{"id":1073280,"date":"2023-08-30T04:56:00","date_gmt":"2023-08-30T11:56:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1073280"},"modified":"2024-09-25T03:43:47","modified_gmt":"2024-09-25T10:43:47","slug":"batteryml","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/batteryml\/","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u5f00\u6e90\u5de5\u5177BatteryML\uff0c\u4e00\u7ad9\u5f0f\u5206\u6790\u4e0e\u9884\u6d4b\u7535\u6c60\u6027\u80fd"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u5f20\u6657 \u6842\u6653\u51e1 \u90d1\u987a<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u5929\u4e0b\u82e6\u9502\u7535\u6c60\u5bff\u547d\u4e45\u77e3\uff0c\u65f6\u95fb\u201c\u5f00\u8f66\u51fa\uff0c\u63a8\u8f66\u56de\u201d\uff0c\u53c8\u95fb\u201c\u5145\u7535\u4e24\u5c0f\u65f6\uff0c\u5f85\u673a\u4e24\u5206\u949f\u201d\uff0c\u4ea6\u95fb\u201c\u6c14\u6e29\u9aa4\u964d\uff0c\u8bf7\u6ce8\u610f\u7535\u6c60\u4fdd\u6696\u201d\u2026\u2026\u968f\u7740\u4ee5\u9502\u79bb\u5b50\u7535\u6c60\u4e3a\u52a8\u529b\u6e90\u7684\u4ea7\u54c1\uff0c\u5982\u624b\u673a\u3001\u7535\u8111\u3001\u65b0\u80fd\u6e90\u6c7d\u8f66\u7b49\uff0c\u9010\u6b65\u6210\u4e3a\u4eba\u4eec\u751f\u6d3b\u7684\u5fc5\u9700\u54c1\uff0c\u5173\u4e8e\u7535\u6c60\u5bff\u547d\u7684\u788e\u788e\u5ff5\u4e5f\u8d8a\u6765\u8d8a\u591a\u3002\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u4e5f\u6210\u4e3a\u4e86\u4ea7\u4e1a\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u91cd\u8981\u8bfe\u9898\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u5206\u6790\u7535\u6c60\u6027\u80fd\uff0c\u9884\u6d4b\u7535\u6c60\u4f7f\u7528\u5bff\u547d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f00\u53d1\u5e76\u5f00\u6e90\u4e86\u4e00\u7ad9\u5f0f\u673a\u5668\u5b66\u4e60\u5de5\u5177 BatteryML\uff0c\u5e0c\u671b\u53ef\u4ee5\u96c6\u7ed3\u66f4\u591a\u7684\u4e13\u4e1a\u529b\u91cf\uff0c\u5171\u540c\u63a8\u52a8\u7535\u6c60\u9886\u57df\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u9502\u79bb\u5b50\u7535\u6c60\u7531\u4e8e\u5176\u9ad8\u80fd\u91cf\u5bc6\u5ea6\u3001\u957f\u5faa\u73af\u5bff\u547d\u548c\u76f8\u5bf9\u8f83\u4f4e\u7684\u81ea\u653e\u7535\uff0c\u5df2\u6210\u4e3a\u50a8\u80fd\u89e3\u51b3\u65b9\u6848\u7684\u57fa\u77f3\uff0c\u4e5f\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u5546\u4e1a\u573a\u666f\u4e2d\uff0c\u5305\u62ec\u65b0\u80fd\u6e90\u6c7d\u8f66\u3001\u6d88\u8d39\u7535\u5b50\u548c\u50a8\u80fd\u8bbe\u65bd\u7b49\u3002\u5c3d\u7ba1\u9502\u7535\u6c60\u5e26\u6765\u4e86\u8bf8\u591a\u4f18\u52bf\uff0c\u4f46\u5b83\u4ecd\u9762\u4e34\u7740\u5bb9\u91cf\u8870\u51cf\u548c\u6027\u80fd\u4f18\u5316\u7b49\u6311\u6218\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"537\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-1.png\" alt=\"\u7535\u6c60\" class=\"wp-image-1073283\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-1.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-1-300x157.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-1-768x403.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-1-240x126.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728\u4e0d\u65ad\u5faa\u73af\u4f7f\u7528\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9502\u7535\u6c60\u56e0\u56fa\u6709\u7684\u7535\u5316\u5b66\u7279\u6027\u4e0d\u53ef\u907f\u514d\u5730\u5bfc\u81f4\u4e86\u5176\u6027\u80fd\u7684\u8870\u9000\uff0c\u5177\u4f53\u8868\u73b0\u4e3a\u5145\u653e\u7535\u5bb9\u91cf\u4e0b\u964d\u3002\u8fd9\u79cd\u4e0d\u53d7\u63a7\u7684\u6027\u80fd\u8870\u9000\u4f1a\u5bf9\u4e0b\u6e38\u7684\u5546\u4e1a\u573a\u666f\u9020\u6210\u6781\u5927\u7684\u5f71\u54cd\uff0c\u6bd4\u5982\u5bfc\u81f4\u65b0\u80fd\u6e90\u6c7d\u8f66\u7528\u6237\u7684\u201c\u91cc\u7a0b\u7126\u8651\u201d\u3001\u5f71\u54cd\u50a8\u80fd\u7cfb\u7edf\u7684\u4f9b\u7535\u7a33\u5b9a\u6027\u7b49\u7b49\u3002\u800c\u4e14\uff0c\u8fc7\u5feb\u7684\u9502\u7535\u6c60\u5bb9\u91cf\u8870\u51cf\u4e5f\u4f1a\u7ed9\u53ef\u6301\u7eed\u53d1\u5c55\u5e26\u6765\u5f88\u5927\u7684\u6311\u6218\uff0c\u5305\u62ec\u8bbe\u5907\u7ef4\u62a4\u6210\u672c\u589e\u52a0\u3001\u9020\u6210\u7a00\u7f3a\u8d44\u6e90\u6d88\u8017\u3001\u52a0\u5267\u73af\u5883\u6c61\u67d3\u548c\u5f71\u54cd\u4ea7\u4e1a\u7ecf\u6d4e\u6548\u76ca\u7b49\u3002\u56e0\u6b64\uff0c\u6709\u6548\u5730\u5206\u6790\u4e0e\u9884\u6d4b\u9502\u7535\u6c60\u7684\u6027\u80fd\u8870\u9000\uff0c\u8fdb\u800c\u4e3a\u63d0\u524d\u9884\u9632\u548c\u5e72\u9884\u63d0\u4f9b\u6307\u5bfc\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u4ea7\u4e1a\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8bfe\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u514b\u670d\u5efa\u6a21\u6311\u6218-\u5b9e\u73b0\u7535\u6c60\u6027\u80fd\u7684\u5206\u6790\u548c\u9884\u6d4b\">\u514b\u670d\u5efa\u6a21\u6311\u6218\uff0c\u5b9e\u73b0\u7535\u6c60\u6027\u80fd\u7684\u5206\u6790\u548c\u9884\u6d4b<\/h2>\n\n\n\n<p>\u9502\u7535\u6c60\u7684\u6027\u80fd\u8870\u9000\u662f\u4e00\u4e2a\u590d\u6742\u7684\u7535\u5316\u5b66\u8fc7\u7a0b\uff0c\u5176\u6d89\u53ca\u5230\u56fa\u4f53\u7535\u89e3\u8d28\u819c\u7684\u589e\u957f\u3001\u9502\u6790\u51fa\u3001\u6d3b\u6027\u6750\u6599\u635f\u5931\u7b49\u7b49\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u53d7\u5230\u7535\u6781\u6750\u6599\u3001\u73af\u5883\u6e29\u5ea6\u3001\u5145\u653e\u7535\u6761\u4ef6\u548c\u901f\u7387\u7b49\u591a\u79cd\u56e0\u7d20\u7684\u590d\u5408\u5f71\u54cd\uff0c\u4ece\u800c\u5bfc\u81f4\u57fa\u4e8e\u6709\u9650\u7535\u5316\u5b66\u89c4\u5f8b\u7684\u7269\u7406\u6a21\u578b\u5f88\u96be\u6709\u6548\u5efa\u6a21\u5b9e\u9645\u6761\u4ef6\u4e0b\u7684\u7535\u6c60\u6027\u80fd\u8870\u9000\u8fc7\u7a0b\u3002\u4e0d\u8fc7\uff0c\u5982\u4eca\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5219\u80fd\u591f\u81ea\u52a8\u4ece\u6570\u636e\u4e2d\u5f52\u7eb3\u590d\u6742\u7684\u89c4\u5f8b\uff0c\u5e76\u5728\u8fd1\u4e9b\u5e74\u6210\u4e3a\u4e86\u5efa\u6a21\u7535\u6c60\u6027\u80fd\u8870\u9000\u7684\u91cd\u8981\u5de5\u5177\uff0c\u5f15\u8d77\u4e86\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5728\u7535\u6c60\u6027\u80fd\u5efa\u6a21\u573a\u666f\u4e2d\u7814\u7a76\u548c\u5e94\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e5f\u6781\u5177\u6311\u6218\u3002\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u7535\u6c60\u884c\u4e1a\u7684\u9886\u57df\u4e13\u5bb6\u6765\u8bf4\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u5bf9\u4e8e\u7535\u6c60\u8870\u9000\u80cc\u540e\u7684\u673a\u5236\u548c\u539f\u7406\u6709\u7740\u6df1\u523b\u7684\u8ba4\u8bc6\uff0c\u4f46\u5374\u4e0d\u64c5\u957f\u6253\u9020\u6709\u6548\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u56e0\u4e3a\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f80\u5f80\u9700\u8981\u7279\u6b8a\u7684\u6570\u636e\u5904\u7406\u3001\u6709\u6548\u7684\u7279\u5f81\u5efa\u8bbe\u3001\u7cbe\u7ec6\u7684\u6a21\u578b\u6784\u5efa\u4e0e\u8c03\u4f18\u7b49\u51c6\u5907\u5de5\u4f5c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u8ba1\u7b97\u673a\u884c\u4e1a\u7684\u6570\u636e\u79d1\u5b66\u5bb6\u6765\u8bf4\uff0c\u7535\u6c60\u9886\u57df\u5b58\u5728\u6570\u636e\u5f02\u6784\u5316\u4e25\u91cd\u3001\u9886\u57df\u77e5\u8bc6\u8981\u6c42\u9ad8\u3001\u4efb\u52a1\u5b9a\u4e49\u591a\u6837\u5316\u7b49\u7279\u70b9\uff0c\u6781\u5927\u5730\u963b\u788d\u4e86\u4ed6\u4eec\u7814\u7a76\u53ca\u5e94\u7528\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86 BatteryML \u5de5\u5177\uff0c\u4ee5\u7528\u4e8e\u7535\u6c60\u6027\u80fd\u7684\u5206\u6790\u4e0e\u9884\u6d4b\u3002\u540c\u65f6\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e5f\u5e0c\u671b BatteryML \u65e2\u53ef\u4ee5\u6210\u4e3a\u7535\u6c60\u884c\u4e1a\u9886\u57df\u4e13\u5bb6\u7684\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u4e5f\u80fd\u591f\u4f5c\u4e3a\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u7814\u7a76\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u7684\u9ad8\u6548\u5f00\u53d1\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u83b7\u53d6 BatteryML \u8be6\u7ec6\u7684\u6587\u6863\u3001\u793a\u4f8b\u53ca\u6e90\u4ee3\u7801\uff0c\u8bf7\u8bbf\u95ee BatteryML GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/BatteryML<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6253\u9020\u793e\u533a\u9a71\u52a8\u7684\u5f00\u6e90\u5e73\u53f0\">\u6253\u9020\u793e\u533a\u9a71\u52a8\u7684\u5f00\u6e90\u5e73\u53f0<\/h2>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\uff0cBatteryML \u7b80\u5316\u4e86\u7535\u6c60\u6570\u636e\u7684\u7814\u7a76\u548c\u5b9e\u9a8c\u8fc7\u7a0b\uff0c\u6db5\u76d6\u4e86\u9502\u7535\u6c60\u7814\u7a76\u9886\u57df\u7684\u5404\u79cd\u7ecf\u5178\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"555\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2-1024x555.jpg\" alt=\"BatteryML \u67b6\u6784\u793a\u610f\u56fe\" class=\"wp-image-1073286\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2-1024x555.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2-300x163.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2-768x416.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2-1536x832.jpg 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2-240x130.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/batteryml-2.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">BatteryML \u67b6\u6784\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>BatteryML \u4e3b\u8981\u6709\u516d\u5927\u7279\u70b9\uff1a<\/p>\n\n\n\n<p>\u5f00\u6e90\u548c\u793e\u533a\u9a71\u52a8\uff1aBatteryML \u65e8\u5728\u6253\u9020\u793e\u533a\u9a71\u52a8\u7684\u5f00\u6e90\u5e73\u53f0\uff0c\u4ece\u800c\u96c6\u7535\u6c60\u9886\u57df\u4e13\u5bb6\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5408\u529b\uff0c\u5171\u540c\u63a8\u52a8\u7535\u6c60\u6027\u80fd\u5efa\u6a21\u9886\u57df\u7684\u8fdb\u6b65\u3002<\/p>\n\n\n\n<p>\u7edf\u4e00\u7684\u6570\u636e\u8868\u5f81\uff1aBatteryML \u6784\u5efa\u4e86\u4e00\u5957\u7edf\u4e00\u7684\u6570\u636e\u8868\u5f81\u6765\u5e94\u5bf9\u7535\u6c60\u6570\u636e\u5f02\u6784\u5316\u95ee\u9898\uff0c\u5e76\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u5904\u7406\u811a\u672c\u6765\u6c47\u603b\u76ee\u524d\u51e0\u4e4e\u6240\u6709\u7684\u516c\u5f00\u7535\u6c60\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>\u9884\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\uff1aBatteryML \u9ed8\u8ba4\u63d0\u4f9b\u4e86\u4e00\u5957\u6807\u51c6\u7684\u6570\u636e\u9884\u5904\u7406\u6d41\u7a0b\uff0c\u5e76\u5185\u7f6e\u4e86\u57fa\u7840\u7684\u7279\u5f81\u5de5\u7a0b\u6765\u5e94\u5bf9\u9886\u57df\u77e5\u8bc6\u7684\u9ad8\u8981\u6c42\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u4e30\u5bcc\u7684\u6a21\u578b\uff1aBatteryML \u6db5\u76d6\u4e86\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u9886\u57df\u5df2\u6709\u7684\u7ecf\u5178\u6a21\u578b\u548c\u57fa\u51c6\u8bc4\u6d4b\u3002<\/p>\n\n\n\n<p>\u660e\u786e\u7684\u4efb\u52a1\u4f53\u7cfb\uff1aBatteryML \u5305\u542b\u4e86\u5f53\u524d\u6700\u53d7\u5173\u6ce8\u7684\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u4efb\u52a1\uff0c\u65e2\u4e0e\u7ecf\u5178\u7814\u7a76\u8bba\u6587\u4e2d\u7684\u4efb\u52a1\u76f8\u5bf9\u9f50\uff0c\u53c8\u5305\u542b\u4ea7\u4e1a\u4e2d\u66f4\u52a0\u5173\u6ce8\u7684\u4e00\u4e9b\u53d8\u5f62\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u53ef\u6269\u5c55\u548c\u53ef\u5b9a\u5236\uff1aBatteryML \u9884\u7559\u4e86\u5168\u9762\u7684\u63a5\u53e3\uff0c\u8ba9\u7814\u7a76\u5458\u548c\u5f00\u53d1\u8005\u4eec\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\uff0c\u9ad8\u6548\u5730\u5b9a\u5236\u72ec\u6709\u7684\u6570\u636e\u96c6\u3001\u5f00\u53d1\u65b0\u7684\u6570\u636e\u5904\u7406\u53ca\u7279\u5f81\u5de5\u7a0b\u3001\u7814\u7a76\u66f4\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7b49\u3002<\/p>\n\n\n\n<p>\u672a\u6765\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5173\u4e8e\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u7684\u7814\u7a76\u8fdb\u5c55\u5c06\u9646\u7eed\u5728 BatteryML \u5e73\u53f0\u5f00\u6e90\uff0c\u5305\u62ec\u6b64\u524d\u63d0\u51fa\u7684 \u201c\u591a\u9762\u6df1\u5ea6\u5bf9\u6bd4\u56de\u5f52\uff08multi-faceted deep contrastive regression\uff09\u201d \u65b9\u6cd5\u3001\u5927\u6a21\u578b\u5728\u7535\u6c60\u9886\u57df\u7684\u5e94\u7528\u7b49\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5f00\u6e90 BatteryML \u89e3\u51b3\u65b9\u6848\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u671f\u5f85\u52a0\u901f\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u9886\u57df\u7684\u4ea7\u5b66\u7814\u878d\u5408\uff0c\u5e76\u5e0c\u671b\u6709\u66f4\u591a\u5173\u6ce8\u7535\u6c60\u6027\u80fd\u5efa\u6a21\u7684\u4f19\u4f34\u52a0\u5165\uff0c\u8d21\u732e\u65b0\u529f\u80fd\u3001\u65b0\u6a21\u5757\u4ee3\u7801\uff0c\u5411\u793e\u533a\u5206\u4eab\u65b0\u7684\u5f00\u6e90\u6570\u636e\uff0c\u5171\u540c\u63a8\u52a8\u7535\u6c60\u9886\u57df\u7684\u7814\u7a76\u8fdb\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u5f20\u6657 \u6842\u6653\u51e1 \u90d1\u987a 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