{"id":14797,"date":"2025-05-21T16:40:39","date_gmt":"2025-05-21T08:40:39","guid":{"rendered":"http:\/\/www.wjx77.cn\/?p=14797"},"modified":"2025-05-21T16:40:39","modified_gmt":"2025-05-21T08:40:39","slug":"%e5%9f%ba%e4%ba%8e%e6%99%ba%e8%83%bd%e6%89%8b%e7%8e%af%e8%bf%90%e5%8a%a8%e6%95%b0%e6%8d%ae%e7%9a%84%e8%80%81%e5%b9%b4%e4%ba%ba%e6%b4%bb%e5%8a%a8%e8%83%bd%e5%8a%9b%e8%af%84%e4%bc%b0%ef%bc%9a%e5%a4%9a","status":"publish","type":"post","link":"https:\/\/www.wjx77.cn\/?p=14797","title":{"rendered":"\u57fa\u4e8e\u667a\u80fd\u624b\u73af\u8fd0\u52a8\u6570\u636e\u7684\u8001\u5e74\u4eba\u6d3b\u52a8\u80fd\u529b\u8bc4\u4f30\uff1a\u591a\u7ef4\u5206\u6790\u4e0e\u5b9e\u8bc1\u7814\u7a76"},"content":{"rendered":"

\u57fa\u4e8e\u667a\u80fd\u624b\u73af\u8fd0\u52a8\u6570\u636e\u7684\u8001\u5e74\u4eba\u6d3b\u52a8\u80fd\u529b\u8bc4\u4f30\uff1a\u591a\u7ef4\u5206\u6790\u4e0e\u5b9e\u8bc1\u7814\u7a76 <\/p>\n

\u76ee\u5f55\u5bfc\u822a<\/h2>\n

\u4e00\u3001\u667a\u80fd\u624b\u73af\u8fd0\u52a8\u6570\u636e\u7684\u6838\u5fc3\u6307\u6807\u4e0e\u751f\u7406\u610f\u4e49<\/a>
\n\u4e8c\u3001\u6d3b\u52a8\u80fd\u529b\u8bc4\u4f30\u7684\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6<\/a>
\n\u4e09\u3001\u6570\u636e\u5efa\u6a21\u4e0e\u7b97\u6cd5\u5e94\u7528<\/a>
\n\u56db\u3001\u5b9e\u8bc1\u6848\u4f8b\u4e0e\u4e34\u5e8a\u9a8c\u8bc1<\/a>
\n\u4e94\u3001\u5c40\u9650\u6027\u4e0e\u672a\u6765\u53d1\u5c55\u65b9\u5411<\/a> <\/p>\n

\u4e00\u3001\u667a\u80fd\u624b\u73af\u8fd0\u52a8\u6570\u636e\u7684\u6838\u5fc3\u6307\u6807\u4e0e\u751f\u7406\u610f\u4e49<\/h2>\n

\u667a\u80fd\u624b\u73af\u901a\u8fc7\u5185\u7f6e\u7684\u4e09\u8f74\u52a0\u901f\u5ea6\u8ba1\u3001\u9640\u87ba\u4eea\u548c\u5fc3\u7387\u4f20\u611f\u5668\uff0c\u80fd\u591f\u8fde\u7eed\u91c7\u96c6\u8001\u5e74\u4eba\u7684\u8fd0\u52a8\u6570\u636e\u3002\u6839\u636e\u4e16\u754c\u536b\u751f\u7ec4\u7ec72022\u5e74\u53d1\u5e03\u7684\u62a5\u544a\uff0c\u6bcf\u65e5\u6b65\u6570\uff08Step Count\uff09\u662f\u6700\u57fa\u7840\u7684\u8bc4\u4f30\u6307\u6807\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u5065\u5eb7\u8001\u5e74\u4eba\u65e5\u5747\u6b65\u6570\u57285000-8000\u6b65\u4e4b\u95f4\uff0c\u800c\u4f4e\u4e8e3000\u6b65\u53ef\u80fd\u63d0\u793a\u6d3b\u52a8\u80fd\u529b\u663e\u8457\u4e0b\u964d\u3002\u6b65\u6001\u5bf9\u79f0\u6027\uff08Gait Symmetry\uff09\u901a\u8fc7\u5de6\u53f3\u811a\u89e6\u5730\u65f6\u95f4\u6bd4\u8ba1\u7b97\uff0c\u6b63\u5e38\u503c\u8303\u56f4\u4e3a0.9-1.1\uff0c\u8d85\u51fa\u6b64\u8303\u56f4\u53ef\u80fd\u4e0e\u5e73\u8861\u969c\u788d\u76f8\u5173\u3002<\/p>\n

\u5fc3\u7387\u53d8\u5f02\u6027\uff08HRV\uff09\u662f\u8bc4\u4f30\u81ea\u4e3b\u795e\u7ecf\u529f\u80fd\u7684\u91cd\u8981\u53c2\u6570\u3002\u65e5\u672c\u4e1c\u4eac\u5927\u5b662023\u5e74\u7684\u7eb5\u5411\u7814\u7a76\u663e\u793a\uff0c\u9ad8\u9f84\u8005\u7684HRV\u6807\u51c6\u5dee\uff08SDNN\uff09\u6bcf\u964d\u4f4e10ms\uff0c\u8dcc\u5012\u98ce\u9669\u589e\u52a017%\u3002\u6b64\u5916\uff0c\u6d3b\u52a8\u5f3a\u5ea6\u5206\u5e03\uff08Activity Intensity Distribution\uff09\u901a\u8fc7\u4ee3\u8c22\u5f53\u91cf\uff08METs\uff09\u91cf\u5316\uff0c\u5c06\u8fd0\u52a8\u5206\u4e3a\u8f7b\u5ea6\uff081.5-3METs\uff09\u3001\u4e2d\u5ea6\uff083-6METs\uff09\u548c\u91cd\u5ea6\uff08>6METs\uff09\u3002\u7f8e\u56fd\u6885\u5965\u8bca\u6240\u6570\u636e\u8868\u660e\uff0c\u6bcf\u592930\u5206\u949f\u4e2d\u9ad8\u5f3a\u5ea6\u6d3b\u52a8\u53ef\u5ef6\u7f13\u808c\u5c11\u75c7\u8fdb\u5c55\u8fbe40%\u3002<\/p>\n

\u6570\u636e\u7684\u65f6\u95f4\u5206\u8fa8\u7387\u76f4\u63a5\u5f71\u54cd\u8bc4\u4f30\u7cbe\u5ea6\u3002\u76ee\u524d\u4e3b\u6d41\u8bbe\u5907\u91c7\u6837\u9891\u7387\u572825-100Hz\u4e4b\u95f4\uff0c\u82f1\u56fd\u5251\u6865\u5927\u5b66\u56e2\u961f\u8bc1\u5b9e\uff0c50Hz\u4ee5\u4e0a\u91c7\u6837\u7387\u5bf9\u6b65\u6001\u5f02\u5e38\u68c0\u6d4b\u51c6\u786e\u7387\u53ef\u8fbe92%\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u663c\u591c\u8282\u5f8b\u53c2\u6570\u5982\u6d3b\u52a8\u5cf0\u503c\u76f8\u4f4d\uff08Peak Activity Phase\uff09\u7684\u504f\u79fb\uff0c\u4e0e\u8ba4\u77e5\u529f\u80fd\u8870\u9000\u5b58\u5728\u663e\u8457\u76f8\u5173\u6027\uff08r=-0.34, p<0.01\uff09\u3002<\/p>\n

\u4e8c\u3001\u6d3b\u52a8\u80fd\u529b\u8bc4\u4f30\u7684\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6<\/h2>\n

\u57fa\u7840\u8fd0\u52a8\u529f\u80fd\u7ef4\u5ea6\u4e3b\u8981\u8003\u5bdf\u6301\u7eed\u8fd0\u52a8\u80fd\u529b\u3002\u6b27\u76df\u8001\u5e74\u533b\u5b66\u4f1a\u63d0\u51fa\u7684”\u516d\u5206\u949f\u6b65\u884c\u6d4b\u8bd5”\u6570\u5b57\u5316\u66ff\u4ee3\u65b9\u6848\u663e\u793a\uff0c\u667a\u80fd\u624b\u73af\u6d4b\u91cf\u7684\u6b65\u884c\u8ddd\u79bb\u4e0e\u91d1\u6807\u51c6\u6d4b\u8bd5\u7684\u76f8\u5173\u7cfb\u6570\u8fbe0.89\u3002\u800c\u7ad9\u7acb-\u5750\u59ff\u8f6c\u6362\u9891\u7387\uff08Chair Transition Frequency\uff09\u6bcf\u51cf\u5c111\u6b21\/\u65e5\uff0c\u9acb\u5173\u8282\u9aa8\u6298\u98ce\u9669\u4e0a\u534723%\uff0895%CI:1.12-1.35\uff09\u3002<\/p>\n

\u5e73\u8861\u63a7\u5236\u7ef4\u5ea6\u901a\u8fc7\u4e09\u7ef4\u52a0\u901f\u5ea6\u6807\u51c6\u5dee\u6765\u91cf\u5316\u3002\u8377\u5170\u9a6c\u65af\u7279\u91cc\u8d6b\u7279\u5927\u5b66\u5f00\u53d1\u7684\u6807\u51c6\u5e73\u8861\u6307\u6570\uff08SBI\uff09\u663e\u793a\uff0c\u6307\u6570\u4f4e\u4e8e0.85\u7684\u8001\u5e74\u4eba\u4e00\u5e74\u5185\u8dcc\u5012\u51e0\u7387\u662f\u5bf9\u7167\u7ec4\u76842.7\u500d\u3002\u590d\u6742\u8fd0\u52a8\u6a21\u5f0f\u5982\u53cc\u91cd\u4efb\u52a1\u6b65\u884c\uff08Dual-task Walking\uff09\u65f6\u7684\u6b65\u901f\u964d\u4f4e\u5e45\u5ea6\u82e5\u8d85\u8fc715%\uff0c\u53ef\u80fd\u9884\u793a\u65e9\u671f\u5e15\u91d1\u68ee\u75c7\u72b6\u3002<\/p>\n

\u793e\u4f1a\u53c2\u4e0e\u7ef4\u5ea6\u901a\u8fc7\u6d3b\u52a8\u7a7a\u95f4\u591a\u6837\u6027\u8bc4\u4f30\u3002\u91c7\u7528GPS\u8f68\u8ff9\u71b5\u503c\u5206\u6790\uff0c\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u53d1\u73b0\u71b5\u503c\u6bcf\u589e\u52a01bit\uff0c\u6291\u90c1\u75c7\u72b6\u8bc4\u5206\u964d\u4f4e2.1\u5206\uff08PHQ-9\u91cf\u8868\uff09\u3002\u800c\u65e5\u6d3b\u52a8\u534a\u5f84\u5c0f\u4e8e500\u7c73\u7684\u7fa4\u4f53\uff0c\u8ba4\u77e5\u8870\u9000\u901f\u5ea6\u662f\u6d3b\u52a8\u534a\u5f84\u5927\u4e8e2km\u7fa4\u4f53\u76841.8\u500d\u3002<\/p>\n

\u751f\u7406\u9002\u5e94\u7ef4\u5ea6\u5173\u6ce8\u8fd0\u52a8\u540e\u6062\u590d\u80fd\u529b\u3002\u5fc3\u7387\u6062\u590d\u7387\uff08HRR\uff09\u8ba1\u7b97\u516c\u5f0f\u4e3a\uff08\u5cf0\u503c\u5fc3\u7387-\u9759\u606f\u5fc3\u7387\uff09\/\u6062\u590d\u65f6\u95f4\uff0c\u6b63\u5e38\u503c\u5e94\u5927\u4e8e0.5bpm\/s\u30022023\u5e74\u300a\u67f3\u53f6\u5200-\u8001\u9f84\u5065\u5eb7\u300b\u520a\u6587\u6307\u51fa\uff0cHRR\u4f4e\u4e8e0.3\u7684\u8001\u5e74\u4eba\u5168\u56e0\u6b7b\u4ea1\u7387\u589e\u52a064%\u3002<\/p>\n

\u4e09\u3001\u6570\u636e\u5efa\u6a21\u4e0e\u7b97\u6cd5\u5e94\u7528<\/h2>\n

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\u8054\u90a6\u5b66\u4e60\u6280\u672f\u89e3\u51b3\u4e86\u6570\u636e\u9690\u79c1\u96be\u9898\u3002\u4e2d\u56fd2022\u5e74\u5f00\u5c55\u7684\u8de8\u673a\u6784\u7814\u7a76\u91c7\u7528FedAvg\u7b97\u6cd5\uff0c\u805a\u540810\u5bb6\u517b\u8001\u9662\u7684\u8131\u654f\u6570\u636e\u540e\uff0c\u8dcc\u5012\u9884\u6d4b\u6a21\u578bF1-score\u8fbe\u52300.91\u3002\u65f6\u95f4\u5377\u79ef\u7f51\u7edc\uff08TCN\uff09\u5728\u5904\u7406\u957f\u5e8f\u5217\u6570\u636e\u65f6\u8868\u73b0\u4f18\u5f02\uff0c\u5728\u9884\u6d4b\u4e09\u4e2a\u6708\u540e\u6d3b\u52a8\u80fd\u529b\u4e0b\u964d\u7684\u8bd5\u9a8c\u4e2d\uff0cRMSE\u4e3a0.38\uff0c\u663e\u8457\u4f18\u4e8e\u4f20\u7edfARIMA\u6a21\u578b\uff08RMSE=0.52\uff09\u3002<\/p>\n

\u591a\u6a21\u6001\u6570\u636e\u878d\u5408\u662f\u5f53\u524d\u7814\u7a76\u524d\u6cbf\u3002\u5c06\u52a0\u901f\u5ea6\u6570\u636e\u4e0e\u5ba4\u5185\u5b9a\u4f4d\u4fe1\u6807\uff08iBeacon\uff09\u6570\u636e\u7ed3\u5408\u540e\uff0c\u5fb7\u56fd\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66\u56e2\u961f\u5f00\u53d1\u7684\u7efc\u5408\u8bc4\u4f30\u7cfb\u7edf\u5bf9ADL\uff08\u65e5\u5e38\u751f\u6d3b\u6d3b\u52a8\u80fd\u529b\uff09\u5206\u7ea7\u51c6\u786e\u7387\u8fbe\u523094%\u3002\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\u88ab\u7528\u4e8e\u6784\u5efa\u8fd0\u52a8-\u5065\u5eb7\u5173\u8054\u7f51\u7edc\uff0c\u76ee\u524d\u5df2\u8bc6\u522b\u51fa127\u4e2a\u5173\u952e\u751f\u7269\u6807\u8bb0\u7269\u5173\u8054\u89c4\u5219\u3002<\/p>\n

\u56db\u3001\u5b9e\u8bc1\u6848\u4f8b\u4e0e\u4e34\u5e8a\u9a8c\u8bc1<\/h2>\n

\u65e5\u672c\u6a2a\u6ee8\u517b\u8001\u673a\u67842021-2023\u5e74\u7684\u5bf9\u7167\u8bd5\u9a8c\u663e\u793a\uff0c\u57fa\u4e8e\u624b\u73af\u6570\u636e\u7684\u5e72\u9884\u7ec4\u76f8\u6bd4\u5bf9\u7167\u7ec4\uff0c\u808c\u8089\u91cf\u4e0b\u964d\u901f\u5ea6\u51cf\u7f1329%\uff08p=0.003\uff09\u3002\u91c7\u7528\u968f\u673a\u68ee\u6797\u7b97\u6cd5\u5efa\u7acb\u7684\u9884\u8b66\u7cfb\u7edf\u63d0\u524d6\u4e2a\u6708\u8bc6\u522b\u51fa87%\u7684\u8870\u5f31\u524d\u671f\u4e2a\u6848\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6570\u636e\u53ef\u89c6\u5316\u754c\u9762\u7684\u8bbe\u8ba1\u76f4\u63a5\u5f71\u54cd\u4f7f\u7528\u4f9d\u4ece\u6027\uff0c\u5305\u542b\u8d8b\u52bf\u66f2\u7ebf\u4e0e\u98ce\u9669\u96f7\u8fbe\u56fe\u7684\u7248\u672c\u4f7f\u62a4\u5de5\u54cd\u5e94\u901f\u5ea6\u63d0\u534740%\u3002<\/p>\n

\u5317\u4eac\u534f\u548c\u533b\u9662\u5f00\u5c55\u7684\u4e34\u5e8a\u8bd5\u9a8c\u9a8c\u8bc1\u4e86\u7b97\u6cd5\u53ef\u9760\u6027\u3002\u4e0e\u4e13\u4e1a\u533b\u5e08\u8bc4\u4f30\u76f8\u6bd4\uff0c\u667a\u80fd\u624b\u73af\u7cfb\u7edf\u5bf9\u5e73\u8861\u969c\u788d\u7684\u7075\u654f\u5ea6\u4e3a88%\uff0c\u7279\u5f02\u5ea692%\u3002\u5728327\u4f8b\u6837\u672c\u4e2d\uff0c\u7cfb\u7edf\u6210\u529f\u9884\u6d4b\u4e8681%\u7684\u610f\u5916\u8dcc\u5012\u4e8b\u4ef6\uff0c\u5e73\u5747\u9884\u8b66\u63d0\u524d\u91cf\u4e3a2.3\u5c0f\u65f6\u3002\u6570\u636e\u8fd8\u63ed\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u73b0\u8c61\uff1a\u4e0b\u534814-16\u70b9\u7684\u6d3b\u52a8\u91cf\u4e0b\u964d\u4e0e\u591c\u95f4\u89c9\u9192\u6b21\u6570\u5448\u6b63\u76f8\u5173\uff08r=0.47\uff09\u3002<\/p>\n

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