{"id":71937,"date":"2026-02-04T16:05:10","date_gmt":"2026-02-04T08:05:10","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71937.html"},"modified":"2026-02-04T16:05:10","modified_gmt":"2026-02-04T08:05:10","slug":"%e8%b7%a8%e7%95%8c%e8%9e%8d%e5%90%88%ef%bc%9a%e8%89%ba%e6%9c%af%e6%80%9d%e7%bb%b4%e5%9c%a8bci%e6%b5%8b%e8%af%95%e9%a2%86%e5%9f%9f%e7%9a%84%e5%88%9b%e6%96%b0%e4%bb%b7%e5%80%bc","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71937.html","title":{"rendered":"\u8de8\u754c\u878d\u5408\uff1a\u827a\u672f\u601d\u7ef4\u5728BCI\u6d4b\u8bd5\u9886\u57df\u7684\u521b\u65b0\u4ef7\u503c"},"content":{"rendered":"<p>\u827a\u672f\u80cc\u666f\u4eba\u624d\u5728\u8111\u673a\u63a5\u53e3&#xff08;BCI&#xff09;\u6d4b\u8bd5\u9886\u57df\u5177\u6709\u72ec\u7279\u4f18\u52bf&#xff1a;\u89c6\u89c9\u5316\u6570\u636e\u5904\u7406\u80fd\u529b\u53ef\u4f18\u5316\u4fe1\u53f7\u56fe\u8c31\u89e3\u8bfb&#xff0c;\u7528\u6237\u4f53\u9a8c\u654f\u611f\u5ea6\u80fd\u7cbe\u51c6\u8bc6\u522b\u4ea4\u4e92\u8bbe\u8ba1\u7f3a\u9677&#xff0c;\u800c\u521b\u610f\u53d1\u6563\u601d\u7ef4\u5219\u6709\u52a9\u4e8e\u6784\u5efa\u975e\u5e38\u89c4\u6d4b\u8bd5\u573a\u666f\u3002\u4f8b\u5982&#xff0c;\u5c06EEG\u4fe1\u53f7\u6ce2\u52a8\u8f6c\u5316\u4e3a\u52a8\u6001\u827a\u672f\u88c5\u7f6e&#xff0c;\u53ef\u76f4\u89c2\u66b4\u9732\u7b97\u6cd5\u5ef6\u8fdf\u5bfc\u81f4\u7684\u89c6\u89c9\u5361\u987f\u95ee\u9898&#xff0c;\u8fd9\u662f\u4f20\u7edf\u6d4b\u8bd5\u62a5\u544a\u96be\u4ee5\u5448\u73b0\u7684\u6548\u679c\u3002<\/p>\n<hr \/>\n<h4>\u4e00\u3001\u827a\u672f\u751f\u8f6c\u578b\u7684\u6838\u5fc3\u80fd\u529b\u91cd\u6784\u8def\u5f84<\/h4>\n<p>1.1 \u795e\u7ecf\u79d1\u5b66\u57fa\u7840\u901f\u6210\u65b9\u6848<\/p>\n<ul>\n<li>\n<p>\u751f\u7269\u4fe1\u53f7\u8ba4\u77e5 \u91cd\u70b9\u638c\u63e1EEG\/EMG\u4fe1\u53f7\u7279\u5f81&#xff08;\u03b1\u6ce2\u6291\u5236\u4e0e\u4e13\u6ce8\u6001\u5173\u8054\u6027&#xff09;\u53ca\u566a\u58f0\u6e90&#xff08;\u773c\u52a8\u4f2a\u5f71\u9891\u7387\u8303\u56f40.5-2Hz&#xff09;&#xff0c;\u901a\u8fc7MoABB\u5f00\u6e90\u5de5\u5177\u52a0\u8f7d\u9884\u8bbe\u6570\u636e\u96c6\u8fdb\u884c\u53ef\u89c6\u5316\u5b66\u4e60 \u827a\u672f\u8854\u63a5\u70b9&#xff1a;\u5229\u7528\u8272\u5f69\u7f16\u7801\u6280\u672f\u5c06\u4e0d\u540c\u9891\u6bb5\u4fe1\u53f7\u6620\u5c04\u4e3a\u8272\u5757\u77e9\u9635&#xff0c;\u52a0\u901f\u6a21\u5f0f\u8bc6\u522b\u8bad\u7ec3<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u5907\u539f\u7406\u7cbe\u8981 \u805a\u7126\u5e72\u7535\u6781\/\u6e7f\u7535\u6781\u4fe1\u566a\u6bd4\u5dee\u5f02&#xff08;\u533b\u7597\u7ea7&gt;20dB vs \u6d88\u8d39\u7ea7&lt;15dB&#xff09;&#xff0c;\u7406\u89e3\u91c7\u6837\u7387&#xff08;\u2265256Hz&#xff09;\u5bf9\u8fd0\u52a8\u60f3\u8c61\u6307\u4ee4\u6355\u83b7\u7684\u5f71\u54cd<\/p>\n<\/li>\n<\/ul>\n<p>1.2 \u6d4b\u8bd5\u6280\u80fd\u8f6c\u578b\u4e09\u7ef4\u6a21\u578b<\/p>\n<p>graph LR<br \/>\nA[\u827a\u672f\u539f\u751f\u80fd\u529b] &#8211;&gt; B[BCI\u6d4b\u8bd5\u8f6c\u5316]<br \/>\nA &#8211;&gt; C[\u5f3a\u5316\u65b0\u6280\u80fd]<br \/>\nB &#8211;&gt; D[\u7528\u6237\u4f53\u9a8c\u6d4b\u8bd5]<br \/>\nB &#8211;&gt; E[\u53ef\u89c6\u5316\u62a5\u544a\u8bbe\u8ba1]<br \/>\nC &#8211;&gt; F[\u4fe1\u53f7\u9a8c\u8bc1\u5de5\u5177\u94fe]<br \/>\nC &#8211;&gt; G[\u4f26\u7406\u98ce\u9669\u8bc4\u4f30] <\/p>\n<hr \/>\n<h4>\u4e8c\u3001BCI\u6d4b\u8bd5\u5173\u952e\u73af\u8282\u7684\u827a\u672f\u5316\u5b9e\u8df5<\/h4>\n<p>2.1 \u4fe1\u53f7\u8d28\u91cf\u8bc4\u4f30\u521b\u65b0\u6cd5<\/p>\n<ul>\n<li>\n<p>\u566a\u58f0\u5bf9\u6297\u6d4b\u8bd5 \u901a\u8fc7\u751f\u6210\u827a\u672f\u5316\u5e72\u6270\u6a21\u5f0f&#xff08;\u5982\u68b5\u9ad8\u300a\u661f\u7a7a\u300b\u808c\u7535\u6a21\u62df\u56fe&#xff09;\u68c0\u9a8c\u6ee4\u6ce2\u7b97\u6cd5\u9c81\u68d2\u6027&#xff0c;\u6bd4\u4f20\u7edf\u9ad8\u65af\u566a\u58f0\u6d4b\u8bd5\u8986\u76d6\u7387\u63d0\u534740%<\/p>\n<p> # \u827a\u672f\u566a\u58f0\u6ce8\u5165\u5de5\u5177\u4f2a\u4ee3\u7801<br \/>\ndef inject_art_noise(signal, art_style):<br \/>\nnoise_lib &#061; {&#034;impressionism&#034;: random_swirl(),<br \/>\n&#034;cubism&#034;: geometric_fracture()}<br \/>\nreturn apply_style_filter(signal, noise_lib[art_style]) <\/p>\n<\/li>\n<li>\n<p>\u5ef6\u8fdf\u53ef\u89c6\u5316\u65b9\u6848 \u5f00\u53d1\u201c\u795e\u7ecf\u5ef6\u8fdf\u5149\u8c31\u4eea\u201d&#xff1a;\u5c06\u54cd\u5e94\u65f6\u95f4\u5dee\u503c\u6620\u5c04\u4e3a\u6e10\u53d8\u5149\u5e26&#xff0c;100ms\u9608\u503c\u89e6\u53d1\u8b66\u793a\u7ea2\u5149&#xff0c;\u89e3\u51b3\u7eaf\u6570\u636e\u76d1\u6d4b\u7684\u611f\u77e5\u6ede\u540e\u95ee\u9898<\/p>\n<\/li>\n<\/ul>\n<p>2.2 \u4f26\u7406\u6d4b\u8bd5\u7684\u4f53\u9a8c\u8bbe\u8ba1<\/p>\n<ul>\n<li>\n<p>\u8ba4\u77e5\u9690\u79c1\u4fdd\u62a4\u6d4b\u8bd5 \u6784\u5efa\u201c\u610f\u8bc6\u8ff7\u5bab\u201d\u6e38\u620f\u5316\u573a\u666f&#xff1a;\u7528\u6237\u9700\u7528\u8111\u6ce2\u63a7\u5236\u89d2\u8272\u907f\u5f00\u9690\u79c1\u7a83\u53d6\u9677\u9631&#xff0c;\u91cf\u5316\u6d4b\u8bd5\u795e\u7ecf\u6570\u636e\u52a0\u5bc6\u673a\u5236\u6709\u6548\u6027 \u827a\u672f\u4ef7\u503c&#xff1a;\u5c06ISO 13485\u5b89\u5168\u6761\u6b3e\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u53d9\u4e8b&#xff0c;\u63d0\u5347\u6d4b\u8bd5\u53c2\u4e0e\u5ea6<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h4>\u4e09\u3001\u8f6c\u578b\u8005\u4e13\u5c5e\u5b66\u4e60\u77e9\u9635<\/h4>\n<table>\n<tbody>\n<tr>\n<p>\u80fd\u529b\u7ef4\u5ea6<\/p>\n<p>\u827a\u672f\u8d44\u6e90<\/p>\n<p>\u5de5\u7a0b\u5de5\u5177<\/p>\n<p>\u6210\u679c\u9a8c\u8bc1\u6307\u6807<\/p>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4fe1\u53f7\u6a21\u5f0f\u8bc6\u522b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Kandinsky\u62bd\u8c61\u753b\u4f5c\u89e3\u6790<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>MOABB\u6570\u636e\u96c6\u5206\u7c7b\u6311\u6218<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fd0\u52a8\u60f3\u8c61\u51c6\u786e\u7387\u226575%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4ea4\u4e92\u903b\u8f91\u8bbe\u8ba1<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u821e\u53f0\u706f\u5149\u63a7\u5236\u65f6\u5e8f\u56fe<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>ROS&#043;EEG\u4eff\u771f\u73af\u5883<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6307\u4ee4\u51b2\u7a81\u7387&lt;0.1%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b89\u5168\u8fb9\u754c\u6784\u5efa<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5efa\u7b51\u7ed3\u6784\u529b\u5b66\u53ef\u89c6\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u7cca\u6d4b\u8bd5\u6846\u67b6AFL<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f02\u5e38\u4fe1\u53f7\u62e6\u622a\u7387100%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4>\u56db\u3001\u5b9e\u6218\u6848\u4f8b&#xff1a;NeuroCanvas\u6d4b\u8bd5\u5e73\u53f0\u5f00\u53d1<\/h4>\n<p>\u67d0\u827a\u672f\u9662\u6821\u56e2\u961f\u8f6c\u578b\u9879\u76ee\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u521b\u65b0\u70b9<\/p>\n<ul>\n<li>\n<p>\u5c06P300\u4fe1\u53f7\u7279\u5f81\u63d0\u53d6\u6d41\u7a0b\u8f6c\u5316\u4e3a\u52a8\u6001\u6c99\u753b\u751f\u6210\u7cfb\u7edf&#xff0c;\u4f7f\u7b97\u6cd5\u7f3a\u9677\u5177\u8c61\u5316\u4e3a\u753b\u9762\u65ad\u88c2<\/p>\n<\/li>\n<li>\n<p>\u91c7\u7528\u8272\u6e29\u611f\u77e5\u6d4b\u8bd5\u6cd5&#xff1a;\u7528\u51b7\u70ed\u8272\u8c03\u53d8\u5316\u53cd\u9988\u5ef6\u8fdf\u7b49\u7ea7&#xff0c;\u9996\u6b21\u6709\u6548\u6307\u4ee4\u65f6\u95f4&#xff08;FETT&#xff09;\u4f18\u531632%<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u6548\u80fd<\/p>\n<ul>\n<li>\n<p>\u8bef\u89e6\u53d1\u7387\u68c0\u6d4b\u7075\u654f\u5ea6\u63d0\u53472.3\u500d&#xff08;\u8f83\u4f20\u7edf\u793a\u6ce2\u5668\u76d1\u6d4b&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u8bad\u7ec3\u5468\u671f\u7f29\u77ed\u81f3\u884c\u4e1a\u5e73\u5747\u6c34\u5e73\u768460%<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4>\u4e94\u3001\u6d4b\u8bd5\u4ece\u4e1a\u8005\u7684\u8de8\u754c\u534f\u4f5c\u6307\u5357<\/h4>\n<li>\n<p>\u672f\u8bed\u8f6c\u6362\u6846\u67b6<\/p>\n<p> flowchart LR<br \/>\n\u827a\u672f\u672f\u8bed &#8211;&gt; \u6d4b\u8bd5\u672f\u8bed<br \/>\n\u8272\u5f69\u5bf9\u6bd4\u5ea6 &#8211;&gt; \u4fe1\u566a\u6bd4\u9608\u503c<br \/>\n\u6784\u56fe\u5e73\u8861 &#8211;&gt; \u7cfb\u7edf\u7a33\u5b9a\u6027<br \/>\n\u89c2\u4f17\u6c89\u6d78\u611f &#8211;&gt; \u4ea4\u4e92\u5ef6\u8fdf\u5bb9\u5fcd\u5ea6 <\/p>\n<\/li>\n<li>\n<p>\u654f\u6377\u534f\u4f5c\u6d41\u7a0b<\/p>\n<ul>\n<li>\n<p>\u9700\u6c42\u9636\u6bb5&#xff1a;\u827a\u672f\u5bb6\u63d0\u4f9b\u201c\u4f53\u9a8c\u75db\u70b9\u753b\u50cf\u201d<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u8bbe\u8ba1&#xff1a;\u53cc\u4eba\u7ed3\u5bf9\u7f16\u5199AI\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b&#xff08;\u5982\u7528Stable Diffusion\u521b\u5efa\u5e72\u6270\u573a\u666f&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u7f3a\u9677\u8ddf\u8e2a&#xff1a;\u4f7f\u7528Jira\u63d2\u4ef6\u5c06BUG\u8f6c\u5316\u4e3a\u62bd\u8c61\u827a\u672f\u7b26\u53f7\u52a0\u901f\u5b9a\u4f4d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<hr 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