{"id":2916,"date":"2023-05-05T14:40:51","date_gmt":"2023-05-05T06:40:51","guid":{"rendered":"https:\/\/nullthought.net\/?p=2916"},"modified":"2024-11-07T11:00:45","modified_gmt":"2024-11-07T03:00:45","slug":"%e7%89%a9%e8%81%94%e7%bd%91%e5%92%8c%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=2916","title":{"rendered":"\u7269\u8054\u7f51\u548c\u5927\u6a21\u578b"},"content":{"rendered":"\n<p>\u4e00\u70b9\u513f\u6781\u521d\u6d45\u7684\u60f3\u6cd5\uff1a<\/p>\n\n\n\n<p>\u7269\u8054\u7f51\u7684\u76d1\u6d4b\u6570\u636e\u6ce2\u5f62\uff0c\u5982\u8bbe\u5907\u7684\u632f\u52a8\u6ce2\u5f62\uff0c\u662f\u8bbe\u5907\u7684\u5916\u5728Sequence\u8868\u8fbe\uff0c\u5176\u5b9e\u5c31\u662f\u201c\u7269\u201d\u7684\u8bed\u8a00\u3002\u4e86\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e00\u4e9b\u7b97\u6cd5\uff0c\u6709\u53ef\u80fd\u542f\u53d1\u5728\u7269\u8054\u7f51\u4ea7\u54c1\u65b9\u9762\u7684\u4e00\u4e9b\u521b\u65b0\u3002<\/p>\n\n\n\n<p>\u5fc5\u987b\u8003\u8651\u7684\u662f\uff0c\u5bf9\u4e8e\u7269\u8054\u7f51\u9886\u57df\u201c\u7269\u201d\u7684\u8bed\u8a00\u7684\u5904\u7406\uff0c\u5e38\u5e38\u9700\u8981\u7684\u662f\u7cbe\u786e\uff0c\u4e0d\u80fd\u50cfchatGPT\u5904\u7406\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u90a3\u6837\u6709\u592a\u591a\u7684\u201c\u8868\u8fbe\u70ed\u5ea6\u201d\u548c\u201c\u521b\u4f5c\u6fc0\u60c5\u201d\u3002<\/p>\n\n\n\n<p>\u4e0d\u80fd\u62ff\u7740AI\u9524\u5b50\u5728IoT\u9886\u57df\u627e\u9489\u5b50\u3002\u590d\u6742\u7684\u505a\u6cd5\u53ef\u80fd\u4e0d\u4e00\u5b9a\u9002\u7528\uff0c\u53cd\u800c\u662f\u4e00\u4e9b\u57fa\u7840\u7b97\u6cd5\u548c\u521d\u7ea7\u7684AI\u6a21\u578b\u6765\u5f97\u66f4\u4e3a\u5b9e\u7528\uff0c\u5982\u5229\u7528\u81ea\u52a8\u7f16\u7801\u5668Autoencoder\u7684\u6ce2\u5f62\u5f02\u5e38\u5224\u65ad\uff0c\u5982\u5229\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u4ea7\u54c1\u7f3a\u9677\u56fe\u50cf\u8bc6\u522b\uff0c\u5982\u5c06\u7269\u8054\u7f51Sequence\u6570\u636e\u56fe\u8c31\u5316\u7684\u56fe\u5f62\u7684AI\u5904\u7406\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u4f46\u5bf9\u65b0\u6280\u672f\u7684\u9002\u5f53\u8ddf\u8e2a\uff0c\u5e76\u601d\u8003\u5982\u4f55\u548c\u4ea7\u54c1\u521b\u65b0\u7ed3\u5408\uff0c\u503c\u5f97\u6301\u7eed\u53bb\u505a\u3002AI\u5927\u6a21\u578b\u7b49\u6280\u672f\u7684\u76f8\u5173\u601d\u8def\u548c\u65b9\u6cd5\uff0c\u5fc5\u5b9a\u4e5f\u4f1a\u5728\u5de5\u4e1a\u9886\u57df\u6fc0\u53d1\u521b\u65b0\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-medium-font-size\"><strong>IoT and LLM<\/strong><\/p>\n\n\n\n<p>Some initial, very shallow thoughts:<\/p>\n\n\n\n<p>The monitoring data waveforms in the Internet of Things (IoT), such as device vibration waveforms, are the external sequence expressions of devices, essentially the &#8220;language&#8221; of things. Understanding some algorithms of LLM(large language models) might inspire innovations in IoT products.<\/p>\n\n\n\n<p>It is crucial to consider that processing the &#8220;language&#8221; of things in the IoT field often requires precision. Unlike how ChatGPT handles human natural language with much &#8220;expressiveness&#8221; and &#8220;creative passion,&#8221; IoT demands accuracy.<\/p>\n\n\n\n<p>We shouldn&#8217;t wield the AI hammer in the IoT field looking for nails. Complex approaches might not necessarily be suitable; instead, some basic algorithms and elementary AI models might be more practical. For example, using autoencoders for waveform anomaly detection, using CNN(convolutional neural networks) for product defect image recognition, and applying AI to graph IoT sequence data, among others.<\/p>\n\n\n\n<p>However, it is worth continuously tracking new technologies and thinking about how to integrate them with product innovation. Relevant ideas and methods from technologies like AI LLM will undoubtedly inspire innovation in the industrial field.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2023\/05\/concept_of_combination_of_AI_and_IoT-created-by-Midjouney_9X16.png\" alt=\"\" style=\"width:612px;height:1092px\"\/><figcaption class=\"wp-element-caption\">Created by Midjouney V5.1<br>Prompts: photography of science fiction style, concept of combination of AI and Internet of Things, highlight on AI, backgroud is manufacturing scene in a factory<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u70b9\u513f\u6781\u521d\u6d45\u7684\u60f3\u6cd5\uff1a \u7269\u8054\u7f51\u7684\u76d1\u6d4b\u6570\u636e\u6ce2\u5f62\uff0c\u5982\u8bbe\u5907\u7684\u632f\u52a8\u6ce2\u5f62\uff0c\u662f\u8bbe\u5907\u7684\u5916\u5728Sequence\u8868\u8fbe\uff0c\u5176\u5b9e\u5c31\u662f\u201c\u7269\u201d 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