{"id":1658,"date":"2026-05-08T00:00:01","date_gmt":"2026-05-07T16:00:01","guid":{"rendered":"https:\/\/cleardatascience.com\/?p=1658"},"modified":"2026-02-06T10:42:57","modified_gmt":"2026-02-06T02:42:57","slug":"iot-meets-agentic-ai-creating-smart-self-optimizing-connected-ecosystems","status":"publish","type":"post","link":"https:\/\/cleardatascience.com\/zh-hant\/iot-meets-agentic-ai-creating-smart-self-optimizing-connected-ecosystems\/","title":{"rendered":"\u7269\u806f\u7db2\u9047\u4e0a\u4e3b\u52d5\u578b\u4eba\u5de5\u667a\u6167\uff1a\u6253\u9020\u667a\u6167\u3001\u81ea\u6211\u512a\u5316\u7684\u9023\u63a5\u751f\u614b\u7cfb\u7d71"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-1656\" src=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2026\/01\/IoT_ecosystem-300x191.png\" alt=\"\" width=\"300\" height=\"191\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2026\/01\/IoT_ecosystem-300x191.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2026\/01\/IoT_ecosystem.png 680w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" 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MicroPython <\/strong><strong>\u8207 Rust <\/strong><strong>\u7684\u4ee3\u7406\uff1a<\/strong>\u7528\u65bc\u5c07\u8d85\u8f15\u91cf\u6c7a\u7b56\u908f\u8f2f\u76f4\u63a5\u90e8\u7f72\u5728\u8cc7\u6e90\u53d7\u9650\u7684\u5fae\u63a7\u5236\u5668\uff08MCU\uff09\u4e0a\uff0c\u5be6\u73fe\u57fa\u672c\u7684\u81ea\u4e3b\u529f\u80fd\u3002<\/li>\n<li><strong>Eclipse ioFog<\/strong><strong>\uff1a<\/strong>\u4e00\u500b\u958b\u6e90\u5e73\u53f0\uff0c\u7528\u65bc\u5728\u908a\u7de3\u7db2\u7d61\u4e0a\u90e8\u7f72\u548c\u7ba1\u7406\u5206\u6563\u5f0f\u300c\u5fae\u670d\u52d9\u300d\uff08\u53ef\u4ee5\u662f AI \u4ee3\u7406\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u00a0<\/strong><strong>\u901a\u8a0a\u8207\u5354\u8abf\uff1a<\/strong>\u4ee3\u7406\u4eba\u5fc5\u9808\u5b89\u5168\u4e14\u9ad8\u6548\u5730\u9032\u884c\u901a\u8a0a\u3002\n<ul>\n<li><strong>MQTT <\/strong><strong>\u8207 Sparkplug<\/strong><strong>\uff1a<\/strong>\u7269\u806f\u7db2\u7684\u6a19\u6e96\u8f15\u91cf\u7d1a\u6d88\u606f\u5354\u8b70\uff0c\u975e\u5e38\u9069\u5408\u4ee3\u7406\u4e4b\u9593\u4e8b\u4ef6\u548c\u6307\u4ee4\u7684\u901a\u4fe1\u3002<\/li>\n<li><strong>Eclipse Ditto<\/strong><strong>\uff1a<\/strong>\u7ba1\u7406\u6578\u4f4d\u96d9\u80de\u80ce\u2014\u2014\u7269\u7406\u8a2d\u5099\u7684\u865b\u64ec\u3001\u5373\u6642\u8868\u793a\u3002\u4ee3\u7406\u8207\u9019\u4e9b\u96d9\u80de\u80ce\u4e92\u52d5\u4ee5\u4e86\u89e3\u7cfb\u7d71\u72c0\u614b\uff0c\u5f9e\u800c\u5be6\u73fe\u89e3\u8026\u4e14\u5177\u97cc\u6027\u7684\u63a7\u5236\u908f\u8f2f\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u908a\u7de3 AI <\/strong><strong>\u6a21\u578b\u90e8\u7f72\uff1a<\/strong>\u4ee3\u7406\u9700\u8981\u88dd\u7f6e\u5167\u667a\u6167\u3002\n<ul>\n<li><strong>TensorFlow Lite Micro <\/strong><strong>\u8207 ONNX Runtime<\/strong><strong>\uff1a<\/strong>\u652f\u6301\u5c07\u5c0f\u578b\u3001\u91cf\u5316\u6a21\u578b\uff08\u5982 SLM \u6216 TinyML \u6a21\u578b\uff09\u76f4\u63a5\u90e8\u7f72\u5230\u908a\u7de3\u786c\u9ad4\u4e0a\uff0c\u7528\u65bc\u611f\u77e5\u548c\u9810\u6e2c\u3002<\/li>\n<li><strong>\u6a21\u578b\u767b\u9304\uff08MLflow<\/strong><strong>\uff09\uff1a<\/strong>\u7ba1\u7406\u63a8\u9001\u81f3\u6574\u500b\u7cfb\u7d71\u4e2d\u5404\u4ee3\u7406\u7684 AI 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