{"id":7233,"date":"2026-08-19T14:04:44","date_gmt":"2026-08-19T06:04:44","guid":{"rendered":"https:\/\/nullthought.net\/?p=7233"},"modified":"2026-08-19T14:04:45","modified_gmt":"2026-08-19T06:04:45","slug":"%e4%bb%8e-tinyml-%e5%88%b0-always-on-intelligence%ef%bc%9a%e4%bd%8e%e5%8a%9f%e8%80%97-edge-ai-%e6%ad%a3%e5%9c%a8%e6%88%90%e4%b8%ba%e6%96%b0%e7%9a%84%e8%ae%a1%e7%ae%97%e5%b1%82","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7233","title":{"rendered":"\u4ece TinyML \u5230 Always-on Intelligence\uff1a\u4f4e\u529f\u8017 Edge AI \u6b63\u5728\u6210\u4e3a\u65b0\u7684\u8ba1\u7b97\u5c42"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u51e0\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u6700\u53d7\u5173\u6ce8\u7684\u662f\u6570\u636e\u4e2d\u5fc3\uff1aGPU \u96c6\u7fa4\u8d8a\u6765\u8d8a\u5927\uff0c\u6a21\u578b\u53c2\u6570\u8d8a\u6765\u8d8a\u591a\uff0c\u7535\u529b\u6d88\u8017\u4e5f\u8d8a\u6765\u8d8a\u60ca\u4eba\u3002\u4f46\u5728\u53e6\u4e00\u4e2a\u65b9\u5411\uff0c\u4e00\u573a\u51e0\u4e4e\u76f8\u53cd\u7684\u6280\u672f\u7ade\u8d5b\u6b63\u5728\u53d1\u751f\u2014\u2014\u4e0d\u662f\u628a\u51e0\u5341\u4e07\u5757 GPU \u8fde\u5728\u4e00\u8d77\uff0c\u800c\u662f\u60f3\u529e\u6cd5\u8ba9\u8d8a\u6765\u8d8a\u5f3a\u7684 AI \u585e\u8fdb\u4e00\u9897\u51e0\u6beb\u7c73\u89c1\u65b9\u3001\u53ea\u6d88\u8017\u51e0\u6beb\u74e6\u751a\u81f3\u66f4\u4f4e\u529f\u8017\u7684\u82af\u7247\u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u6b63\u5728\u5feb\u901f\u53d1\u5c55\u7684<strong>\u4f4e\u529f\u8017 Edge AI<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u6838\u5fc3\u95ee\u9898\u5e76\u4e0d\u662f\u201c\u600e\u6837\u8ba9\u8fb9\u7f18\u8bbe\u5907\u83b7\u5f97\u6700\u5927\u7684 TOPS\u201d\uff0c\u800c\u662f\uff1a<strong>\u600e\u6837\u5728\u6709\u9650\u7684\u7535\u6c60\u3001\u6563\u70ed\u3001\u5b58\u50a8\u5668\u548c\u6210\u672c\u9884\u7b97\u4e0b\uff0c\u8ba9\u8bbe\u5907\u6301\u7eed\u611f\u77e5\u3001\u7406\u89e3\u73af\u5883\uff0c\u5e76\u5728\u672c\u5730\u505a\u51fa\u5224\u65ad\u3002<\/strong> 2026 \u5e74 7 \u6708\u53d1\u5e03\u7684 MLPerf Tiny v1.4\uff08MLPerf Tiny \u662f\u4e00\u5957\u4e13\u95e8\u8861\u91cf\u5fae\u63a7\u5236\u5668\u7b49\u8d85\u4f4e\u529f\u8017\u8bbe\u5907\u4e0a AI \u63a8\u7406\u6027\u80fd\u3001\u51c6\u786e\u7387\u548c\u80fd\u6548\u7684\u6807\u51c6\u5316\u57fa\u51c6\u6d4b\u8bd5\u4f53\u7cfb\uff09 \u5df2\u7ecf\u660e\u786e\u628a\u5ef6\u8fdf\u3001\u51c6\u786e\u7387\u548c\u80fd\u8017\u540c\u65f6\u4f5c\u4e3a\u8d85\u4f4e\u529f\u8017 AI \u7cfb\u7edf\u7684\u91cd\u8981\u8861\u91cf\u7ef4\u5ea6\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5bf9\u8fd9\u4e00\u7c7b\u8bbe\u5907\u800c\u8a00\uff0c\u201c\u6bcf\u7126\u8033\u5b8c\u6210\u591a\u5c11\u6709\u6548 AI \u5de5\u4f5c\u201d\u5f80\u5f80\u6bd4\u5cf0\u503c TOPS \u66f4\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI-1024x1024.jpg\" alt=\"\" class=\"wp-image-7234\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI-1024x1024.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI-768x768.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI-120x120.jpg 120w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/\u4f4e\u529f\u8017\u4fa7\u7aefAI-Edge-AI.jpg 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u4f4e\u529f\u8017 Edge AI<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Edge AI \u6b63\u5728\u4ece\u201c\u672c\u5730\u63a8\u7406\u201d\u8d70\u5411\u201c\u6301\u7eed\u667a\u80fd\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u7269\u8054\u7f51\u8bbe\u5907\u901a\u5e38\u53ea\u662f\u91c7\u96c6\u6570\u636e\u3002\u4f20\u611f\u5668\u6d4b\u5230\u58f0\u97f3\u3001\u632f\u52a8\u3001\u6e29\u5ea6\u3001\u56fe\u50cf\u6216\u8005\u4eba\u4f53\u8fd0\u52a8\u4e4b\u540e\uff0c\u5c06\u6570\u636e\u901a\u8fc7 Wi-Fi\u30014G\u3001\u84dd\u7259\u6216\u8005\u5de5\u4e1a\u7f51\u7edc\u9001\u5f80\u670d\u52a1\u5668\uff0c\u518d\u7531\u670d\u52a1\u5668\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u67b6\u6784\u7684\u95ee\u9898\u8d8a\u6765\u8d8a\u660e\u663e\u3002\u65e0\u7ebf\u4f20\u8f93\u672c\u8eab\u9700\u8981\u80fd\u91cf\uff0c\u5927\u91cf\u539f\u59cb\u6570\u636e\u4e0a\u4f20\u4f1a\u589e\u52a0\u5e26\u5bbd\u548c\u4e91\u8ba1\u7b97\u6210\u672c\uff1b\u6d89\u53ca\u58f0\u97f3\u3001\u89c6\u9891\u548c\u5065\u5eb7\u4fe1\u606f\u65f6\uff0c\u8fd8\u4f1a\u4ea7\u751f\u9690\u79c1\u95ee\u9898\uff1b\u5bf9\u4e8e\u5de5\u4e1a\u63a7\u5236\u3001\u673a\u5668\u4eba\u3001\u533b\u7597\u8bbe\u5907\u7b49\u5b9e\u65f6\u7cfb\u7edf\uff0c\u7f51\u7edc\u5ef6\u8fdf\u548c\u65ad\u7f51\u4e5f\u4e0d\u80fd\u88ab\u5ffd\u89c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Edge AI \u7684\u601d\u8def\u662f\u628a\u8ba1\u7b97\u5411\u6570\u636e\u4ea7\u751f\u7684\u4f4d\u7f6e\u79fb\u52a8\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Sensor \u2192 Local AI \u2192 Decision \u2192 \u5fc5\u8981\u65f6\u4e0a\u4f20\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f4e\u529f\u8017 Edge AI \u53c8\u628a\u8fd9\u4ef6\u4e8b\u60c5\u63a8\u8fdb\u4e86\u4e00\u6b65\u3002\u8bbe\u5907\u5e76\u4e0d\u662f\u5076\u5c14\u542f\u52a8 AI\uff0c\u800c\u662f\u5e0c\u671b AI \u53ef\u4ee5\u957f\u671f\u751a\u81f3\u6c38\u4e45\u5904\u4e8e\u5de5\u4f5c\u72b6\u6001\u3002\u8bed\u97f3\u5524\u9192\u3001\u8dcc\u5012\u68c0\u6d4b\u3001\u8bbe\u5907\u5f02\u5e38\u76d1\u6d4b\u3001\u667a\u80fd\u6212\u6307\u5065\u5eb7\u5206\u6790\u3001\u6444\u50cf\u5934\u4eba\u7269\u68c0\u6d4b\u548c\u667a\u80fd\u773c\u955c\u73af\u5883\u611f\u77e5\uff0c\u90fd\u5c5e\u4e8e\u5178\u578b\u7684 <strong>always-on intelligence<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8e\u662f\u4e00\u4e2a\u65b0\u7684\u5de5\u7a0b\u95ee\u9898\u51fa\u73b0\u4e86\uff1a\u5982\u679c AI \u6bcf\u5929\u8fd0\u884c 24 \u5c0f\u65f6\uff0c\u54ea\u6015\u6bcf\u6b21\u63a8\u7406\u53ea\u6d88\u8017\u5f88\u5c11\u7535\u529b\uff0c\u957f\u671f\u79ef\u7d2f\u540e\u7684\u80fd\u8017\u4ecd\u7136\u975e\u5e38\u53ef\u89c2\u3002\u56e0\u6b64\uff0c\u4f4e\u529f\u8017 Edge AI \u5b9e\u9645\u4e0a\u6b63\u5728\u63a8\u52a8\u534a\u5bfc\u4f53\u884c\u4e1a\u91cd\u65b0\u8bbe\u8ba1\u4ece\u6676\u4f53\u7ba1\u3001\u7535\u6e90\u7ba1\u7406\u3001CPU\u3001NPU\u3001SRAM\uff0c\u4e00\u76f4\u5230\u6a21\u578b\u548c Runtime \u7684\u6574\u6761\u8ba1\u7b97\u94fe\u8def\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/ambiq.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ambiq<\/a>\uff1a\u4ece\u964d\u4f4e\u6676\u4f53\u7ba1\u7535\u538b\u5f00\u59cb\u89e3\u51b3 AI \u529f\u8017<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ambiq \u662f\u8fd9\u4e00\u6280\u672f\u8def\u7ebf\u4e2d\u76f8\u5f53\u5178\u578b\u7684\u4e00\u5bb6\u516c\u53f8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0e\u5f88\u591a AI \u82af\u7247\u516c\u53f8\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0cAmbiq \u6700\u521d\u5e76\u4e0d\u662f\u4ece NPU \u6216\u795e\u7ecf\u7f51\u7edc\u52a0\u901f\u5668\u51fa\u53d1\uff0c\u800c\u662f\u4ece<strong>\u8d85\u4f4e\u529f\u8017\u96c6\u6210\u7535\u8def\u8bbe\u8ba1<\/strong>\u51fa\u53d1\u3002\u5176\u6838\u5fc3 SPOT\u2014\u2014Subthreshold Power Optimized Technology\uff0c\u76ee\u6807\u5c31\u662f\u8ba9\u82af\u7247\u80fd\u591f\u5728\u4e9a\u9608\u503c\u548c\u8fd1\u9608\u503c\u7535\u538b\u533a\u95f4\u53ef\u9760\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e8e CMOS \u52a8\u6001\u529f\u8017\u4e0e\u4f9b\u7535\u7535\u538b\u9ad8\u5ea6\u76f8\u5173\uff0c\u964d\u4f4e\u7535\u538b\u672c\u8eab\u5c31\u662f\u964d\u4f4e\u529f\u8017\u6700\u6709\u6548\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u4f46\u7535\u538b\u8d8a\u6765\u8d8a\u4f4e\u4e4b\u540e\uff0c\u6676\u4f53\u7ba1\u901f\u5ea6\u3001\u566a\u58f0\u88d5\u91cf\u3001\u5de5\u827a\u6ce2\u52a8\u548c\u5b58\u50a8\u5668\u53ef\u9760\u6027\u90fd\u4f1a\u6210\u4e3a\u95ee\u9898\u3002Ambiq \u56e0\u6b64\u4ece\u7535\u8def\u3001\u6807\u51c6\u5355\u5143\u3001\u5b58\u50a8\u5668\u3001\u7535\u6e90\u7ba1\u7406\u548c\u7cfb\u7edf\u67b6\u6784\u7b49\u591a\u4e2a\u5c42\u9762\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u601d\u8def\u5728\u5b83\u6700\u65b0\u7684 Atomiq SoC \u4e0a\u8868\u73b0\u5f97\u5c24\u5176\u660e\u663e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026 \u5e74 1 \u6708\u53d1\u5e03\u7684 Atomiq \u96c6\u6210 Arm Ethos-U85 NPU\uff0cAI \u6027\u80fd\u8d85\u8fc7 <strong>200 GOPS<\/strong>\uff0c\u9762\u5411\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u3001\u4f20\u611f\u5668\u6a21\u578b\u4e43\u81f3\u4e00\u5b9a\u7a0b\u5ea6\u7684\u672c\u5730\u63a8\u7406\u4efb\u52a1\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cAmbiq \u5728 2026 \u5e74 3 \u6708\u5ba3\u5e03\u5c06 SPOT \u9996\u6b21\u5e26\u5165 TSMC 12nm FinFET \u5de5\u827a\uff0cAtomiq \u7684\u8d85\u4f4e\u529f\u8017\u6a21\u5f0f\u76ee\u6807\u5de5\u4f5c\u7535\u538b\u53ef\u4ee5\u4f4e\u81f3 <strong>300mV<\/strong>\uff1b\u5904\u7406\u5668\u3001NPU \u548c\u591a\u5a92\u4f53\u5f15\u64ce\u90fd\u53ef\u4ee5\u8fdb\u5165\u8fd9\u4e00\u4f4e\u7535\u538b\u4f53\u7cfb\u3002Atomiq110 \u76ee\u524d\u4ecd\u5904\u4e8e\u8d70\u5411\u6837\u7247\u9636\u6bb5\uff0c\u8ba1\u5212\u5728 2027 \u5e74\u8fdb\u5165\u751f\u4ea7\uff0c\u56e0\u6b64\u5b83\u4ee3\u8868\u7684\u662f Ambiq \u4e0b\u4e00\u9636\u6bb5\u7684\u6280\u672f\u65b9\u5411\uff0c\u800c\u4e0d\u662f\u5df2\u7ecf\u5168\u9762\u91cf\u4ea7\u7684\u6210\u719f\u5e73\u53f0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4ef6\u4e8b\u60c5\u7684\u91cd\u8981\u6027\u5728\u4e8e\uff0cAmbiq \u6b63\u8bd5\u56fe\u8bc1\u660e\uff1a<strong>\u4f4e\u529f\u8017\u6280\u672f\u4e0d\u4ec5\u9002\u7528\u4e8e\u7b80\u5355 MCU\uff0c\u4e5f\u53ef\u4ee5\u6269\u5c55\u5230\u771f\u6b63\u62e5\u6709 NPU \u7684 AI SoC\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u4f4e\u529f\u8017 MCU \u4e3b\u8981\u8fd0\u884c\u5173\u952e\u8bcd\u8bc6\u522b\u3001\u7b80\u5355\u52a8\u4f5c\u5206\u7c7b\u6216\u8005\u632f\u52a8\u5f02\u5e38\u68c0\u6d4b\uff1b\u5982\u679c Atomiq \u8fd9\u7c7b\u67b6\u6784\u6210\u529f\uff0c\u7535\u6c60\u4f9b\u7535\u8bbe\u5907\u80fd\u591f\u627f\u62c5\u7684\u4efb\u52a1\u53ef\u80fd\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u590d\u6742\u8bed\u97f3\u3001\u89c6\u89c9\u548c\u591a\u6a21\u6001\u611f\u77e5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">MCU \u6b63\u5728\u96c6\u4f53\u957f\u51fa NPU<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ambiq \u5e76\u4e0d\u662f\u5b64\u4f8b\u3002\u6574\u4e2a MCU \u884c\u4e1a\u5b9e\u9645\u4e0a\u6b63\u5728\u7ecf\u5386\u4e00\u6b21\u975e\u5e38\u660e\u663e\u7684\u7ed3\u6784\u53d8\u5316\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CPU + DSP \u2192 CPU + SIMD \u2192 CPU + NPU\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">STMicroelectronics \u7684 STM32N6 \u662f\u5176\u4e2d\u975e\u5e38\u6709\u4ee3\u8868\u6027\u7684\u4ea7\u54c1\u3002\u5b83\u91c7\u7528 800MHz Cortex-M55\uff0c\u540c\u65f6\u96c6\u6210 ST \u81ea\u7814\u7684 Neural-ART NPU\uff0cAI \u7b97\u529b\u8fbe\u5230 <strong>600 GOPS<\/strong>\uff0c\u5e76\u914d\u7f6e 4.2MB \u7247\u4e0a RAM\u3001ISP\u3001\u6444\u50cf\u5934\u63a5\u53e3\u548c H.264 \u786c\u4ef6\u7f16\u7801\u80fd\u529b\u3002\u8fc7\u53bb\u9700\u8981 Cortex-A \u5e94\u7528\u5904\u7406\u5668\u751a\u81f3 Linux \u7cfb\u7edf\u624d\u80fd\u5b8c\u6210\u7684\u4e00\u90e8\u5206\u673a\u5668\u89c6\u89c9\u4efb\u52a1\uff0c\u73b0\u5728\u5f00\u59cb\u80fd\u591f\u76f4\u63a5\u8fd0\u884c\u5728 MCU \u7ea7\u5e73\u53f0\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Renesas \u7684 RA8P1 \u5219\u91c7\u7528\u6700\u9ad8 1GHz \u7684 Cortex-M85\uff0c\u5e76\u96c6\u6210 Arm Ethos-U55\uff0cAI \u6027\u80fd\u8fbe\u5230 <strong>256 GOPS<\/strong>\uff0c\u5b9a\u4f4d\u4e8e\u673a\u5668\u89c6\u89c9\u3001\u8bed\u97f3\u3001\u4eba\u673a\u754c\u9762\u548c\u5b9e\u65f6\u5de5\u4e1a\u63a7\u5236\u3002\u5b83\u4f53\u73b0\u51fa\u53e6\u4e00\u4e2a\u91cd\u8981\u8d8b\u52bf\uff1aEdge AI \u548c\u4f20\u7edf\u5b9e\u65f6\u63a7\u5236\u5f00\u59cb\u8fdb\u5165\u540c\u4e00\u9897 MCU\uff0c\u800c\u4e0d\u518d\u4e00\u5b9a\u9700\u8981\u201cAI \u5904\u7406\u5668 + \u63a7\u5236 MCU\u201d\u4e24\u5957\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NXP \u7684 MCX N \u7cfb\u5217\u91c7\u7528\u81ea\u5df1\u7684 eIQ Neutron NPU\u3002NXP \u5c06 Neutron \u8bbe\u8ba1\u6210\u4e00\u79cd\u53ef\u6269\u5c55 AI \u52a0\u901f\u5668\u67b6\u6784\uff0c\u5e0c\u671b\u4ece MCU \u4e00\u76f4\u6269\u5c55\u5230 i.MX \u5e94\u7528\u5904\u7406\u5668\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u7684 eIQ \u8f6f\u4ef6\u73af\u5883\u5b8c\u6210\u6a21\u578b\u90e8\u7f72\u3002NXP \u7ed9\u51fa\u7684\u6848\u4f8b\u4e2d\uff0cMCX N94x \u7684 Neutron NPU \u76f8\u6bd4\u4ec5\u4f7f\u7528 CPU \u53ef\u4ee5\u83b7\u5f97\u6700\u9ad8\u6570\u5341\u500d\u7ea7\u522b\u7684\u63a8\u7406\u52a0\u901f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Infineon \u7684 PSOC Edge \u53c8\u5c55\u793a\u4e86\u53e6\u4e00\u79cd\u975e\u5e38\u6709\u610f\u601d\u7684\u67b6\u6784\u3002PSOC Edge E83 \u540c\u65f6\u62e5\u6709 Cortex-M55 + Ethos-U55\uff0c\u4ee5\u53ca\u4f4e\u529f\u8017 Cortex-M33 + Infineon \u81ea\u5df1\u7684 NNLite AI \u52a0\u901f\u5668\u3002\u524d\u8005\u8d1f\u8d23\u590d\u6742 AI\uff0c\u540e\u8005\u8d1f\u8d23 always-on \u7684\u8f7b\u91cf AI\u3002\u7cfb\u7edf\u53ef\u4ee5\u957f\u671f\u8fd0\u884c\u4e00\u4e2a\u6781\u4f4e\u529f\u8017\u6a21\u578b\uff0c\u53ea\u6709\u53d1\u73b0\u611f\u5174\u8da3\u4e8b\u4ef6\u65f6\u624d\u5524\u9192\u66f4\u5f3a\u7684\u5904\u7406\u5355\u5143\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u201c<strong>\u5c0f AI \u5524\u9192\u5927 AI<\/strong>\u201d\u7684\u5206\u5c42\u67b6\u6784\uff0c\u5f88\u53ef\u80fd\u6210\u4e3a\u672a\u6765\u4f4e\u529f\u8017\u667a\u80fd\u8bbe\u5907\u7684\u5e38\u89c1\u8bbe\u8ba1\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6709\u4e9b\u516c\u53f8\u8d70\u5f97\u66f4\u6781\u7aef\uff1a\u53ea\u505a\u51e0\u5341\u6beb\u74e6\u751a\u81f3\u4e2a\u4f4d\u6570\u6beb\u74e6\u7684 AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8bf4 STM32N6\u3001RA8P1 \u548c Atomiq \u4ee3\u8868\u201cAI MCU\/SoC\u201d\uff0c\u90a3\u4e48\u53e6\u4e00\u6279\u516c\u53f8\u5219\u628a\u4f18\u5316\u76ee\u6807\u8fdb\u4e00\u6b65\u7f29\u5c0f\u5230 always-on inference\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Syntiant \u5c31\u662f\u5176\u4e2d\u7684\u5178\u578b\u4ee3\u8868\u3002\u5b83\u7684 Neural Decision Processor \u5e76\u4e0d\u8ffd\u6c42\u5de8\u5927\u7684\u901a\u7528\u7b97\u529b\uff0c\u800c\u662f\u56f4\u7ed5\u58f0\u97f3\u3001\u89c6\u89c9\u548c\u4f20\u611f\u5668\u6570\u636e\u7684\u6301\u7eed\u8bc6\u522b\u8bbe\u8ba1\u3002NDP250 \u63d0\u4f9b\u8d85\u8fc7 30 GOPS \u7684\u786c\u4ef6\u52a0\u901f\u80fd\u529b\uff0c\u800c\u5176 always-on \u56fe\u50cf\u8bc6\u522b\u53ef\u4ee5\u8fd0\u884c\u5728 <strong>30mW \u4ee5\u4e0b<\/strong>\u3002\u5bf9\u4e8e\u7535\u6c60\u6444\u50cf\u5934\u3001\u95e8\u94c3\u3001\u8033\u673a\u6216\u8005\u8bed\u97f3\u63a5\u53e3\u6765\u8bf4\uff0c\u8fd9\u79cd\u529f\u8017\u6c34\u5e73\u5f80\u5f80\u6bd4\u51e0\u767e GOPS \u7684\u5cf0\u503c\u6027\u80fd\u66f4\u52a0\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Himax WiseEye2 \u5219\u628a\u8fd9\u79cd\u601d\u8def\u8fdb\u4e00\u6b65\u5ef6\u4f38\u5230\u89c6\u89c9\u4f20\u611f\u5668\u7cfb\u7edf\u3002WiseEye2 \u5c06\u8d85\u4f4e\u529f\u8017 CMOS \u56fe\u50cf\u4f20\u611f\u5668\u4e0e Cortex-M55\u3001Ethos-U55 AI MCU \u7ed3\u5408\uff0c\u4f7f\u6574\u5957 always-on vision \u7cfb\u7edf\u80fd\u591f\u5de5\u4f5c\u5728<strong>\u4e2a\u4f4d\u6570\u6beb\u74e6<\/strong>\u7ea7\u522b\u3002\u6444\u50cf\u5934\u56e0\u6b64\u4e0d\u9700\u8981\u4e0d\u505c\u628a\u5b8c\u6574\u89c6\u9891\u4f20\u51fa\u53bb\uff0c\u800c\u53ef\u4ee5\u4e00\u76f4\u5728\u672c\u5730\u89c2\u5bdf\u73af\u5883\uff0c\u53ea\u5728\u68c0\u6d4b\u5230\u4eba\u3001\u52a8\u4f5c\u6216\u8005\u67d0\u79cd\u4e8b\u4ef6\u65f6\u624d\u5524\u9192\u540e\u7eed\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Analog Devices \u7684 MAX78000 \u5219\u5c5e\u4e8e\u8fd9\u4e00\u8f6e AI MCU \u7684\u8f83\u65e9\u63a2\u7d22\u8005\u3002\u5b83\u5c06 MCU \u4e0e\u786c\u4ef6 CNN \u52a0\u901f\u5668\u7ed3\u5408\uff0c\u5b98\u65b9\u7ed9\u51fa\u7684\u5e94\u7528\u8bbe\u8ba1\u663e\u793a\uff0c\u4e00\u6b21 AI \u63a8\u7406\u53ef\u4ee5\u8fbe\u5230\u5fae\u7126\u8033\u7ea7\u80fd\u8017\u3002\u8fd9\u79cd\u67b6\u6784\u7279\u522b\u9002\u5408\u5173\u952e\u8bcd\u8bc6\u522b\u3001\u7b80\u5355\u89c6\u89c9\u548c\u4f20\u611f\u5668\u5206\u7c7b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u516c\u53f8\u7684\u5171\u540c\u903b\u8f91\u975e\u5e38\u6e05\u695a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u662f\u8ba9 AI \u5c3d\u53ef\u80fd\u5f3a\uff0c\u800c\u662f\u8ba9 AI \u5c3d\u53ef\u80fd\u957f\u65f6\u95f4\u5f00\u7740\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u6b63\u8fdb\u4e00\u6b65\u8fdb\u5165\u4f20\u611f\u5668\u5185\u90e8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f4e\u529f\u8017 Edge AI \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u4e00\u4e2a\u8d8b\u52bf\uff0c\u662f AI \u8ba1\u7b97\u6b63\u5728\u7ee7\u7eed\u5411\u4f20\u611f\u5668\u672c\u8eab\u79fb\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u7cfb\u7edf\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Sensor \u2192 MCU \u2192 AI Accelerator\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\u6b63\u5728\u53d8\u6210\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Intelligent Sensor \u2192 Result\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ST \u7684 ISPU\u2014\u2014Intelligent Sensor Processing Unit \u5c31\u662f\u4e00\u79cd\u5178\u578b\u5b9e\u73b0\u3002\u5b83\u76f4\u63a5\u628a\u53ef\u7f16\u7a0b DSP \u653e\u5165 MEMS \u60ef\u6027\u4f20\u611f\u5668\u5185\u90e8\uff0c\u8ba9\u632f\u52a8\u3001\u8fd0\u52a8\u7b49\u6570\u636e\u5728\u4f20\u611f\u5668\u82af\u7247\u5185\u5b8c\u6210\u4fe1\u53f7\u5904\u7406\u548c AI \u5224\u65ad\uff0c\u4e3b MCU \u53ef\u4ee5\u4e00\u76f4\u4f11\u7720\uff0c\u53ea\u6709\u68c0\u6d4b\u5230\u771f\u6b63\u6709\u610f\u4e49\u7684\u4e8b\u4ef6\u624d\u88ab\u5524\u9192\u30022026 \u5e74 ST \u53c8\u8fdb\u4e00\u6b65\u63a8\u51fa ISPU 2.0\uff0c\u628a\u8fd9\u79cd\u201c\u4f20\u611f\u5668\u5c31\u662f\u8ba1\u7b97\u8282\u70b9\u201d\u7684\u8def\u7ebf\u7ee7\u7eed\u5411\u524d\u63a8\u8fdb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5bf9\u5de5\u4e1a\u72b6\u6001\u76d1\u6d4b\u5c24\u5176\u6709\u610f\u4e49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u4e00\u4e2a\u8bbe\u5907\u632f\u52a8\u76d1\u6d4b\u8282\u70b9\u53ef\u80fd\u6301\u7eed\u4ee5\u51e0 kHz \u6216\u51e0\u5341 kHz \u91c7\u6837\uff0c\u7136\u540e\u4e0d\u65ad\u628a\u6570\u636e\u9001\u7ed9 MCU\u3001\u7f51\u5173\u6216\u8005\u4e91\u5e73\u53f0\u3002\u672a\u6765\u5219\u53ef\u80fd\u76f4\u63a5\u5728 MEMS \u82af\u7247\u6216\u9644\u8fd1\u7684\u8d85\u4f4e\u529f\u8017 MCU \u4e0a\u5b8c\u6210\u9891\u8c31\u5206\u6790\u3001\u5f02\u5e38\u68c0\u6d4b\u751a\u81f3\u6545\u969c\u5206\u7c7b\uff0c\u53ea\u628a\u201c\u6b63\u5e38\u201d\u201c\u5f02\u5e38\u201d\u201c\u8f74\u627f\u7591\u4f3c\u6545\u969c\u201d\u8fd9\u6837\u7684\u7ed3\u679c\u53d1\u9001\u51fa\u53bb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6574\u4e2a\u7cfb\u7edf\u6765\u770b\uff0c\u6700\u5927\u7684\u8282\u80fd\u6765\u6e90\u751a\u81f3\u4e0d\u4e00\u5b9a\u662f NPU \u672c\u8eab\uff0c\u800c\u53ef\u80fd\u662f<strong>\u51cf\u5c11\u6570\u636e\u642c\u8fd0\u3001\u65e0\u7ebf\u901a\u4fe1\u4ee5\u53ca\u4e3b\u5904\u7406\u5668\u5524\u9192\u6b21\u6570<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6240\u4ee5\uff0c\u4f4e\u529f\u8017 Edge AI \u7684\u7ade\u4e89\u5df2\u7ecf\u4e0d\u80fd\u53ea\u770b TOPS<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u7406\u89e3\u8fd9\u4e00\u4ea7\u4e1a\u975e\u5e38\u91cd\u8981\u7684\u4e00\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u9897\u82af\u7247\u5ba3\u4f20 600 GOPS\uff0c\u5e76\u4e0d\u4e00\u5b9a\u6bd4 100 GOPS \u7684\u82af\u7247\u66f4\u9002\u5408\u67d0\u4e2a\u4ea7\u54c1\u3002\u771f\u6b63\u9700\u8981\u8003\u5bdf\u7684\u662f\u6a21\u578b\u662f\u5426\u80fd\u591f\u5168\u90e8\u8fd0\u884c\u5728 NPU \u4e0a\u3001SRAM \u662f\u5426\u8db3\u591f\u3001\u5916\u90e8 DRAM \u662f\u5426\u9700\u8981\u957f\u671f\u5de5\u4f5c\u3001\u4f20\u611f\u5668\u548c ISP \u6d88\u8017\u591a\u5c11\u7535\u529b\u3001NPU \u63a8\u7406\u5b8c\u6210\u4ee5\u540e\u662f\u5426\u80fd\u591f\u5feb\u901f\u6389\u7535\uff0c\u4ee5\u53ca\u6574\u4e2a\u7cfb\u7edf\u4e00\u6b21\u6709\u6548\u5224\u65ad\u5230\u5e95\u9700\u8981\u591a\u5c11\u80fd\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 MLPerf Tiny \u6b63\u8d8a\u6765\u8d8a\u5f3a\u8c03<strong>energy per inference<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u4e91 AI\uff0c\u4eba\u4eec\u7ecf\u5e38\u8ba8\u8bba tokens\/s\uff1b\u5bf9\u4e8e\u4f4e\u529f\u8017 Edge AI\uff0c\u66f4\u5408\u7406\u7684\u6307\u6807\u53ef\u80fd\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Inference\/Joule\uff0c\u6216\u8005 Joules\/Inference\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u4e00\u4e2a\u82af\u7247\u5cf0\u503c\u7b97\u529b\u5f88\u9ad8\uff0c\u4f46\u6bcf\u6b21\u63a8\u7406\u7ed3\u675f\u540e\u5fc5\u987b\u7ef4\u6301\u5927\u91cf SRAM\u3001DDR \u548c\u5916\u56f4\u8bbe\u5907\u4f9b\u7535\uff0c\u90a3\u4e48\u6574\u4e2a\u7cfb\u7edf\u7684\u80fd\u8017\u672a\u5fc5\u4f18\u79c0\u3002\u76f8\u53cd\uff0c\u4e00\u4e2a\u7b97\u529b\u8f83\u4f4e\u7684\u5e73\u53f0\u5982\u679c\u80fd\u591f\u8ba9\u4f20\u611f\u5668\u3001SRAM\u3001NPU \u548c\u65e0\u7ebf\u6a21\u5757\u9ad8\u5ea6\u534f\u540c\u5de5\u4f5c\uff0c\u6700\u7ec8\u7eed\u822a\u53ef\u80fd\u66f4\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64 Edge AI \u82af\u7247\u771f\u6b63\u7ade\u4e89\u7684\u662f<strong>\u7cfb\u7edf\u7ea7\u80fd\u6e90\u6548\u7387<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8f6f\u4ef6\u6b63\u5728\u6210\u4e3a\u53e6\u4e00\u534a\u6218\u573a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u786c\u4ef6\u53d8\u5316\u5f88\u5feb\uff0c\u4f46\u771f\u6b63\u9650\u5236\u4f4e\u529f\u8017 Edge AI \u666e\u53ca\u7684\uff0c\u7ecf\u5e38\u4e0d\u662f\u7b97\u529b\uff0c\u800c\u662f\u6a21\u578b\u90e8\u7f72\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e91\u7aef\u5f00\u53d1\u8005\u4e60\u60ef PyTorch\u3001TensorFlow \u548c\u5927\u5bb9\u91cf GPU\uff1b\u5230\u4e86 MCU \u4e0a\uff0c\u5374\u7a81\u7136\u9762\u5bf9\u51e0\u767e KB \u5230\u51e0 MB RAM\u3001INT8 \u91cf\u5316\u3001\u7b97\u5b50\u652f\u6301\u8303\u56f4\u3001\u9759\u6001\u5185\u5b58\u5206\u914d\u548c NPU \u7f16\u8bd1\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u5272\u88c2\u6b63\u5728\u9010\u6e10\u6539\u5584\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Google \u7684 LiteRT for Microcontrollers \u76ee\u524d\u4ecd\u7136\u53ef\u4ee5\u5728\u53ea\u6709\u5f88\u5c0f\u5185\u5b58\u7684 MCU \u4e0a\u8fd0\u884c\uff0c\u5176\u6838\u5fc3 Runtime \u5728 Cortex-M3 \u4e0a\u53ef\u4ee5\u63a7\u5236\u5728\u7ea6 16KB \u89c4\u6a21\uff1b\u6574\u6570\u5316\u6a21\u578b\u4f9d\u7136\u662f\u5fae\u63a7\u5236\u5668 Edge AI \u7684\u91cd\u8981\u8def\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u65b9\u9762\uff0cPyTorch \u7684 ExecuTorch \u6b63\u5feb\u901f\u8fdb\u5165\u5d4c\u5165\u5f0f\u5e02\u573a\u3002\u5b83\u5df2\u7ecf\u652f\u6301 Arm Ethos-U55\u3001U65 \u548c U85\uff0c\u901a\u8fc7 TOSA \u4e0e Vela \u7f16\u8bd1\u5de5\u5177\u628a PyTorch \u6a21\u578b\u6620\u5c04\u5230 NPU\u30022026 \u5e74 PyTorch \u548c Arm \u53c8\u8fdb\u4e00\u6b65\u52a0\u5f3a\u4e86 micro-edge \u90e8\u7f72\u8def\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u82af\u7247\u5382\u5546\u81ea\u5df1\u4e5f\u5728\u5efa\u8bbe\u5b8c\u6574\u7684\u8f6f\u4ef6\u6808\u3002Ambiq \u6709 Helia \u548c neuralSPOT\uff0cST \u6709 Edge AI Suite\uff0cNXP \u6709 eIQ\uff0cInfineon \u6709 DEEPCRAFT\uff0cRenesas \u6709\u81ea\u5df1\u7684 AI \u5f00\u53d1\u73af\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u610f\u5473\u7740 Edge AI \u7684\u7ade\u4e89\u6b63\u5728\u4ece\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8c01\u6709\u6700\u597d\u7684 MCU<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d8\u6210\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8c01\u80fd\u8ba9\u4e00\u4e2a PyTorch \u6a21\u578b\u6700\u5feb\u3001\u6700\u7a33\u5b9a\u3001\u6700\u7701\u7535\u5730\u8dd1\u5230\u81ea\u5df1\u7684\u82af\u7247\u4e0a\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0b\u4e00\u6b65\uff1aTransformer \u548c\u5c0f\u578b\u751f\u6210\u5f0f AI \u5f00\u59cb\u8fdb\u5165\u4f4e\u529f\u8017\u8fb9\u7f18<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb TinyML \u51e0\u4e4e\u7b49\u540c\u4e8e CNN\u3001RNN\u3001\u5173\u952e\u8bcd\u68c0\u6d4b\u548c\u7b80\u5355\u5206\u7c7b\u3002\u4f46\u8fd9\u4e00\u8fb9\u754c\u6b63\u5728\u6539\u53d8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Arm \u6700\u65b0\u4e00\u4ee3 Ethos-U85 \u5df2\u7ecf\u539f\u751f\u652f\u6301 Transformer \u7f51\u7edc\uff0c\u6700\u9ad8\u53ef\u4ee5\u6269\u5c55\u5230 <strong>4 TOPS<\/strong>\uff0c\u5e76\u5f3a\u8c03\u76f8\u6bd4\u524d\u4ee3 Ethos-U55\/U65 \u63d0\u9ad8\u80fd\u6e90\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ambiq \u7684 Atomiq \u9009\u62e9 Ethos-U85\uff0c\u672c\u8eab\u5c31\u8bf4\u660e\u5b83\u7784\u51c6\u7684\u5e76\u4e0d\u53ea\u662f\u4f20\u7edf TinyML\uff0c\u800c\u662f\u8bed\u97f3\u7406\u89e3\u3001\u591a\u6a21\u6001\u611f\u77e5\u4ee5\u53ca\u66f4\u590d\u6742\u7684\u7aef\u4fa7\u63a8\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u66f4\u9ad8\u4e00\u7ea7\u7684\u529f\u8017\u533a\u95f4\uff0cQualcomm \u7684\u667a\u80fd\u773c\u955c\u5e73\u53f0\u5df2\u7ecf\u5f00\u59cb\u652f\u6301\u76f4\u63a5\u5728\u773c\u955c\u4e0a\u8fd0\u884c\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u3002Snapdragon AR1+ Gen 1 \u660e\u786e\u628a on-glass SLM \u4f5c\u4e3a\u80fd\u529b\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u51e0\u5341\u6beb\u74e6 MCU \u5f88\u5feb\u5c31\u80fd\u8fd0\u884c\u4eca\u5929\u610f\u4e49\u4e0a\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u800c\u610f\u5473\u7740\u4f4e\u529f\u8017 Edge AI \u7684\u6a21\u578b\u7c7b\u578b\u6b63\u5728\u53d1\u751f\u53d8\u5316\uff1a\u4ece\u56fa\u5b9a\u5206\u7c7b\u5668\u9010\u6e10\u8d70\u5411<strong>\u66f4\u4e30\u5bcc\u7684\u8bed\u4e49\u7406\u89e3\u3001Transformer\u3001\u5c0f\u578b\u591a\u6a21\u6001\u6a21\u578b\u548c\u5206\u5c42\u667a\u80fd\u4f53\u7cfb\u7edf<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u7684\u8bbe\u5907\u5f88\u53ef\u80fd\u5e76\u4e0d\u4f1a\u628a\u5b8c\u6574\u7684\u5927\u6a21\u578b\u585e\u5728\u6700\u4f4e\u529f\u8017\u82af\u7247\u4e0a\uff0c\u800c\u662f\u91c7\u7528\u7c7b\u4f3c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Sensor AI \u2192 Always-on NPU \u2192 Local SLM \u2192 Phone\/Edge Server \u2192 Cloud LLM<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u7684\u591a\u7ea7\u667a\u80fd\u67b6\u6784\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e00\u7ea7\u53ea\u5904\u7406\u81ea\u5df1\u6700\u9002\u5408\u5904\u7406\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f4e\u529f\u8017 Edge AI \u5f88\u53ef\u80fd\u6210\u4e3a Physical AI \u7684\u201c\u795e\u7ecf\u672b\u68a2\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u628a AI \u6570\u636e\u4e2d\u5fc3\u770b\u4f5c\u201c\u5927\u8111\u201d\uff0c\u673a\u5668\u4eba\u6216\u81ea\u52a8\u5316\u8bbe\u5907\u770b\u4f5c\u201c\u8eab\u4f53\u201d\uff0c\u90a3\u4e48\u4f4e\u529f\u8017 Edge AI \u5f88\u50cf\u904d\u5e03\u8eab\u4f53\u5404\u5904\u7684\u795e\u7ecf\u672b\u68a2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u5de5\u4e1a\u673a\u5668\u4eba\u53ef\u4ee5\u62e5\u6709\u5f3a\u5927\u7684\u4e2d\u592e\u8ba1\u7b97\u673a\uff0c\u4f46\u5b83\u7684\u5173\u8282\u3001\u6267\u884c\u5668\u3001\u7535\u673a\u3001\u6444\u50cf\u5934\u3001\u9ea6\u514b\u98ce\u3001\u632f\u52a8\u4f20\u611f\u5668\u548c\u7535\u6c60\u8282\u70b9\u5e76\u4e0d\u9700\u8981\u628a\u6240\u6709\u539f\u59cb\u4fe1\u53f7\u90fd\u4f20\u56de\u4e2d\u592e\u5904\u7406\u5668\u3002\u8d8a\u6765\u8d8a\u591a\u7684\u5c40\u90e8\u5224\u65ad\u53ef\u4ee5\u76f4\u63a5\u5728\u4f20\u611f\u5668\u9644\u8fd1\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u667a\u80fd\u773c\u955c\u4e5f\u662f\u5982\u6b64\u3002\u6444\u50cf\u5934\u4e0d\u9700\u8981\u4e0d\u505c\u8fd0\u884c\u5b8c\u6574\u89c6\u89c9\u6a21\u578b\uff0c\u9ea6\u514b\u98ce\u4e0d\u9700\u8981\u6c38\u4e45\u8fd0\u884c\u5927\u578b\u8bed\u97f3\u6a21\u578b\u3002\u53ef\u4ee5\u5148\u7531\u6781\u4f4e\u529f\u8017 AI \u5224\u65ad\u201c\u6709\u4eba\u8bf4\u8bdd\u4e86\u5417\u201d\u201c\u7528\u6237\u6b63\u5728\u770b\u4ec0\u4e48\u201d\u201c\u662f\u5426\u53d1\u751f\u91cd\u8981\u4e8b\u4ef6\u201d\uff0c\u7136\u540e\u9010\u5c42\u5524\u9192\u66f4\u5f3a\u7684\u8ba1\u7b97\u5355\u5143\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u771f\u6b63\u6210\u719f\u7684 Edge AI \u7cfb\u7edf\u5f88\u53ef\u80fd\u4e0d\u662f\u62e5\u6709\u4e00\u4e2a\u5de8\u5927 NPU\uff0c\u800c\u662f\u62e5\u6709\u4e00\u4e2a<strong>\u8ba1\u7b97\u5c42\u7ea7\u4f53\u7cfb<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5e95\u5c42\u662f\u5fae\u74e6\u5230\u6beb\u74e6\u7ea7\u7684\u4f20\u611f\u5668 AI\uff0c\u5176\u4e0a\u662f\u5341\u51e0\u5230\u51e0\u5341\u6beb\u74e6\u7684 always-on AI\uff0c\u518d\u5411\u4e0a\u662f\u51e0\u767e\u6beb\u74e6\u751a\u81f3\u6570\u74e6\u7684\u89c6\u89c9\u3001\u591a\u6a21\u6001\u548c SLM \u8ba1\u7b97\uff0c\u6700\u7ec8\u624d\u662f\u4e91\u7aef\u7684\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ece TinyML \u5230 Ambient Intelligence<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece Ambiq\u3001ST\u3001NXP\u3001Renesas\u3001Infineon\uff0c\u5230 Syntiant\u3001Himax\u3001Analog Devices\uff0c\u518d\u5230 Arm\u3001Google \u548c PyTorch\uff0c\u53ef\u4ee5\u770b\u5230\u4e00\u6761\u8d8a\u6765\u8d8a\u6e05\u6670\u7684\u6280\u672f\u4e3b\u7ebf\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Edge AI \u6b63\u4ece\u65e9\u671f\u201c\u5728 MCU 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