


{"id":5573,"date":"2022-02-28T18:58:00","date_gmt":"2022-02-28T10:58:00","guid":{"rendered":"https:\/\/aprea.asia\/?post_type=knowledge-hub&#038;p=5573"},"modified":"2025-04-01T19:00:44","modified_gmt":"2025-04-01T11:00:44","slug":"the-power-of-deep-reinforcement-learning-to-transform-the-built-environment","status":"publish","type":"knowledge-hub","link":"https:\/\/www.aprea.asia\/zh_hk\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/","title":{"rendered":"\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u6539\u9020\u5efa\u7bc9\u74b0\u5883\u7684\u529b\u91cf"},"content":{"rendered":"<p class=\"\">\u5728\u6c23\u5019\u7dca\u6025\u7684\u6642\u4ee3\uff0c\u4eba\u5de5\u667a\u6167 (AI) \u80fd\u70ba\u5efa\u7bc9\u74b0\u5883\u5e36\u4f86\u4ec0\u9ebc\uff1f\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2 (Deep Reinforcement Learning) \u7684\u6838\u5fc3\u662f\u4ee3\u7406\u4eba\u8207\u74b0\u5883\u3002\u6b63\u5982\u6211\u5011\u958b\u59cb\u4e86\u89e3\u5230\u6211\u5011\u5728\u74b0\u5883\u4e2d\u7684\u884c\u70ba\u6703\u5c0d\u5730\u7403\u9020\u6210\u5de8\u5927\u5f71\u97ff\uff0c\u5275\u65b0\u7684 AI \u4e5f\u5728\u5b78\u7fd2 - \u800c\u4e14\u6bd4\u6211\u5011\u66f4\u5feb\u3002.<\/p>\n\n\n\n<p class=\"\">\u900f\u904e\u4f7f\u7528\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\uff08Deep Reinforcement Learning\uff09\u4f86\u512a\u5316\u5efa\u7bc9\u74b0\u5883\u4e2d HVAC \u7cfb\u7d71\u7684\u80fd\u6e90\u6548\u7387\uff0c\u6211\u5011\u53ef\u4ee5\u5728\u4e0d\u72a7\u7272\u4f7f\u7528\u8005\u8212\u9069\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5c07\u6211\u5011\u81ea\u8eab\u884c\u70ba\u7684\u8ca0\u9762\u5f71\u97ff\u964d\u81f3\u6700\u4f4e\u3002\u96a8\u8457\u4e16\u754c\u5404\u5730\u7684\u4f01\u696d\u5617\u8a66\u904e\u6e21\u5230\u6de8\u96f6\uff0c\u9019\u9805\u6280\u8853\u5c07\u767c\u63ee\u8209\u8db3\u8f15\u91cd\u7684\u4f5c\u7528\u3002.<\/p>\n\n\n\n<p class=\"\">\u4f46\u70ba\u4ec0\u9ebc\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u662f\u512a\u5316 HVAC \u6027\u80fd\u7684\u6700\u4f73\u65b9\u5f0f\uff1f<\/p>\n\n\n\n<p class=\"\"><a href=\"https:\/\/arloid.com\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5728\u6b64\u95b1\u8b80\u66f4\u591a\u8cc7\u8a0a<\/a><\/p>","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":true},"kh_category":[30],"class_list":["post-5573","knowledge-hub","type-knowledge-hub","status-publish","hentry","kh_category-thought-leadership"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Power of Deep Reinforcement Learning to Transform the Built Environment - Asia Pacific Real Assets Association<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.aprea.asia\/zh_hk\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/\" \/>\n<meta property=\"og:locale\" content=\"zh_HK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Power of Deep Reinforcement Learning to Transform the Built Environment - Asia Pacific Real Assets Association\" \/>\n<meta property=\"og:description\" content=\"What can Artificial Intelligence (AI) offer the built environment in our age of climate emergency? At the heart of Deep Reinforcement Learning is an agent and an environment. Just as we are starting to learn that our actions within our environment have consequences on an immense, planetary scale, innovative AI is learning too \u2013 and ... The Power of Deep Reinforcement Learning to Transform the Built Environment\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.aprea.asia\/zh_hk\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/\" \/>\n<meta property=\"og:site_name\" content=\"Asia Pacific Real Assets Association\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-01T11:00:44+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u9810\u8a08\u95b1\u8b80\u6642\u9593\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 \u5206\u9418\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/\",\"url\":\"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/\",\"name\":\"The Power of Deep Reinforcement Learning to Transform the Built Environment - Asia Pacific Real Assets Association\",\"isPartOf\":{\"@id\":\"https:\/\/www.aprea.asia\/#website\"},\"datePublished\":\"2022-02-28T10:58:00+00:00\",\"dateModified\":\"2025-04-01T11:00:44+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/#breadcrumb\"},\"inLanguage\":\"zh-HK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.aprea.asia\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Knowledge Hub\",\"item\":\"https:\/\/www.aprea.asia\/knowledge-hub\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"The Power of Deep Reinforcement Learning to Transform the Built Environment\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.aprea.asia\/#website\",\"url\":\"https:\/\/www.aprea.asia\/\",\"name\":\"Asia Pacific Real Assets Association\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.aprea.asia\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-HK\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u6539\u9020\u5efa\u7bc9\u74b0\u5883\u7684\u529b\u91cf - \u4e9e\u592a\u623f\u5730\u7522\u5354\u6703","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.aprea.asia\/zh_hk\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/","og_locale":"zh_HK","og_type":"article","og_title":"The Power of Deep Reinforcement Learning to Transform the Built Environment - Asia Pacific Real Assets Association","og_description":"What can Artificial Intelligence (AI) offer the built environment in our age of climate emergency? At the heart of Deep Reinforcement Learning is an agent and an environment. Just as we are starting to learn that our actions within our environment have consequences on an immense, planetary scale, innovative AI is learning too \u2013 and ... The Power of Deep Reinforcement Learning to Transform the Built Environment","og_url":"https:\/\/www.aprea.asia\/zh_hk\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/","og_site_name":"Asia Pacific Real Assets Association","article_modified_time":"2025-04-01T11:00:44+00:00","twitter_card":"summary_large_image","twitter_misc":{"\u9810\u8a08\u95b1\u8b80\u6642\u9593":"1 \u5206\u9418"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/","url":"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/","name":"\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u6539\u9020\u5efa\u7bc9\u74b0\u5883\u7684\u529b\u91cf - \u4e9e\u592a\u623f\u5730\u7522\u5354\u6703","isPartOf":{"@id":"https:\/\/www.aprea.asia\/#website"},"datePublished":"2022-02-28T10:58:00+00:00","dateModified":"2025-04-01T11:00:44+00:00","breadcrumb":{"@id":"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/#breadcrumb"},"inLanguage":"zh-HK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.aprea.asia\/knowledge-hub\/the-power-of-deep-reinforcement-learning-to-transform-the-built-environment\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.aprea.asia\/"},{"@type":"ListItem","position":2,"name":"Knowledge Hub","item":"https:\/\/www.aprea.asia\/knowledge-hub\/"},{"@type":"ListItem","position":3,"name":"The Power of Deep Reinforcement Learning to Transform the Built Environment"}]},{"@type":"WebSite","@id":"https:\/\/www.aprea.asia\/#website","url":"https:\/\/www.aprea.asia\/","name":"\u4e9e\u592a\u623f\u5730\u7522\u5354\u6703","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.aprea.asia\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-HK"}]}},"_links":{"self":[{"href":"https:\/\/www.aprea.asia\/zh_hk\/wp-json\/wp\/v2\/knowledge-hub\/5573","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aprea.asia\/zh_hk\/wp-json\/wp\/v2\/knowledge-hub"}],"about":[{"href":"https:\/\/www.aprea.asia\/zh_hk\/wp-json\/wp\/v2\/types\/knowledge-hub"}],"wp:attachment":[{"href":"https:\/\/www.aprea.asia\/zh_hk\/wp-json\/wp\/v2\/media?parent=5573"}],"wp:term":[{"taxonomy":"kh_category","embeddable":true,"href":"https:\/\/www.aprea.asia\/zh_hk\/wp-json\/wp\/v2\/kh_category?post=5573"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}