<script type="application/ld+json">{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.simcentric.com/sc/"},{"@type":"ListItem","position":2,"name":"液冷技术正如何改变当今数据中心的人工智能?","item":"https://www.simcentric.com/sc/hong-kong-dedicated-server-sc/how-liquid-cooling-is-transforming-ai-in-data-centers-today/"}]}</script> {"id":15208,"date":"2024-08-29T13:46:35","date_gmt":"2024-08-29T05:46:35","guid":{"rendered":"https:\/\/www.simcentric.com\/uncategorized-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/"},"modified":"2024-08-29T13:54:08","modified_gmt":"2024-08-29T05:54:08","slug":"how-liquid-cooling-is-transforming-ai-in-data-centers-today","status":"publish","type":"post","link":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/","title":{"rendered":"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd(AI)\u5de5\u4f5c\u8d1f\u8f7d\u5c06\u4f20\u7edf\u51b7\u5374\u7cfb\u7edf\u63a8\u5411\u6781\u9650,<strong><a href=\"https:\/\/www.simcentric.com\/sc\/data-center\/hk\/\" target=\"_blank\" rel=\"noopener\">\u6570\u636e\u4e2d\u5fc3<\/a><\/strong>\u6b63\u5168\u8eab\u5fc3\u6295\u5165\u6db2\u51b7\u4e16\u754c\u3002\u8fd9\u4e00\u5de8\u53d8\u6b63\u5728\u91cd\u5851\u9ad8\u6027\u80fd\u8ba1\u7b97\u7684\u683c\u5c40,\u5b9e\u73b0\u4e86\u524d\u6240\u672a\u6709\u7684<strong><a href=\"https:\/\/www.simcentric.com\/sc\/products\/dedicated-server-hk\/\" target=\"_blank\" rel=\"noopener\">\u72ec\u7acb\u670d\u52a1\u5668<\/a><\/strong>\u5bc6\u5ea6\u548c\u80fd\u6e90\u6548\u7387\u3002\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u8fd9\u573a\u6db2\u51b7\u9769\u547d,\u63a2\u7d22\u5176\u5bf9\u6570\u636e\u4e2d\u5fc3\u548cAI\u57fa\u7840\u8bbe\u65bd\u672a\u6765\u7684\u5f71\u54cd\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<h2><strong>\u70ed\u6d6a\u6765\u88ad:\u4e3a\u4f55\u7a7a\u6c14\u51b7\u5374\u8ddf\u4e0d\u4e0a\u6b65\u4f10<\/strong><\/h2>\n<p>\u5f53\u673a\u67b6\u5bc6\u5ea6\u8d85\u8fc770\u5343\u74e6(kW)\u65f6,\u4f20\u7edf\u7684\u7a7a\u6c14\u6563\u70ed\u7ba1\u7406\u5c31\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u7f6a\u9b41\u7978\u9996?\u6b63\u662f\u90a3\u4e9b\u5bf9\u8ba1\u7b97\u80fd\u529b\u6709\u7740\u8d2a\u5f97\u65e0\u538c\u80c3\u53e3\u7684AI\u7b97\u6cd5\u3002JLL\u533a\u57df\u6570\u636e\u4e2d\u5fc3\u5b9e\u8df5\u8d1f\u8d23\u4ebaAndrew Green\u7b80\u6d01\u5730\u603b\u7ed3\u9053:&#8221;\u6211\u4eec\u5df2\u7ecf\u8fbe\u5230\u4e86\u4e00\u4e2a\u673a\u67b6\u5bc6\u5ea6\u8d85\u8d8a\u4e86\u6570\u636e\u4e2d\u5fc3\u7a7a\u6c14\u6563\u70ed\u65b9\u6848\u7269\u7406\u6781\u9650\u7684\u4e34\u754c\u70b9\u3002&#8221;<\/p>\n<p>\u65b0\u4efb&#8221;\u6cbb\u5b89\u5b98&#8221;\u95ea\u4eae\u767b\u573a &#8211; \u4e00\u79cd\u9769\u547d\u6027\u7684\u6563\u70ed\u65b9\u6cd5,\u51c6\u5907\u9a6f\u670d\u7531\u8017\u7535\u5927\u6237<strong><a href=\"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server\/differences-between-gpu-server-and-high-frequency-cpu-serve\/\" target=\"_blank\" rel=\"noopener\">CPU\u548cGPU<\/a><\/strong>\u4ea7\u751f\u7684\u718a\u718a\u70c8\u706b\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<h2><strong>\u6db2\u51b7\u6280\u672f101:\u4ece\u76f4\u63a5\u82af\u7247\u51b7\u5374\u5230\u5168\u6d78\u6ca1\u5f0f<\/strong><\/h2>\n<p>\u6db2\u51b7\u6280\u672f\u4e3b\u8981\u6709\u4e24\u79cd\u5f62\u5f0f:<\/p>\n<ol>\n<li><strong>\u76f4\u63a5\u82af\u7247\u51b7\u5374:<\/strong> \u51b7\u5374\u6db2\u901a\u8fc7\u7ba1\u9053\u76f4\u63a5\u6d41\u5411\u6700\u70ed\u7684\u7ec4\u4ef6,\u7cbe\u51c6\u5730\u5e26\u8d70\u70ed\u91cf\u3002<\/li>\n<li><strong>\u6d78\u6ca1\u5f0f\u51b7\u5374:<\/strong> \u670d\u52a1\u5668\u5b8c\u5168\u6d78\u5165\u5bfc\u70ed\u6027\u80fd\u4f18\u5f02\u7684\u4ecb\u7535\u6d41\u4f53\u4e2d,\u6709\u6548\u5730\u4ece\u6240\u6709\u7ec4\u4ef6\u6563\u70ed\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u5229\u7528\u4e86\u6db2\u4f53\u76f8\u8f83\u4e8e\u7a7a\u6c14\u66f4\u4f18\u8d8a\u7684\u4f20\u70ed\u7279\u6027\u3002\u4e3a\u4e86\u8bf4\u660e\u6548\u7387\u63d0\u5347,\u8ba9\u6211\u4eec\u6765\u505a\u4e00\u4e9b\u6570\u5b57\u8ba1\u7b97:<\/p>\n<pre><code>\r\n# Python script to compare thermal management efficiency\r\ndef heat_transfer_efficiency(method, heat_capacity, flow_rate):\r\n    return heat_capacity * flow_rate\r\n\r\n# Constants (simplified for illustration)\r\nAIR_HEAT_CAPACITY = 1005  # J\/(kg*K)\r\nWATER_HEAT_CAPACITY = 4186  # J\/(kg*K)\r\n\r\nAIR_FLOW_RATE = 0.1  # kg\/s\r\nWATER_FLOW_RATE = 0.01  # kg\/s\r\n\r\nair_efficiency = heat_transfer_efficiency(\"Air\", AIR_HEAT_CAPACITY, AIR_FLOW_RATE)\r\nwater_efficiency = heat_transfer_efficiency(\"Water\", WATER_HEAT_CAPACITY, WATER_FLOW_RATE)\r\n\r\nprint(f\"Air-based Efficiency: {air_efficiency:.2f} W\")\r\nprint(f\"Water-based Efficiency: {water_efficiency:.2f} W\")\r\nprint(f\"Water-based method is {water_efficiency\/air_efficiency:.2f}x more efficient\")\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u7b80\u5316\u7684\u8ba1\u7b97\u8868\u660e,\u5373\u4f7f\u6d41\u91cf\u8981\u4f4e\u5f97\u591a,\u6db2\u51b7\u7684\u6548\u7387\u4e5f\u53ef\u4ee5\u6bd4\u7a7a\u6c14\u51b7\u5374\u9ad8\u51fa4\u500d\u4ee5\u4e0a\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<h2><strong>\u5de8\u5934\u4eec\u7eb7\u7eb7\u8dc3\u5165\u6c34\u4e2d<\/strong><\/h2>\n<p>\u884c\u4e1a\u5de8\u5934\u4eec\u6b63\u70ed\u60c5\u9ad8\u6da8\u5730\u6295\u5165\u6db2\u51b7\u6280\u672f:<\/p>\n<ul>\n<li><strong>Equinix:<\/strong> \u8ba1\u5212\u572845\u4e2a\u57ce\u5e02\u7684100\u4e2a\u6570\u636e\u4e2d\u5fc3\u90e8\u7f72\u6db2\u51b7\u6280\u672f\u3002<\/li>\n<li><strong>Digital Realty:<\/strong> \u63a8\u51fa\u4e86\u57fa\u4e8e\u6db2\u51b7\u6280\u672f\u7684\u9ad8\u5bc6\u5ea6\u670d\u52a1\u5668\u6258\u7ba1\u670d\u52a1,\u6bcf\u673a\u67b6\u53ef\u5904\u7406\u9ad8\u8fbe70kW\u7684\u529f\u7387\u3002<\/li>\n<li><strong>Nvidia:<\/strong> \u4e13\u95e8\u4e3a\u6db2\u51b7\u8bbe\u8ba1\u4e0b\u4e00\u4ee3\u670d\u52a1\u5668,\u4ee5\u7ba1\u7406\u5176\u5f3a\u5927GPU\u4ea7\u751f\u7684\u70ed\u91cf\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u4e3e\u63aa\u9884\u793a\u7740\u6570\u636e\u4e2d\u5fc3\u884c\u4e1a\u6b63\u6380\u8d77\u4e00\u6ce2\u53d8\u9769\u6d6a\u6f6e,\u6db2\u51b7\u6280\u672f\u6b63\u4ece\u5c0f\u4f17\u8d70\u5411\u4e3b\u6d41\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<h2><strong>\u8d85\u8d8a\u6e29\u5ea6\u63a7\u5236:\u5148\u8fdb\u70ed\u7ba1\u7406\u7684\u6d9f\u6f2a\u6548\u5e94<\/strong><\/h2>\n<p>\u8fd9\u79cd\u521b\u65b0\u6563\u70ed\u65b9\u6cd5\u7684\u4f18\u52bf\u8fdc\u4e0d\u6b62\u4e8e\u7ef4\u6301\u6700\u4f73\u6e29\u5ea6:<\/p>\n<ol>\n<li><strong>\u80fd\u6e90\u6548\u7387:<\/strong> \u5927\u5e45\u964d\u4f4e\u6563\u70ed\u7ba1\u7406\u6210\u672c,\u63d0\u9ad8\u80fd\u6e90\u4f7f\u7528\u6548\u7387(PUE)\u3002<\/li>\n<li><strong>\u7a7a\u95f4\u4f18\u5316:<\/strong> \u6d88\u9664\u7b28\u91cd\u7684\u7a7a\u6c14\u6563\u70ed\u8bbe\u5907,\u4e3a\u589e\u52a0\u670d\u52a1\u5668\u817e\u51fa\u5b9d\u8d35\u7684\u7a7a\u95f4\u3002<\/li>\n<li><strong>\u5bc6\u5ea6\u63d0\u5347:<\/strong> \u4f7f\u673a\u67b6\u5bc6\u5ea6\u7a81\u783470kW,\u6bcf\u5e73\u65b9\u82f1\u5c3a\u53ef\u5bb9\u7eb3\u66f4\u591a\u8ba1\u7b97\u80fd\u529b\u3002<\/li>\n<li><strong>\u566a\u97f3\u964d\u4f4e:<\/strong> \u544a\u522b\u9707\u8033\u6b32\u804b\u7684\u98ce\u6247\u566a\u97f3 &#8211; \u8fd9\u79cd\u65b0\u65b9\u6cd5\u51e0\u4e4e\u65e0\u58f0\u8fd0\u884c\u3002<\/li>\n<\/ol>\n<p>\u7136\u800c,\u8fd9\u573a\u6563\u70ed\u9769\u547d\u4e5f\u5e76\u975e\u6ca1\u6709\u6311\u6218\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u6570\u636e\u4e2d\u5fc3\u5de5\u7a0b\u5e08\u53ef\u80fd\u7528\u6765\u6a21\u62df\u8fd9\u4e9b\u6743\u8861\u7684\u4ee3\u7801:<\/p>\n<pre><code>\r\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\ndef model_data_center(thermal_method, rack_density, num_racks):\r\n    if thermal_method == \"air\":\r\n        max_density = 30  # kW per rack\r\n        pue = 1.5\r\n        noise_level = 80  # dB\r\n    else:  # advanced method\r\n        max_density = 100  # kW per rack\r\n        pue = 1.2\r\n        noise_level = 60  # dB\r\n    \r\n    actual_density = min(rack_density, max_density)\r\n    total_power = actual_density * num_racks\r\n    heat_management_power = total_power * (pue - 1)\r\n    \r\n    return {\r\n        \"total_power\": total_power,\r\n        \"heat_management_power\": heat_management_power,\r\n        \"noise_level\": noise_level,\r\n        \"density_utilization\": actual_density \/ max_density * 100\r\n    }\r\n\r\n# Compare air vs. advanced thermal management\r\nrack_densities = np.arange(10, 110, 10)\r\nair_results = [model_data_center(\"air\", d, 100) for d in rack_densities]\r\nadvanced_results = [model_data_center(\"advanced\", d, 100) for d in rack_densities]\r\n\r\n# Plotting (code omitted for brevity)\r\n<\/code><\/pre>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u6a21\u62df\u4e86\u4e0d\u540c\u673a\u67b6\u5bc6\u5ea6\u4e0b\u7a7a\u6c14\u51b7\u5374\u4e0e\u6db2\u51b7\u7684\u6027\u80fd\u7279\u5f81\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d,\u6570\u636e\u4e2d\u5fc3\u5de5\u7a0b\u5e08\u4f1a\u4f7f\u7528\u66f4\u590d\u6742\u7684\u6a21\u62df\u6765\u4f18\u5316\u4ed6\u4eec\u7684\u51b7\u5374\u7b56\u7565\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<h2><strong>\u4e58\u98ce\u7834\u6d6a:\u5b9e\u65bd\u6db2\u51b7\u6280\u672f<\/strong><\/h2>\n<p>\u8fc7\u6e21\u5230\u6db2\u51b7\u6280\u672f\u5e76\u975e\u6613\u4e8b\u3002\u5b83\u9700\u8981\u5bf9\u6570\u636e\u4e2d\u5fc3\u8bbe\u8ba1\u8fdb\u884c\u6839\u672c\u6027\u7684\u91cd\u65b0\u601d\u8003:<\/p>\n<ul>\n<li><strong>\u7ba1\u9053\u9769\u547d:<\/strong> \u590d\u6742\u7684\u7ba1\u9053\u7f51\u7edc\u53d6\u4ee3\u4f20\u7edf\u7684\u7a7a\u6c14\u7ba1\u9053\u3002<\/li>\n<li><strong>\u7ed3\u6784\u8003\u91cf:<\/strong> \u5730\u677f\u627f\u8f7d\u80fd\u529b\u53ef\u80fd\u9700\u8981\u4ece12-15 kPa\u63d0\u9ad8\u5230\u81f3\u5c1120 kPa\u3002<\/li>\n<li><strong>\u98ce\u9669\u7ba1\u7406:<\/strong> \u5c06\u6db2\u4f53\u5f15\u5165\u654f\u611f\u7684\u7535\u5b50\u73af\u5883\u9700\u8981\u5468\u5bc6\u7684\u89c4\u5212\u548c\u6545\u969c\u4fdd\u62a4\u63aa\u65bd\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u73b0\u6709\u7684\u6570\u636e\u4e2d\u5fc3,\u90e8\u5206\u5347\u7ea7\u53ef\u80fd\u662f\u53ef\u884c\u7684,\u4f46\u5b8c\u5168\u8f6c\u6362\u4e3a100%AI\u5c31\u7eea\u7684\u6db2\u51b7\u7cfb\u7edf\u901a\u5e38\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u3002\u6b63\u5982Green\u6240\u8bf4,&#8221;\u5728\u8fd0\u884c\u4e2d\u7684\u6570\u636e\u4e2d\u5fc3\u73af\u5883\u4e2d\u8fdb\u884c\u4efb\u4f55\u91cd\u5927\u53d8\u66f4\u90fd\u662f\u9ad8\u98ce\u9669\u7684,\u5fc5\u987b\u8c28\u614e\u7ba1\u7406\u3002&#8221;<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text]<\/p>\n<h2><strong>\u672a\u6765:\u4e58\u98ce\u7834\u6d6a<\/strong><\/h2>\n<p>\u968f\u7740\u6211\u4eec\u671d\u7740\u767e\u4ebf\u4ebf\u6b21\u7ea7\u8ba1\u7b97\u548c\u66f4\u590d\u6742\u7684AI\u65f6\u4ee3\u8fc8\u8fdb,\u6db2\u51b7\u5c06\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u9009\u62e9,\u800c\u662f\u5fc5\u9700\u54c1\u3002\u672a\u6765\u7684\u6570\u636e\u4e2d\u5fc3\u53ef\u80fd\u4f1a\u91c7\u7528\u6df7\u5408\u65b9\u5f0f,\u6db2\u51b7\u5904\u7406\u6700demanding\u7684\u5de5\u4f5c\u8d1f\u8f7d,\u800c\u4f20\u7edf\u7a7a\u51b7\u5219\u7ba1\u7406\u8f83\u4e0d\u5bc6\u96c6\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u5bf9\u4e8e\u7cbe\u901a\u6280\u672f\u7684\u6570\u636e\u4e2d\u5fc3\u8fd0\u8425\u5546\u6216AI\u7231\u597d\u8005\u6765\u8bf4,\u4fdd\u6301\u5728\u8fd9\u6761\u51b7\u5374\u66f2\u7ebf\u7684\u524d\u6cbf\u81f3\u5173\u91cd\u8981\u3002\u968f\u7740\u884c\u4e1a\u4e0d\u65ad\u7a81\u7834\u8ba1\u7b97\u80fd\u529b\u7684\u754c\u9650,\u90a3\u4e9b\u638c\u63e1\u4e86&#8221;\u4fdd\u6301\u51b7\u9759&#8221;\u827a\u672f\u7684\u4eba\u5c06\u53d1\u73b0\u81ea\u5df1\u7ad9\u5728AI\u9769\u547d\u7684\u6700\u524d\u6cbf\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u52c7\u6562\u7684\u6db2\u51b7\u6570\u636e\u4e2d\u5fc3\u65b0\u4e16\u754c\u91cc,\u6709\u4e00\u70b9\u662f\u660e\u786e\u7684:\u9ad8\u6027\u80fd\u8ba1\u7b97\u7684\u672a\u6765\u5c06\u4f1a\u975e\u5e38\u3001\u975e\u5e38\u9177\u3002<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text] \u968f\u7740\u4eba\u5de5\u667a\u80fd(AI)\u5de5\u4f5c\u8d1f\u8f7d\u5c06\u4f20\u7edf\u51b7\u5374\u7cfb\u7edf\u63a8\u5411\u6781\u9650,\u6570\u636e\u4e2d\u5fc3\u6b63\u5168\u8eab\u5fc3\u6295\u5165\u6db2\u51b7\u4e16\u754c\u3002\u8fd9\u4e00\u5de8\u53d8\u6b63\u5728\u91cd\u5851\u9ad8\u6027\u80fd\u8ba1\u7b97\u7684\u683c\u5c40,\u5b9e\u73b0\u4e86\u524d\u6240\u672a\u6709\u7684\u72ec\u7acb\u670d\u52a1\u5668\u5bc6\u5ea6\u548c\u80fd\u6e90\u6548\u7387\u3002\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u8fd9\u573a\u6db2\u51b7\u9769\u547d,\u63a2\u7d22\u5176\u5bf9\u6570\u636e\u4e2d\u5fc3\u548cAI\u57fa\u7840\u8bbe\u65bd\u672a\u6765\u7684\u5f71\u54cd\u3002 [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text] \u70ed\u6d6a\u6765\u88ad:\u4e3a\u4f55\u7a7a\u6c14\u51b7\u5374\u8ddf\u4e0d\u4e0a\u6b65\u4f10 \u5f53\u673a\u67b6\u5bc6\u5ea6\u8d85\u8fc770\u5343\u74e6(kW)\u65f6,\u4f20\u7edf\u7684\u7a7a\u6c14\u6563\u70ed\u7ba1\u7406\u5c31\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u7f6a\u9b41\u7978\u9996?\u6b63\u662f\u90a3\u4e9b\u5bf9\u8ba1\u7b97\u80fd\u529b\u6709\u7740\u8d2a\u5f97\u65e0\u538c\u80c3\u53e3\u7684AI\u7b97\u6cd5\u3002JLL\u533a\u57df\u6570\u636e\u4e2d\u5fc3\u5b9e\u8df5\u8d1f\u8d23\u4ebaAndrew Green\u7b80\u6d01\u5730\u603b\u7ed3\u9053:&#8221;\u6211\u4eec\u5df2\u7ecf\u8fbe\u5230\u4e86\u4e00\u4e2a\u673a\u67b6\u5bc6\u5ea6\u8d85\u8d8a\u4e86\u6570\u636e\u4e2d\u5fc3\u7a7a\u6c14\u6563\u70ed\u65b9\u6848\u7269\u7406\u6781\u9650\u7684\u4e34\u754c\u70b9\u3002&#8221; \u65b0\u4efb&#8221;\u6cbb\u5b89\u5b98&#8221;\u95ea\u4eae\u767b\u573a &#8211; \u4e00\u79cd\u9769\u547d\u6027\u7684\u6563\u70ed\u65b9\u6cd5,\u51c6\u5907\u9a6f\u670d\u7531\u8017\u7535\u5927\u6237CPU\u548cGPU\u4ea7\u751f\u7684\u718a\u718a\u70c8\u706b\u3002 [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=&#8221;blog-detail-section&#8221;][vc_column][vc_column_text] \u6db2\u51b7\u6280\u672f101:\u4ece\u76f4\u63a5\u82af\u7247\u51b7\u5374\u5230\u5168\u6d78\u6ca1\u5f0f \u6db2\u51b7\u6280\u672f\u4e3b\u8981\u6709\u4e24\u79cd\u5f62\u5f0f: \u76f4\u63a5\u82af\u7247\u51b7\u5374: \u51b7\u5374\u6db2\u901a\u8fc7\u7ba1\u9053\u76f4\u63a5\u6d41\u5411\u6700\u70ed\u7684\u7ec4\u4ef6,\u7cbe\u51c6\u5730\u5e26\u8d70\u70ed\u91cf\u3002 \u6d78\u6ca1\u5f0f\u51b7\u5374: \u670d\u52a1\u5668\u5b8c\u5168\u6d78\u5165\u5bfc\u70ed\u6027\u80fd\u4f18\u5f02\u7684\u4ecb\u7535\u6d41\u4f53\u4e2d,\u6709\u6548\u5730\u4ece\u6240\u6709\u7ec4\u4ef6\u6563\u70ed\u3002 \u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u5229\u7528\u4e86\u6db2\u4f53\u76f8\u8f83\u4e8e\u7a7a\u6c14\u66f4\u4f18\u8d8a\u7684\u4f20\u70ed\u7279\u6027\u3002\u4e3a\u4e86\u8bf4\u660e\u6548\u7387\u63d0\u5347,\u8ba9\u6211\u4eec\u6765\u505a\u4e00\u4e9b\u6570\u5b57\u8ba1\u7b97: # Python script to compare thermal management efficiency def heat_transfer_efficiency(method, heat_capacity, flow_rate): return heat_capacity * flow_rate # Constants (simplified for illustration) AIR_HEAT_CAPACITY = 1005 # J\/(kg*K) WATER_HEAT_CAPACITY = 4186 # J\/(kg*K) AIR_FLOW_RATE = 0.1 # [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":2,"featured_media":15203,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[62],"tags":[3286,3288,3287,3289,211],"class_list":["post-15208","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hong-kong-dedicated-server-sc","tag-liquid-cooling-sc","tag-ai-workloads-sc","tag-data-centers-sc","tag-energy-efficiency-sc","tag-dedicated-servers-sc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?<\/title>\n<meta name=\"description\" content=\"\u63a2\u7d22\u6db2\u51b7\u6280\u672f\u5982\u4f55\u6539\u9020\u6570\u636e\u4e2d\u5fc3\u4ee5\u6ee1\u8db3\u4eba\u5de5\u667a\u80fd\u7684\u5bc6\u96c6\u8ba1\u7b97\u9700\u6c42\u3002\u6df1\u5165\u4e86\u89e3\u8fd9\u573a\u9769\u547d\u7684\u4f18\u52bf\u548c\u6311\u6218\u3002\" \/>\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.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"company\" \/>\n<meta property=\"og:title\" content=\"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208\" \/>\n<meta property=\"og:site_name\" content=\"\u65b0\u5929\u57df\u4e92\u8054\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-29T05:46:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-29T05:54:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.simcentric.com\/wp-content\/uploads\/2024\/08\/sim-blog-2024-08-29C.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"615\" \/>\n\t<meta property=\"og:image:height\" content=\"343\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?","description":"\u63a2\u7d22\u6db2\u51b7\u6280\u672f\u5982\u4f55\u6539\u9020\u6570\u636e\u4e2d\u5fc3\u4ee5\u6ee1\u8db3\u4eba\u5de5\u667a\u80fd\u7684\u5bc6\u96c6\u8ba1\u7b97\u9700\u6c42\u3002\u6df1\u5165\u4e86\u89e3\u8fd9\u573a\u9769\u547d\u7684\u4f18\u52bf\u548c\u6311\u6218\u3002","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.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208","og_locale":"zh_CN","og_type":"company","og_title":"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?","og_url":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208","og_site_name":"\u65b0\u5929\u57df\u4e92\u8054","article_published_time":"2024-08-29T05:46:35+00:00","article_modified_time":"2024-08-29T05:54:08+00:00","og_image":[{"width":615,"height":343,"url":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2024\/08\/sim-blog-2024-08-29C.jpg","type":"image\/jpeg"}],"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#article","isPartOf":{"@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/"},"author":{"name":"Debbie Ng","@id":"https:\/\/simcentric.com\/tc\/#\/schema\/person\/0bfc8768eb7caacbfab4a0855d805626"},"headline":"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?","datePublished":"2024-08-29T05:46:35+00:00","dateModified":"2024-08-29T05:54:08+00:00","mainEntityOfPage":{"@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/"},"wordCount":147,"publisher":{"@id":"https:\/\/simcentric.com\/tc\/#organization"},"image":{"@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#primaryimage"},"thumbnailUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2024\/08\/sim-blog-2024-08-29C.jpg","keywords":["\u6db2\u51b7","AI\u5de5\u4f5c\u8d1f\u8f7d","\u6570\u636e\u4e2d\u5fc3","\u80fd\u6e90\u6548\u7387","\u72ec\u7acb\u670d\u52a1\u5668"],"articleSection":["\u9999\u6e2f\u670d\u52a1\u5668"],"inLanguage":"zh-CHN"},{"@type":"WebPage","@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/","url":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/","name":"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?","isPartOf":{"@id":"https:\/\/simcentric.com\/tc\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#primaryimage"},"image":{"@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#primaryimage"},"thumbnailUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2024\/08\/sim-blog-2024-08-29C.jpg","datePublished":"2024-08-29T05:46:35+00:00","dateModified":"2024-08-29T05:54:08+00:00","description":"\u63a2\u7d22\u6db2\u51b7\u6280\u672f\u5982\u4f55\u6539\u9020\u6570\u636e\u4e2d\u5fc3\u4ee5\u6ee1\u8db3\u4eba\u5de5\u667a\u80fd\u7684\u5bc6\u96c6\u8ba1\u7b97\u9700\u6c42\u3002\u6df1\u5165\u4e86\u89e3\u8fd9\u573a\u9769\u547d\u7684\u4f18\u52bf\u548c\u6311\u6218\u3002","breadcrumb":{"@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#breadcrumb"},"inLanguage":"zh-CHN","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/"]}]},{"@type":"ImageObject","inLanguage":"zh-CHN","@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#primaryimage","url":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2024\/08\/sim-blog-2024-08-29C.jpg","contentUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2024\/08\/sim-blog-2024-08-29C.jpg","width":615,"height":343,"caption":"\u6570\u636e\u4e2d\u5fc3\u6db2\u51b7\u7cfb\u7edf\u793a\u610f\u56fe"},{"@type":"BreadcrumbList","@id":"https:\/\/www.simcentric.com\/sc\/hong-kong-dedicated-server-sc\/how-liquid-cooling-is-transforming-ai-in-data-centers-today\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.simcentric.com\/sc\/"},{"@type":"ListItem","position":2,"name":"\u6db2\u51b7\u6280\u672f\u6b63\u5982\u4f55\u6539\u53d8\u5f53\u4eca\u6570\u636e\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd?"}]},{"@type":"WebSite","@id":"https:\/\/simcentric.com\/tc\/#website","url":"https:\/\/simcentric.com\/tc\/","name":"Simcentric Solutions","description":"","publisher":{"@id":"https:\/\/simcentric.com\/tc\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/simcentric.com\/tc\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-CHN"},{"@type":"Organization","@id":"https:\/\/simcentric.com\/tc\/#organization","name":"Simcentric Solutions","url":"https:\/\/simcentric.com\/tc\/","logo":{"@type":"ImageObject","inLanguage":"zh-CHN","@id":"https:\/\/simcentric.com\/tc\/#\/schema\/logo\/image\/","url":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2023\/06\/sim-logo-2023.png","contentUrl":"https:\/\/www.simcentric.com\/wp-content\/uploads\/2023\/06\/sim-logo-2023.png","width":800,"height":222,"caption":"Simcentric Solutions"},"image":{"@id":"https:\/\/simcentric.com\/tc\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/simcentric.com\/tc\/#\/schema\/person\/0bfc8768eb7caacbfab4a0855d805626","name":"Debbie Ng","image":{"@type":"ImageObject","inLanguage":"zh-CHN","@id":"https:\/\/secure.gravatar.com\/avatar\/9f3420f60d27329ed6e921ddaae5206353d0a7414d1abb6f1f0b32b4fd849965?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/9f3420f60d27329ed6e921ddaae5206353d0a7414d1abb6f1f0b32b4fd849965?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9f3420f60d27329ed6e921ddaae5206353d0a7414d1abb6f1f0b32b4fd849965?s=96&d=mm&r=g","caption":"Debbie Ng"}}]}},"_links":{"self":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/comments?post=15208"}],"version-history":[{"count":2,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208\/revisions"}],"predecessor-version":[{"id":15225,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/posts\/15208\/revisions\/15225"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/media\/15203"}],"wp:attachment":[{"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/media?parent=15208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/categories?post=15208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.simcentric.com\/sc\/wp-json\/wp\/v2\/tags?post=15208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}