\u4e48\u529e\u201d<\/h1>\n\n\n\n

\u4f8b\u5982\u4e00\u4e2a\u5de5\u4e1a\u6444\u50cf\u5934\u68c0\u6d4b\u4f20\u9001\u5e26\u4e0a\u7684\u96f6\u4ef6\u3002<\/p>\n\n\n\n

\u6574\u4e2a\u94fe\u8def\u53ef\u80fd\u662f\uff1a<\/p>\n\n\n\n

\u6444\u50cf\u5934<\/strong><\/p>\n\n\n\n

\u2193<\/p>\n\n\n\n

ISP \/ GPU\u8fdb\u884c\u56fe\u50cf\u5904\u7406<\/strong><\/p>\n\n\n\n

\u2193<\/p>\n\n\n\n

Hexagon NPU\u8fd0\u884cYOLO\u7c7b\u6a21\u578b<\/strong><\/p>\n\n\n\n

\u2193<\/p>\n\n\n\n

CPU\u5904\u7406\u68c0\u6d4b\u6846\u3001\u7f6e\u4fe1\u5ea6\u548c\u4e1a\u52a1\u89c4\u5219<\/strong><\/p>\n\n\n\n

\u2193<\/p>\n\n\n\n

RISC-V MCU\u89e6\u53d1\u5254\u9664\u673a\u6784<\/strong><\/p>\n\n\n\n

\u5177\u4f53\u800c\u8a00\uff1a<\/p>\n\n\n\n

GPU \/ ISP<\/h3>\n\n\n\n

\u5148\u5b8c\u6210\uff1a<\/p>\n\n\n\n

    \n
  • \u56fe\u50cf\u7f29\u653e\uff1b<\/li>\n\n\n\n
  • \u8272\u5f69\u8f6c\u6362\uff1b<\/li>\n\n\n\n
  • \u7578\u53d8\u6821\u6b63\uff1b<\/li>\n\n\n\n
  • ROI\u88c1\u526a\uff1b<\/li>\n\n\n\n
  • \u56fe\u50cf\u589e\u5f3a\u3002<\/li>\n<\/ul>\n\n\n\n

    NPU<\/h3>\n\n\n\n

    \u8fd0\u884c\u76ee\u6807\u68c0\u6d4b\u7f51\u7edc\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n

    YOLO \u2192 \u201c\u8fd9\u91cc\u6709\u4e00\u4e2a\u96f6\u4ef6\uff0c\u5750\u6807(x,y)\uff0c\u7f6e\u4fe1\u5ea698%\u201d\u3002<\/strong><\/p>\n\n\n\n

    \u8fd9\u90e8\u5206\u5305\u542b\u5927\u91cf\u5377\u79ef\u548c\u77e9\u9635\u4e58\u6cd5\uff0c\u662fNPU\u6700\u64c5\u957f\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n

    Cortex-A78<\/h3>\n\n\n\n

    \u518d\u5904\u7406\uff1a<\/p>\n\n\n\n

    \n

    \u201c\u8fd9\u4e2a\u96f6\u4ef6\u662f\u4e0d\u662f\u5f53\u524d\u8ba2\u5355\u8981\u6c42\u7684\u578b\u53f7\uff1f\u201d<\/p>\n<\/blockquote>\n\n\n\n

    \u6216\u8005\uff1a<\/p>\n\n\n\n

    \n

    \u201c\u8fde\u7eed\u4e09\u5e27\u68c0\u6d4b\u5230\u624d\u786e\u8ba4\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n

    \u4ee5\u53ca\uff1a<\/p>\n\n\n\n

    \n

    \u201c\u8fd9\u4e2a\u96f6\u4ef6\u7684\u4f4d\u7f6e\u4ec0\u4e48\u65f6\u5019\u5230\u8fbe\u6c14\u52a8\u5254\u9664\u673a\u6784\uff1f\u201d<\/p>\n<\/blockquote>\n\n\n\n

    \u8fd9\u4e9b\u5c5e\u4e8e\u89c4\u5219\u3001\u903b\u8f91\u3001\u72b6\u6001\u673a\uff0c\u4e0d\u9002\u5408NPU\u3002<\/p>\n\n\n\n

    RISC-V MCU<\/h3>\n\n\n\n

    \u6700\u540e\u5230\u4e86\u7cbe\u786e\u65f6\u523b\uff1a<\/p>\n\n\n\n

    GPIO\u8f93\u51fa \u2192 \u7535\u78c1\u9600\u52a8\u4f5c \u2192 \u5254\u9664\u96f6\u4ef6\u3002<\/strong><\/p>\n\n\n\n

    \u8fd9\u4e00\u73af\u8282\u4e0d\u80fd\u56e0\u4e3aLinux\u7a81\u7136\u8c03\u5ea6\u5176\u4ed6\u4efb\u52a1\u800c\u665a50ms\uff0c\u56e0\u6b64\u7531\u5b9e\u65f6MCU\u6267\u884c\u66f4\u5408\u9002\u3002<\/p>\n\n\n\n

    \u6240\u4ee5\u8fd9\u91cc\u5176\u5b9e\u662f\uff1a<\/p>\n\n\n\n

    \n

    NPU\u8d1f\u8d23\u611f\u77e5\uff0cCPU\u8d1f\u8d23\u51b3\u7b56\uff0cMCU\u8d1f\u8d23\u6267\u884c\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n

    \n\n\n\n

    2. \u7f3a\u9677\u5206\u7c7b\uff1aNPU\u5f80\u5f80\u662f\u771f\u6b63\u7684\u4e3b\u529b<\/h1>\n\n\n\n

    \u4f8b\u5982\u68c0\u67e5\u91d1\u5c5e\u8868\u9762\uff1a<\/p>\n\n\n\n

    \u6b63\u5e38 \/ \u5212\u75d5 \/ \u88c2\u7eb9 \/ \u51f9\u5751\u3002<\/strong><\/p>\n\n\n\n

    \u6d41\u7a0b\u53ef\u80fd\u662f\uff1a<\/p>\n\n\n\n

    Camera \u2192 \u56fe\u50cf\u9884\u5904\u7406 \u2192 NPU CNN \u2192 \u7f3a\u9677\u7c7b\u578b \u2192 CPU\u89c4\u5219 \u2192 PLC<\/strong><\/p>\n\n\n\n

    \u8fd9\u65f6\u5019NPU\u8fd0\u884c\uff1a<\/p>\n\n\n\n

      \n
    • MobileNet\uff1b<\/li>\n\n\n\n
    • ResNet\uff1b<\/li>\n\n\n\n
    • EfficientNet\uff1b<\/li>\n\n\n\n
    • \u5c0f\u578bViT\uff1b<\/li>\n<\/ul>\n\n\n\n

      \u4e4b\u7c7b\u7684\u5206\u7c7b\u6a21\u578b\u3002<\/p>\n\n\n\n

      \u5047\u8bbe\u5f97\u5230\uff1a<\/p>\n\n\n\n

      Scratch\uff1a0.91
      Normal\uff1a0.06
      Crack\uff1a0.03<\/strong><\/p>\n\n\n\n

      CPU\u518d\u6839\u636e\u5de5\u5382\u4e1a\u52a1\u89c4\u5219\u51b3\u5b9a\uff1a<\/p>\n\n\n\n

      >0.85 \u2192 NG<\/strong><\/p>\n\n\n\n

      \u4e4b\u540e\u901a\u8fc7\u5de5\u4e1a\u4ee5\u592a\u7f51\u6216\u8005IO\u901a\u77e5\u751f\u4ea7\u7cfb\u7edf\u3002<\/p>\n\n\n\n

      \u8fd9\u91ccGPU\u751a\u81f3\u53ef\u80fd\u57fa\u672c\u4e0d\u53c2\u4e0eAI\u8ba1\u7b97\u3002<\/p>\n\n\n\n

      \u56e0\u4e3a\u5bf9\u4e8e\u4e00\u4e2a\u5df2\u7ecf\u91cf\u5316\u6210INT8\u7684\u5c0fCNN\uff1a<\/p>\n\n\n\n

      \n

      \u76f4\u63a5\u4ea4\u7ed9NPU\u5f80\u5f80\u6548\u7387\u6700\u9ad8\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n

      \u6240\u4ee5\u5f02\u6784\u67b6\u6784\u4e0d\u662f\u201c\u6240\u6709\u5355\u5143\u5fc5\u987b\u540c\u65f6\u5de5\u4f5c\u201d\uff0c\u800c\u662f\u6309\u4efb\u52a1\u9009\u62e9\u8def\u5f84<\/strong>\u3002<\/p>\n\n\n\n

      \n\n\n\n

      3. OCR\uff1aCPU + GPU\/NPU\u534f\u540c\u5c24\u5176\u5178\u578b<\/h1>\n\n\n\n

      \u5de5\u4e1aOCR\u5b9e\u9645\u4e0a\u7ecf\u5e38\u5305\u542b\u4e24\u4e2aAI\u9636\u6bb5\uff1a<\/p>\n\n\n\n

      \u6587\u5b57\u5728\u54ea\u91cc\uff1f<\/strong><\/p>\n\n\n\n

      \u2193<\/p>\n\n\n\n

      \u6587\u5b57\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n\n\n\n

      \u4f8b\u5982\u8bfb\u53d6\uff1a<\/p>\n\n\n\n

      \u4ea7\u54c1\u5e8f\u5217\u53f7\u3001\u751f\u4ea7\u65e5\u671f\u3001\u4e8c\u7ef4\u7801\u65c1\u5b57\u7b26\u3002<\/strong><\/p>\n\n\n\n

      \u53ef\u80fd\u7684\u6d41\u7a0b\uff1a<\/p>\n\n\n\n

      \u7b2c\u4e00\u6b65\uff1aCPU\/GPU<\/h3>\n\n\n\n

      \u505a\u900f\u89c6\u6821\u6b63\u3001\u65cb\u8f6c\u3001\u589e\u5f3a\u3001\u53bb\u566a\u3002<\/p>\n\n\n\n

      \u7b2c\u4e8c\u6b65\uff1aNPU<\/h3>\n\n\n\n

      \u8fd0\u884cText Detection\u6a21\u578b\uff1a<\/p>\n\n\n\n

      \u627e\u5230\u6587\u5b57\u533a\u57df\u3002<\/strong><\/p>\n\n\n\n

      \u7b2c\u4e09\u6b65\uff1aNPU<\/h3>\n\n\n\n

      \u518d\u8fd0\u884cText Recognition\u6a21\u578b\uff1a<\/p>\n\n\n\n

      \u201cA38B210928\u201d<\/strong><\/p>\n\n\n\n

      \u7b2c\u56db\u6b65\uff1aCPU<\/h3>\n\n\n\n

      \u68c0\u67e5\uff1a<\/p>\n\n\n\n

        \n
      • \u683c\u5f0f\u662f\u5426\u5408\u6cd5\uff1b<\/li>\n\n\n\n
      • \u662f\u5426\u4e0e\u6570\u636e\u5e93\u5339\u914d\uff1b<\/li>\n\n\n\n
      • \u662f\u5426\u91cd\u590d\uff1b<\/li>\n\n\n\n
      • \u662f\u5426\u5c5e\u4e8e\u672c\u6279\u6b21\u3002<\/li>\n<\/ul>\n\n\n\n

        \u56e0\u6b64\uff1a<\/p>\n\n\n\n

        \n

        NPU\u89e3\u51b3\u201c\u8bc6\u522b\u201d\uff0cCPU\u89e3\u51b3\u201c\u7406\u89e3\u4e1a\u52a1\u542b\u4e49\u201d\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n

        GPU\u5219\u6bd4\u8f83\u9002\u5408\u505a\u56fe\u50cf\u51e0\u4f55\u5904\u7406\u548cHMI\u53e0\u52a0\uff0c\u4f8b\u5982\u5728\u5c4f\u5e55\u4e0a\u5b9e\u65f6\u753b\u51fa\u68c0\u6d4b\u6846\u3002<\/p>\n\n\n\n

        \n\n\n\n

        4. \u72b6\u6001\u8bc6\u522b\uff1a\u751a\u81f3\u4e0d\u4e00\u5b9a\u9700\u8981GPU<\/h1>\n\n\n\n

        \u4f8b\u5982\uff1a<\/p>\n\n\n\n

        \u901a\u8fc7\u632f\u52a8\u3001\u7535\u6d41\u3001\u58f0\u97f3\u5224\u65ad\uff1a<\/p>\n\n\n\n

        \u6b63\u5e38 \/ \u8f74\u627f\u5f02\u5e38 \/ \u4e0d\u5e73\u8861 \/ \u677e\u52a8\u3002<\/strong><\/p>\n\n\n\n

        \u8fd9\u79cd\u4efb\u52a1\u7684\u6570\u636e\u53ef\u80fd\u6839\u672c\u4e0d\u662f\u56fe\u50cf\u3002<\/p>\n\n\n\n

        \u6570\u636e\u94fe\u8def\u53ef\u4ee5\u975e\u5e38\u7b80\u5355\uff1a<\/p>\n\n\n\n

        \u632f\u52a8\u4f20\u611f\u5668<\/strong><\/p>\n\n\n\n

        \u2193<\/p>\n\n\n\n

        RISC-V MCU\u5b9e\u65f6\u91c7\u6837<\/strong><\/p>\n\n\n\n

        \u2193<\/p>\n\n\n\n

        FFT \/ \u7279\u5f81\u8ba1\u7b97<\/strong><\/p>\n\n\n\n

        \u2193<\/p>\n\n\n\n

        NPU\u8fd0\u884c1D CNN \/ Tiny Transformer<\/strong><\/p>\n\n\n\n

        \u2193<\/p>\n\n\n\n

        CPU\u7efc\u5408\u5224\u65ad<\/strong><\/p>\n\n\n\n

        \u2193<\/p>\n\n\n\n

        \u62a5\u8b66 \/ \u4e0a\u62a5<\/strong><\/p>\n\n\n\n

        \u8fd9\u91ccRISC-V MCU\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n

        \u56e0\u4e3a\u5b83\u53ef\u4ee5\u6309\u7167\uff1a<\/p>\n\n\n\n

        1kHz\u30015kHz\u751a\u81f3\u66f4\u9ad8\u56fa\u5b9a\u91c7\u6837\u5468\u671f<\/strong><\/p>\n\n\n\n

        \u4e25\u683c\u91c7\u96c6\u4f20\u611f\u5668\u6570\u636e\u3002<\/p>\n\n\n\n

        \u7136\u540eCPU\u6216\u8005DSP\u7c7b\u8ba1\u7b97\u5355\u5143\u5b8c\u6210\uff1a<\/p>\n\n\n\n

        \u6ee4\u6ce2\u3001FFT\u3001RMS\u3001\u9891\u57df\u7279\u5f81\u3002<\/strong><\/p>\n\n\n\n

        \u6700\u540eNPU\u8fd0\u884c\u6a21\u578b\uff1a<\/p>\n\n\n\n

        \n

        \u201c\u8f74\u627f\u5f02\u5e38\u6982\u738792%\u3002\u201d<\/strong><\/p>\n<\/blockquote>\n\n\n\n

        CPU\u518d\u7ed3\u5408\uff1a<\/p>\n\n\n\n

        \u8f6c\u901f\u3001\u8d1f\u8377\u3001\u6e29\u5ea6\u3001\u5386\u53f2\u72b6\u6001<\/strong><\/p>\n\n\n\n

        \u5224\u65ad\u5230\u5e95\u662f\u5426\u9700\u8981\u62a5\u8b66\u3002<\/p>\n\n\n\n

        \u56e0\u6b64\u5de5\u4e1aAI\u4e2d\u975e\u5e38\u5178\u578b\u7684\u4e00\u79cd\u6a21\u5f0f\u662f\uff1a<\/p>\n\n\n\n

        \n

        MCU\u91c7\u96c6 \u2192 AI\u6a21\u578b\u5224\u65ad \u2192 CPU\u505a\u7efc\u5408\u8bca\u65ad\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n

        \n\n\n\n

        5. \u7b80\u5355\u4f20\u611f\u5668\u878d\u5408\uff1aMCU\u548cCPU\u7684\u4ef7\u503c\u53cd\u800c\u66f4\u7a81\u51fa<\/h1>\n\n\n\n

        \u5047\u8bbe\u8bbe\u5907\u540c\u65f6\u6709\uff1a<\/p>\n\n\n\n

        \u632f\u52a8 + \u6e29\u5ea6 + \u7535\u6d41 + \u8f6c\u901f\u3002<\/strong><\/p>\n\n\n\n

        MCU\u9996\u5148\u8d1f\u8d23\u5b9e\u65f6\u91c7\u96c6\uff1a<\/p>\n\n\n\n

        Acc(t)<\/strong>
        Current(t)<\/strong>
        RPM(t)<\/strong>
        Temperature(t)<\/strong><\/p>\n\n\n\n

        \u5173\u952e\u5728\u4e8e\u7ed9\u4e0d\u540c\u4f20\u611f\u5668\u63d0\u4f9b\u7edf\u4e00\u65f6\u95f4\u57fa\u51c6<\/strong>\u3002<\/p>\n\n\n\n

        \u4e4b\u540eCPU\u8fdb\u884c\uff1a<\/p>\n\n\n\n

          \n
        • \u65f6\u95f4\u5bf9\u9f50\uff1b<\/li>\n\n\n\n
        • \u63d2\u503c\uff1b<\/li>\n\n\n\n
        • \u6ee4\u6ce2\uff1b<\/li>\n\n\n\n
        • \u7279\u5f81\u8ba1\u7b97\uff1b<\/li>\n\n\n\n
        • \u6570\u636e\u7a97\u53e3\u7ec4\u7ec7\u3002<\/li>\n<\/ul>\n\n\n\n

          \u5f62\u6210\u4f8b\u5982\uff1a<\/p>\n\n\n\n

          5\u79d2 \u00d7 \u591a\u4f20\u611f\u5668<\/strong><\/p>\n\n\n\n

          \u7684\u6570\u636e\u7a97\u53e3\u3002<\/p>\n\n\n\n

          \u518d\u4ea4\u7ed9NPU\u8fd0\u884c\uff1a<\/p>\n\n\n\n

          TCN \/ 1D CNN \/ LSTM \/ Transformer<\/strong><\/p>\n\n\n\n

          \u5f97\u5230\uff1a<\/p>\n\n\n\n

          Normal 0.03
          Bearing Fault 0.87
          Misalignment 0.10<\/strong><\/p>\n\n\n\n

          CPU\u518d\u7ed3\u5408\u8bbe\u5907\u72b6\u6001\u548c\u5386\u53f2\u6570\u636e\u7ed9\u51fa\u6700\u7ec8\u5224\u65ad\u3002<\/p>\n\n\n\n

          \u56e0\u6b64\u6240\u8c13Sensor Fusion\u5e76\u4e0d\u662f\u7b80\u5355\uff1a<\/p>\n\n\n\n

          \n

          \u201cNPU\u8bfb\u53d6\u6240\u6709\u4f20\u611f\u5668\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n

          \u771f\u6b63\u5de5\u7a0b\u7ed3\u6784\u901a\u5e38\u662f\uff1a<\/p>\n\n\n\n

          \n

          MCU\u4fdd\u8bc1\u6570\u636e\u51c6\u786e \u2192 CPU\u6574\u7406\u6570\u636e \u2192 NPU\u53d1\u73b0\u6a21\u5f0f\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n

          \n\n\n\n

          \u4e3a\u4ec0\u4e48\u8fd8\u9700\u8981\u4e00\u4e2a\u6027\u80fd\u8f83\u5f3a\u7684Cortex-A78\uff1f<\/h1>\n\n\n\n

          A78\u7684\u4f5c\u7528\u5f88\u50cf\u201c\u8f66\u95f4\u4e3b\u4efb<\/strong>\u201d\u3002<\/p>\n\n\n\n

          \u5b83\u672a\u5fc5\u5e72\u6700\u7e41\u91cd\u7684\u795e\u7ecf\u7f51\u7edc\u8ba1\u7b97\uff0c\u4f46\u8981\u8d1f\u8d23\u534f\u8c03\u6574\u4e2a\u7cfb\u7edf\u3002<\/p>\n\n\n\n

          \u4f8b\u5982\u540c\u65f6\u8fd0\u884c\uff1a<\/p>\n\n\n\n

          Linux \/ Android \/ QNX<\/strong><\/p>\n\n\n\n

          \u4ee5\u53ca\uff1a<\/p>\n\n\n\n

            \n
          • AI Runtime\uff1b<\/li>\n\n\n\n
          • \u6444\u50cf\u5934\u7ba1\u7406\uff1b<\/li>\n\n\n\n
          • \u7f51\u7edc\u901a\u4fe1\uff1b<\/li>\n\n\n\n
          • OPC UA \/ MQTT\uff1b<\/li>\n\n\n\n
          • Web\u670d\u52a1\uff1b<\/li>\n\n\n\n
          • \u672c\u5730\u6570\u636e\u5e93\uff1b<\/li>\n\n\n\n
          • HMI\uff1b<\/li>\n\n\n\n
          • OTA\uff1b<\/li>\n\n\n\n
          • \u65e5\u5fd7\uff1b<\/li>\n\n\n\n
          • AI\u6a21\u578b\u5207\u6362\u3002<\/li>\n<\/ul>\n\n\n\n

            \u7279\u522b\u662fAI\u5e94\u7528\u4e2d\u8fd8\u6709\u5f88\u591a\u4e0d\u9002\u5408NPU\u7684\u4ee3\u7801\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n

            \u5982\u679c defect_score > 0.85\n\u4e14\u5f53\u524d\u8bbe\u5907\u5904\u4e8e RUN \u72b6\u6001\n\u4e14\u8fde\u7eed3\u5e27\u68c0\u6d4b\u5230\n\u4e14\u5f53\u524d\u5de5\u4ef6ID\u6709\u6548\n\u5219\uff1a\n    \u751f\u6210NG\u8bb0\u5f55\n    \u4fdd\u5b58\u56fe\u7247\n    \u901a\u77e5PLC\n    \u4e0a\u4f20MES<\/code><\/pre>\n\n\n\n
            \u8fd9\u7c7b\u903b\u8f91CPU\u505a\u8d77\u6765\u975e\u5e38\u81ea\u7136\u3002<\/p>\n\n\n\n
            \n\n\n\n
            \u4e3a\u4ec0\u4e48\u8fd8\u9700\u89813\u4e2aA55\uff1f<\/h1>\n\n\n\n
            \u56e0\u4e3a\u5b8c\u5168\u8ba9A78\u4e00\u76f4\u8fd0\u884c\u5f88\u6d6a\u8d39\u529f\u8017\u3002<\/p>\n\n\n\n
            \u4f8b\u5982\u8bbe\u5907\u5927\u591a\u6570\u65f6\u95f4\u53ea\u9700\u8981\uff1a<\/p>\n\n\n\n
              \n
            • \u7f51\u7edc\u8fde\u63a5\uff1b<\/li>\n\n\n\n
            • MQTT\uff1b<\/li>\n\n\n\n
            • \u65e5\u5fd7\uff1b<\/li>\n\n\n\n
            • \u6570\u636e\u4e0a\u4f20\uff1b<\/li>\n\n\n\n
            • HMI\u540e\u53f0\uff1b<\/li>\n\n\n\n
            • \u7cfb\u7edf\u5b88\u62a4\u8fdb\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n
              \u53ef\u4ee5\u66f4\u591a\u5730\u4ea4\u7ed9A55\u3002<\/p>\n\n\n\n
              \u9700\u8981\u590d\u6742\u64cd\u4f5c\u65f6\uff0c\u518d\u8ba9A78\u4ecb\u5165\u3002<\/p>\n\n\n\n
              \u56e0\u6b64\uff1a<\/p>\n\n\n\n
              A78 = \u6027\u80fd\u6838<\/strong><\/p>\n\n\n\n
              A55 = \u6548\u7387\u6838<\/strong><\/p>\n\n\n\n
              \u5f62\u6210\u7c7b\u4f3c\u624b\u673aSoC\u4e2d\u7684Big.LITTLE\u67b6\u6784\u3002<\/p>\n\n\n\n
              \n\n\n\n
              GPU\u548cNPU\u4e4b\u95f4\u4e5f\u4e0d\u662f\u7b80\u5355\u7ade\u4e89\u5173\u7cfb<\/h1>\n\n\n\n
              \u4e24\u8005\u867d\u7136\u90fd\u53ef\u4ee5\u505a\u5e76\u884c\u8ba1\u7b97\uff0c\u4f46\u5b9a\u4f4d\u4e0d\u540c\u3002<\/p>\n\n\n\n
              NPU<\/h3>\n\n\n\n
              \u66f4\u50cf\uff1a<\/p>\n\n\n\n
              \n
              AI\u4e13\u7528\u53d1\u52a8\u673a<\/strong><\/p>\n<\/blockquote>\n\n\n\n
              \u4f18\u52bf\u662f\uff1a<\/p>\n\n\n\n
                \n
              • INT8\/INT16\u6548\u7387\u9ad8\uff1b<\/li>\n\n\n\n
              • \u5355\u4f4d\u529f\u8017\u63a8\u7406\u6027\u80fd\u9ad8\uff1b<\/li>\n\n\n\n
              • CNN\u7b49\u6a21\u578b\u975e\u5e38\u5408\u9002\u3002<\/li>\n<\/ul>\n\n\n\n
                GPU<\/h3>\n\n\n\n
                \u66f4\u50cf\uff1a<\/p>\n\n\n\n
                \n
                \u901a\u7528\u5e76\u884c\u53d1\u52a8\u673a<\/strong><\/p>\n<\/blockquote>\n\n\n\n
                \u9002\u5408\uff1a<\/p>\n\n\n\n
                  \n
                • \u56fe\u50cf\u5904\u7406\uff1b<\/li>\n\n\n\n
                • OpenGL\/Vulkan\uff1b<\/li>\n\n\n\n
                • HMI\uff1b<\/li>\n\n\n\n
                • \u7279\u6b8a\u7b97\u5b50\uff1b<\/li>\n\n\n\n
                • NPU\u4e0d\u652f\u6301\u7684\u6a21\u578bOperator\uff1b<\/li>\n\n\n\n
                • \u67d0\u4e9b\u540e\u5904\u7406\u3002<\/li>\n<\/ul>\n\n\n\n
                  \u56e0\u6b64\u5b9e\u9645AI Pipeline\u53ef\u80fd\u51fa\u73b0\uff1a<\/p>\n\n\n\n
                  GPU preprocess<\/strong><\/p>\n\n\n\n
                  \u2193<\/p>\n\n\n\n
                  NPU inference<\/strong><\/p>\n\n\n\n
                  \u2193<\/p>\n\n\n\n
                  CPU postprocess<\/strong><\/p>\n\n\n\n
                  \u8fd9\u662f\u975e\u5e38\u5178\u578b\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n
                  \n\n\n\n
                  RISC-V MCU\u53ef\u80fd\u662f\u5de5\u4e1a\u573a\u666f\u91cc\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u4e00\u5757<\/h1>\n\n\n\n
                  \u5bf9\u4e8e\u6d88\u8d39Edge AI\u8bbe\u5907\uff0c\u6709\u6ca1\u6709MCU\u53ef\u80fd\u533a\u522b\u4e0d\u5927\u3002<\/p>\n\n\n\n
                  \u4f46\u5bf9\u5de5\u4e1a\u8bbe\u5907\uff0c\u8fd9\u5757\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n
                  \u56e0\u4e3a\uff1a<\/p>\n\n\n\n
                  \n
                  AI\u662f\u6982\u7387\u6027\u7684\uff0c\u63a7\u5236\u7cfb\u7edf\u5fc5\u987b\u662f\u786e\u5b9a\u6027\u7684\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n
                  \u4f8b\u5982AI\u5224\u65ad\uff1a<\/p>\n\n\n\n
                  \n
                  \u201c\u53d1\u73b0\u5f02\u5e38\u5de5\u4ef6\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n
                  \u771f\u6b63\u4ec0\u4e48\u65f6\u5019\u6253\u5f00\u7535\u78c1\u9600\uff0c\u53ef\u80fd\u8981\u6c42\u8bef\u5dee\u4e0d\u80fd\u8d85\u8fc7\u51e0\u6beb\u79d2\u3002<\/p>\n\n\n\n
                  \u4e0d\u80fd\u8ba9Linux CPU\u53bb\u8d4c\u8c03\u5ea6\u65f6\u95f4\u3002<\/p>\n\n\n\n
                  \u4e8e\u662f\u53ef\u4ee5\u91c7\u7528\uff1a<\/p>\n\n\n\n
                  Linux CPU\uff1a<\/strong>
                  \u201c\u8bf7\u5728Encoder\u8ba1\u6570\u5230125430\u65f6\u5254\u9664\u3002\u201d<\/p>\n\n\n\n
                  \u2193<\/p>\n\n\n\n
                  RISC-V MCU\uff1a<\/strong><\/p>\n\n\n\n
                  \u6301\u7eed\u8bfb\u53d6Encoder\uff1a<\/p>\n\n\n\n
                  124950
                  125012
                  125301
                  125430<\/p>\n\n\n\n
                  \u2193<\/p>\n\n\n\n
                  \u7acb\u5373\uff1a<\/p>\n\n\n\n
                  DO = HIGH<\/strong><\/p>\n\n\n\n
                  \u8fd9\u79cd\u67b6\u6784\u628a\uff1a<\/p>\n\n\n\n
                  AI\u667a\u80fd<\/strong><\/p>\n\n\n\n
                  \u548c<\/p>\n\n\n\n
                  \u5b9e\u65f6\u63a7\u5236<\/strong><\/p>\n\n\n\n
                  \u8fdb\u884c\u4e86\u975e\u5e38\u6e05\u6670\u7684\u9694\u79bb\u3002<\/p>\n\n\n\n
                  \n\n\n\n
                  \u4e00\u53f0\u5178\u578bEdge AI\u5de5\u4e1a\u8bbe\u5907\u53ef\u4ee5\u8fd9\u6837\u5de5\u4f5c<\/h1>\n\n\n\n
                  \u5047\u8bbe\u505a\u4e00\u4e2aAI\u89c6\u89c9\u8d28\u68c0\u8bbe\u5907\uff1a<\/p>\n\n\n\n
                  Camera\n  \u2193\nISP \/ GPU\n\u56fe\u50cf\u5904\u7406\n  \u2193\nHexagon NPU\n\u7f3a\u9677AI\u6a21\u578b\n  \u2193\nCortex-A78\n\u4e1a\u52a1\u5224\u65ad\n  \u2193\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n \u2193               \u2193\nA55              RISC-V MCU\nMES\/\u6570\u636e\u5e93        \u5b9e\u65f6IO\u63a7\u5236\n\u7f51\u7edc\u4e0a\u4f20          PLC\/\u6267\u884c\u673a\u6784\n  \u2193\nAdreno GPU\nHMI\u663e\u793a<\/code><\/pre>\n\n\n\n
                  \u8fd9\u5c31\u662f\u8fd9\u7c7bSoC\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n
                  \u4e0d\u662f\uff1a<\/p>\n\n\n\n
                  \n
                  \u201c\u4e00\u9897\u82af\u7247\u67091.1 TOPS\u3002\u201d<\/strong><\/p>\n<\/blockquote>\n\n\n\n
                  \u800c\u662f\u5b83\u80fd\u591f\u628a\u4ee5\u524d\u53ef\u80fd\u9700\u8981\uff1a<\/p>\n\n\n\n
                  CPU\u677f + AI\u52a0\u901f\u5361 + MCU\u677f + \u56fe\u5f62\u6a21\u5757<\/strong><\/p>\n\n\n\n
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