{"id":22087,"date":"2021-02-22T06:00:00","date_gmt":"2021-02-22T13:00:00","guid":{"rendered":"https:\/\/ambiq.com\/blog\/%e5%88%a9%e7%94%a8%e9%82%8a%e7%b7%a3-ai-%e5%af%a6%e7%8f%be%e6%9b%b4%e6%99%ba%e8%83%bd%e7%9a%84%e7%89%a9%e8%81%af%e7%b6%b2%e8%a8%ad%e5%82%99\/"},"modified":"2025-08-20T21:08:48","modified_gmt":"2025-08-21T04:08:48","slug":"enabling-smarter-iot-devices-with-edge-ai","status":"publish","type":"blog","link":"https:\/\/ambiq.com\/tw\/blog\/enabling-smarter-iot-devices-with-edge-ai\/","title":{"rendered":"\u5229\u7528\u908a\u7de3 AI \u5be6\u73fe\u66f4\u667a\u80fd\u7684\u7269\u806f\u7db2\u8a2d\u5099"},"content":{"rendered":"\n<p>\u591a\u8667\u4e86\u7269\u806f\u7db2 \uff08IoT\uff09\uff0c\u6211\u5011\u5468\u570d\u7684\u9023\u63a5\u8a2d\u5099\u6bd4\u4ee5\u5f80\u4efb\u4f55\u6642\u5019\u90fd\u591a\u3002\u7a7f\u6234\u5f0f\u5065\u8eab\u8ffd\u8e64\u5668\u3001\u667a\u6167\u5bb6\u96fb\u548c\u5de5\u696d\u63a7\u5236\u8a2d\u5099\u662f\u9023\u7db2\u8a2d\u5099\u5c0d\u6211\u5011\u7684\u751f\u6d3b\u7522\u751f\u5de8\u5927\u5f71\u97ff\u7684\u4e00\u4e9b\u5e38\u898b\u4f8b\u5b50\u3002 <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"576\" src=\"https:\/\/ambiq.com\/wp-content\/uploads\/2021\/01\/Smart-home-technology-interface-on-smartphone-app.jpg\" alt=\"&#x667A;&#x80FD;&#x624B;&#x6A5F;&#x61C9;&#x7528;&#x7A0B;&#x5E8F;&#x4E0A;&#x7684;&#x667A;&#x80FD;&#x5BB6;&#x5C45;&#x6280;&#x8853;&#x754C;&#x9762;\" class=\"wp-image-3122\" title=\"\" srcset=\"\/wp-content\/uploads\/2021\/01\/Smart-home-technology-interface-on-smartphone-app.jpg 864w, \/wp-content\/uploads\/2021\/01\/Smart-home-technology-interface-on-smartphone-app-150x100.jpg 150w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n<\/div>\n<p>\u904e\u53bb\u7c21\u55ae\u3001\u7368\u7acb\u7684\u6a5f\u5668\u6b63\u5728\u8f49\u8b8a\u70ba\u53ef\u4ee5\u8207\u5176\u4ed6\u8a2d\u5099\u5c0d\u8a71\u4e26\u5373\u6642\u884c\u52d5\u7684\u667a\u6167\u578b\u8a2d\u5099\u3002\u88ab\u7a31\u70ba <a href=\"https:\/\/ambiq.com\/how-we-can-enable-intelligence-on-endpoints\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u908a\u7de3\u4eba\u5de5\u667a\u6167<\/a>\uff0c\u88dd\u7f6e\u667a\u6167\u8207\u4eba\u5de5\u667a\u6167 \uff08AI\uff09 \u548c\u6a5f\u5668\u5b78\u7fd2 \uff08ML\uff09 \u529f\u80fd\u7684\u878d\u5408\u6709\u53ef\u80fd\u89e3\u9396\u65b0\u7684\u7528\u4f8b\u548c\u61c9\u7528\u7a0b\u5f0f\u3002 <\/p>\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u5011\u5c07\u8a73\u7d30\u4ecb\u7d39\u908a\u7de3\u8a2d\u5099\u3001\u70ba\u4ec0\u9ebc\u5b83\u5011\u9700\u8981\u667a\u6167\uff0c\u4ee5\u53ca\u908a\u7de3 AI \u70ba\u60a8\u7684\u7d44\u7e54\u5e36\u4f86\u7684\u597d\u8655\u3002<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-edge-nbsp-devices-explained\" style=\"font-size:26px\">\u908a\u7de3\u8a2d\u5099\uff0c\u89e3\u91cb<\/h2>\n\n<p>\u8853\u8a9e\u201c\u908a\u7de3\u201d\u63cf\u8ff0\u4e86\u901a\u4fe1\u7db2\u7d61\u672b\u7aef\u7684\u9060\u7a0b\u8a08\u7b97\u8a2d\u5099\u3002\u908a\u7de3\u8a2d\u5099\u7531\u53f0\u5f0f\u6a5f\u3001\u7b46\u8a18\u672c\u96fb\u8166\u3001\u667a\u80fd\u624b\u6a5f\u3001\u5e73\u677f\u96fb\u8166\u3001\u670d\u52d9\u5668\u3001\u5de5\u4f5c\u7ad9\u548c\u7269\u806f\u7db2 \uff08IoT\uff09 \u8a2d\u5099\u7b49\u8a2d\u5099\u7d44\u6210\u3002 <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"576\" src=\"https:\/\/ambiq.com\/wp-content\/uploads\/2021\/01\/wifi-router-access-points-mobile-phone-laptop-camera-and-other-wireless-endpoints.jpg\" alt=\"wifi&#x3001;&#x8DEF;&#x7531;&#x5668;&#x63A5;&#x5165;&#x9EDE;&#x3001;&#x624B;&#x6A5F;&#x7B46;&#x8A18;&#x672C;&#x96FB;&#x8166;&#x651D;&#x50CF;&#x982D;&#x548C;&#x5176;&#x4ED6;&#x7121;&#x7DDA;&#x7AEF;&#x9EDE;\" class=\"wp-image-3123\" style=\"width:426px;height:284px\" title=\"\" srcset=\"\/wp-content\/uploads\/2021\/01\/wifi-router-access-points-mobile-phone-laptop-camera-and-other-wireless-endpoints.jpg 864w, \/wp-content\/uploads\/2021\/01\/wifi-router-access-points-mobile-phone-laptop-camera-and-other-wireless-endpoints-150x100.jpg 150w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n<\/div>\n<p>\u6301\u7e8c\u63d2\u5165\u4ea4\u6d41\u96fb\u6e90\u63d2\u5ea7\u7684\u908a\u7de3\u8a2d\u5099\u53ef\u4ee5\u57f7\u884c\u591a\u7a2e\u985e\u578b\u7684\u61c9\u7528\u548c\u529f\u80fd\uff0c\u56e0\u70ba\u5b83\u5011\u4e0d\u53d7\u53ef\u7528\u96fb\u91cf\u7684\u9650\u5236\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u90e8\u7f72\u5728\u73fe\u5834\u7684\u908a\u7de3\u8a2d\u5099\u65e8\u5728\u57f7\u884c\u975e\u5e38\u5177\u9ad4\u548c\u6709\u9650\u7684\u529f\u80fd\u3002 <\/p>\n\n<p>\u70ba\u4e86\u8655\u7406\u5404\u7a2e\u61c9\u7528\uff0c\u7269\u806f\u7db2\u908a\u7de3\u8a2d\u5099\u9700\u8981\u57fa\u65bc\u5fae\u63a7\u5236\u5668\u7684\u8655\u7406\u8a2d\u5099\uff0c\u8a72\u8a2d\u5099\u53ef\u4ee5\u7de8\u7a0b\u4ee5\u57f7\u884c\u6240\u9700\u7684\u8a08\u7b97\u529f\u80fd\uff0c\u4f8b\u5982\u6eab\u5ea6\u6216\u6fd5\u5ea6\u611f\u6e2c\u3002\u7531\u65bc\u9019\u4e9b\u908a\u7de3\u88dd\u7f6e\u7531\u96fb\u6c60\u4f9b\u96fb\uff0c\u56e0\u6b64\u8ca0\u8cac\u8655\u7406\u5404\u7a2e\u61c9\u7528\u7684\u5fae\u63a7\u5236\u5668\u55ae\u5143\u5fc5\u9808\u4ee5 <a href=\"https:\/\/ambiq.com\/why-ultra-low-power-electronics-are-the-way-forward\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8d85\u4f4e\u529f\u7387<\/a>\u904b\u4f5c\u3002 <\/p>\n\n<p>\u7269\u806f\u7db2\u908a\u7de3\u8a2d\u5099\u901a\u904e\u5b9a\u671f\u6536\u96c6\u6578\u64da\u4e26\u5c07\u5176\u767c\u9001\u5230\u7269\u806f\u7db2\u7db2\u7d61\u7684\u5176\u4ed6\u90e8\u5206\uff0c\u53ef\u7528\u65bc\u76e3\u63a7\u670d\u52d9\u3001\u6d41\u7a0b\u6216\u6a5f\u5668\u3002\u5f9e\u6211\u5011\u7684\u5bb6\u5ead\u548c\u91ab\u7642\u4fdd\u5065\uff0c\u5230\u667a\u6167\u57ce\u5e02\u3001\u5de5\u696d\u548c\u96f6\u552e\u7a7a\u9593\uff0c\u7269\u806f\u7db2\u6b63\u5728\u8c50\u5bcc\u548c\u6539\u8b8a\u6211\u5011\u7684\u65e5\u5e38\u751f\u6d3b\u3002 <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-need-for-edge-intelligence\" style=\"font-size:26px\">\u908a\u7de3\u667a\u6167\u7684\u9700\u6c42<\/h2>\n\n<p>\u5404\u884c\u5404\u696d\u7684\u65b0\u7269\u806f\u7db2\u61c9\u7528\u6b63\u5728\u7522\u751f\u5927\u91cf\u6578\u64da\uff0c\u70ba\u4e86\u5f9e\u4e2d\u63d0\u53d6\u53ef\u64cd\u4f5c\u7684\u50f9\u503c\uff0c\u6211\u5011\u4e0d\u80fd\u518d\u4f9d\u8cf4\u5c07\u6240\u6709\u6578\u64da\u767c\u9001\u56de\u96f2\u670d\u52d9\u5668\u3002\u96a8\u8457\u7269\u806f\u7db2\u8a2d\u5099\u6578\u91cf\u7684\u589e\u52a0\uff0c\u9700\u8981\u50b3\u8f38\u7684\u6578\u64da\u91cf\u4e5f\u5728\u589e\u52a0\u3002\u4e0d\u5e78\u7684\u662f\uff0c\u5c07\u5927\u91cf\u6578\u64da\u767c\u9001\u5230\u96f2\u7aef\u662f\u4e0d\u53ef\u6301\u7e8c\u7684\u3002  <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"576\" src=\"https:\/\/ambiq.com\/wp-content\/uploads\/2021\/01\/a-man-wearing-futuristic-smartwatch.jpg\" alt=\"&#x4E00;&#x500B;&#x6234;&#x8457;&#x672A;&#x4F86;&#x667A;&#x6167;&#x624B;&#x9336;&#x7684;&#x7537;&#x4EBA;\" class=\"wp-image-3121\" style=\"width:379px;height:253px\" title=\"\" srcset=\"\/wp-content\/uploads\/2021\/01\/a-man-wearing-futuristic-smartwatch.jpg 864w, \/wp-content\/uploads\/2021\/01\/a-man-wearing-futuristic-smartwatch-150x100.jpg 150w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n<\/div>\n<p>\u5c07\u6578\u64da\u5f9e\u908a\u7de3\u8a2d\u5099\u50b3\u8f38\u5230\u96f2\u7aef\u6642\u6703\u7522\u751f\u4e00\u4e9b\u91cd\u5927\u6210\u672c\uff0c\u5305\u62ec\u6578\u64da\u50b3\u8f38\u80fd\u91cf\u3001\u66f4\u9577\u7684\u5ef6\u9072\u3001\u5e36\u5bec\u548c\u670d\u52d9\u5668\u5bb9\u91cf\uff0c\u9019\u4e9b\u56e0\u7d20\u90fd\u6703\u62b9\u53bb\u4efb\u4f55\u7528\u4f8b\u7684\u50f9\u503c\u3002\u7269\u806f\u7db2\u61c9\u7528\u7a0b\u5f0f\u56b4\u91cd\u4f9d\u8cf4\u6578\u64da\u5206\u6790\u548c\u5373\u6642\u6c7a\u7b56\uff0c\u4e26\u4ee5\u76e1\u53ef\u80fd\u4f4e\u7684\u5ef6\u9072\u9032\u884c\u3002 <\/p>\n\n<p>\u67d0\u4e9b\u908a\u7de3\u8a2d\u5099\u90e8\u7f72\u5728\u9060\u7aef\u4f4d\u7f6e\uff0c\u53ef\u80fd\u53ea\u6709\u6709\u9650\u6216\u9031\u671f\u6027\u7684\u9023\u7dda\u3002\u56e0\u6b64\uff0c\u5fc5\u9808\u5728\u6b63\u78ba\u7684\u4f4d\u7f6e\u63d0\u4f9b\u6b63\u78ba\u7684\u8655\u7406\u80fd\u529b\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u60c5\u5831\u5fc5\u9808\u8de8\u7db2\u8def\u4e00\u76f4\u63d0\u4f9b\u5230\u8cc7\u6599\u4f86\u6e90\u7684\u908a\u7de3\u3002\u900f\u904e\u589e\u52a0\u88dd\u7f6e\u4e0a\u7684\u904b\u7b97\u80fd\u529b\uff0c\u6211\u5011\u53ef\u4ee5\u66f4\u597d\u5730\u89e3\u9396\u7269\u806f\u7db2\u908a\u7de3\u88dd\u7f6e\u4e2d\u7684\u5373\u6642\u8cc7\u6599\u5206\u6790\u3002   <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-benefits-of-edge-ai\" style=\"font-size:26px\">\u908a\u7de3\u4eba\u5de5\u667a\u6167\u7684\u597d\u8655<\/h2>\n\n<p>\u7269\u806f\u7db2\u908a\u7de3\u8a2d\u5099\u6b63\u5728\u7522\u751f\u5927\u91cf\u611f\u6e2c\u5668\u8cc7\u6599\u548c\u5373\u6642\u8cc7\u8a0a\u3002\u5982\u679c\u6c92\u6709\u908a\u7de3\u4eba\u5de5\u667a\u6167\u4f86\u8655\u7406\u9019\u4e9b\u6578\u64da\uff0c\u5176\u4e2d\u5927\u90e8\u5206\u6578\u64da\u5c07\u88ab\u4e1f\u68c4\uff0c\u56e0\u70ba\u50b3\u8f38\u9019\u4e9b\u6578\u64da\u7684\u80fd\u6e90\u548c\u983b\u5bec\u6210\u672c\u592a\u9ad8\u3002<br\/>\u900f\u904e\u908a\u7de3\u904b\u7b97\uff0c\u908a\u7de3 AI \u53ef\u8b93\u60a8\u5728\u7db2\u8def\u908a\u7de3\u7684\u88dd\u7f6e\u4e0a\u57f7\u884c\u696d\u52d9\u5206\u6790\uff0c\u5176\u4e2d\u8cc7\u6599\u662f\u5f9e\u611f\u6e2c\u5668\u548c\u6a5f\u4e0a\u61c9\u7528\u7a0b\u5f0f\u7b49\u7269\u806f\u7db2\u88dd\u7f6e\u6536\u96c6\u7684\u3002 <\/p>\n\n<p>\u5728\u66f4\u9760\u8fd1\u8cc7\u6599\u6536\u96c6\u4f4d\u7f6e\u57f7\u884c\u9032\u968e\u672c\u5730\u5316\u8655\u7406\u7684\u80fd\u529b\uff0c\u53ef\u7522\u751f\u66f4\u5feb\u3001\u66f4\u6e96\u78ba\u7684\u56de\u61c9\uff0c\u8b93\u60a8\u80fd\u5920\u6700\u5927\u5316\u4efb\u4f55\u8cc7\u6599\u6d1e\u5bdf\u3002\u5176\u4ed6\u597d\u8655\u5305\u62ec\u63d0\u9ad8\u6574\u500b\u7cfb\u7d71\u7684\u6548\u80fd\u3001\u6e1b\u5c11\u529f\u7387\u9810\u7b97\u4ee5\u53ca\u6e1b\u5c11\u5c0d\u96f2\u7aef\u8655\u7406\u7684\u4f9d\u8cf4\u3002 <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-how-ambiq-is-helping\" style=\"font-size:26px\">Ambiq \u5982\u4f55\u63d0\u4f9b\u5e6b\u52a9<\/h2>\n\n<p>Ambiq \u7684\u8d85\u4f4e\u529f\u8017\u7121\u7dda <a href=\"https:\/\/ambiq.com\/tw\/soc-%e5%92%8c-mcu\/\" target=\"_blank\" rel=\"noreferrer noopener\">SoC<\/a> 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