{"id":415,"date":"2022-06-30T18:49:55","date_gmt":"2022-06-30T10:49:55","guid":{"rendered":"https:\/\/www.leave-wuli.cn\/?p=415"},"modified":"2022-06-30T18:59:08","modified_gmt":"2022-06-30T10:59:08","slug":"%e4%bd%bf%e7%94%a8matlab%e8%bf%9b%e8%a1%8c%e5%9f%ba%e4%ba%8e%e6%97%b6%e9%97%b4%e5%ba%8f%e5%88%97%e6%95%b0%e6%8d%ae%e7%9a%84%e6%bb%91%e7%aa%97%e5%88%86%e6%9e%90%e8%a7%a3%e5%86%b3%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/www.leave-wuli.cn\/?p=415","title":{"rendered":"\u4f7f\u7528Matlab\u8fdb\u884c\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u6ed1\u7a97\u5206\u6790\u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"\n<p>\u5fc3\u7406\u5b66\u7684\u5b9e\u9a8c\u5e38\u5e38\u4f1a\u8bb0\u5f55\u5230\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u5305\u62ec\u8111\u7535\u6570\u636e\u3001\u773c\u52a8\u6570\u636e\u4ee5\u53ca\u8fd1\u7ea2\u5916\u6210\u50cf\u7684\u8840\u6c27\u4fe1\u53f7\u7b49\u3002\u7531\u4e8e\u4eea\u5668\u8bbe\u5907\u7684\u91c7\u6837\u7387\u8f83\u9ad8\uff0c\u5728\u63cf\u8ff0\u65f6\u95f4\u5e8f\u5217\u65f6\uff0c\u5e38\u5e38\u9009\u5b9a\u4e00\u4e2a\u56fa\u5b9a\u7684\u65f6\u95f4\u7a97\u53e3\uff0c\u4ee5\u7279\u5b9a\u7684\u6b65\u957f\u6ed1\u52a8\u7a97\u53e3\uff0c\u5c06\u6bcf\u4e2a\u7a97\u53e3\u4e2d\u7684\u6570\u636e\u8fdb\u884c\u5e73\u5747\u5f97\u5230\u4e00\u7ec4\u65b0\u7684\u6570\u636e\u3002\u8fd9\u6837\u5f97\u5230\u7684\u65b0\u7684\u6570\u636e\u6570\u636e\u91cf\u8f83\u5c11\uff0c\u4e5f\u66f4\u5e73\u6ed1\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u7684\u6570\u636e\u5904\u7406\u8fc7\u7a0b\u4e2d\u78b0\u5230\u4e86\u8fd9\u6837\u7684\u4e00\u4e2a\u95ee\u9898\uff1a\u57282\u00d72\u7684\u6df7\u5408\u8bbe\u8ba1\u4e2d\uff0c\u4f7f\u7528EEG\u8bb0\u5f55\u4e86\u88ab\u8bd5\u7684\u8111\u7535\uff0c\u5e76\u5df2\u7ecf\u6309\u7167ERP\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u6839\u636e\u7ec4\u5185\u53d8\u91cf\u7684\u4e0d\u540c\u5b9e\u9a8c\u6761\u4ef6\uff0c\u5c06\u6bcf\u4e2a\u88ab\u8bd5\u3001\u6bcf\u4e2a\u7535\u6781\u70b9\u7684\u6570\u636e\u5206\u6bb5\u5e76\u53e0\u52a0\u5e73\u5747\u597d\u4e86\u3002\u73b0\u5728\u60f3\u770b\u4e0d\u540c\u5b9e\u9a8c\u6761\u4ef6\uff08\u7ec4\u5185\u53d8\u91cf\uff09\u4e0b\u7684\u5dee\u5f02\u6ce2\u5728\u4e0d\u540c\u7ec4\u522b\u95f4\uff08\u7ec4\u95f4\u53d8\u91cf\uff09\u7684\u5dee\u5f02\u662f\u5982\u4f55\u53d8\u5316\u7684\uff08\u7c7b\u4f3c\u4e8e\u4ea4\u4e92\u4f5c\u7528\uff09\u3002\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\uff0c\u9700\u8981\u4f7f\u7528Matlab\u8fdb\u884c\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u6ed1\u7a97\u5206\u6790\u7684\u5e94\u7528\u573a\u666f\uff0c\u4ee5\u4e0b\u662f\u4ee3\u7801\u548c\u89e3\u51b3\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u5148\u7b80\u5355\u4ecb\u7ecd\u5b9e\u9a8c\u80cc\u666f\uff1a\u88ab\u8bd5\u88ab\u5206\u5230\u4e24\u7ec4\uff0c\u5206\u522b\u4f7f\u7528\u4e0d\u540c\u7684\u5b66\u4e60\u65b9\u6cd5\u5b66\u4e60\u3002\u7136\u540e\u4f7f\u7528\u7ecf\u5178\u7684\u65b0\u65e7\u8bcd\u8bc6\u522b\u8303\u5f0f\u68c0\u6d4b\u88ab\u8bd5\u7684\u5b66\u4e60\u6548\u679c\uff0c\u540c\u65f6\u8bb0\u5f55\u88ab\u8bd5\u7684\u8111\u7535\u3002\u4ee5\u523a\u6fc0\u51fa\u73b0\u7684\u65f6\u523b\u4e3a0\u70b9\uff0c\u4ee5[-200~1000]\u7684\u533a\u95f4\u8fdb\u884c\u5206\u6bb5\u5e76\u53e0\u52a0\u5e73\u5747\uff0c\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u88ab\u8bd5\u5224\u65ad\u65b0\u8bcd\u548c\u5224\u65ad\u65e7\u8bcd\u65f6\u7684\u8111\u7535\u53cd\u5e94\uff0c\u4f7f\u7528\u65b0\u8bcd\u51cf\u65e7\u8bcd\u5f97\u5230\u7684\u5dee\u5f02\u6ce2\uff08\u8fd9\u91cc\u4e5f\u53ef\u4ee5\u662f\u65e7\u8bcd\u51cf\u65b0\u8bcd\uff09\u53ef\u4ee5\u770b\u4f5c\u88ab\u8bd5\u8111\u7535\u4e0a\u7684\u65b0\u65e7\u6548\u5e94\u3002\u73b0\u5728\u60f3\u770b\u4e0d\u540c\u7ec4\u522b\u95f4\u65b0\u65e7\u6548\u5e94\u7684\u5dee\u5f02\u662f\u5982\u4f55\u53d8\u5316\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"568\" height=\"340\" src=\"https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image.png\" alt=\"\" class=\"wp-image-416\" srcset=\"https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image.png 568w, https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-300x180.png 300w\" sizes=\"auto, (max-width: 568px) 100vw, 568px\" \/><figcaption>\u65b0\u65e7\u8bcd\u8bc6\u522b\u8303\u5f0f<\/figcaption><\/figure>\n\n\n\n<p>\u9996\u5148\uff0c\u7b2c\u4e00\u6b65\u662f\u5c06\u6240\u6709\u88ab\u8bd5\u7684\u6570\u636e\u5bfc\u5165Matlab\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u6211\u62ff\u5230\u7684\u6570\u636e\u662f\u4eceAnalyzer\u8f6f\u4ef6\u4e2d\u5bfc\u51fa\u7684\u5df2\u7ecf\u5206\u6bb5\u3001\u53e0\u52a0\u3001\u5e73\u5747\u7ed3\u675f\u7684\uff0c\u4e0d\u540c\u7535\u6781\u70b9\u7684\u4e00\u822c\u6570\u636e\uff0c\u76f4\u63a5\u7528\u6b7b\u529e\u6cd5\uff0c\u5c06\u4ee3\u7801\u6587\u4ef6\u548c\u6240\u6709\u88ab\u8bd5\u6570\u636e\u6587\u4ef6\u653e\u5728\u540c\u4e00\u6587\u4ef6\u5939\uff0c\u4f7f\u7528importdata\u547d\u4ee4\u5c06\u539f\u59cb\u6570\u636e\u5168\u90e8\u5bfc\u5165\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>data = importdata('data.name')<\/code><\/pre>\n\n\n\n<p>\u7b2c\u4e8c\u6b65\uff0c\u5c06\u539f\u59cb\u6570\u636e\u4e2d\u76f8\u540c\u5174\u8da3\u533a\u7684\u4e0d\u540c\u7535\u6781\u70b9\u8fdb\u884c\u5e73\u5747\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u88ab\u8bd5\u95f4\u53d8\u91cf\u4e3a\u7ec4\u522b\uff0c\u4e00\u5171\u4e24\u4e2a\u7ec4\uff0c\u5206\u522b\u4e3aPing\u7ec4\u548cZhiz\u7ec4\u3002\u6bcf\u4e2a\u7ec4\u517124\u540d\u88ab\u8bd5\uff0c\u6bcf\u540d\u88ab\u8bd5\u7684\u6570\u636e\u6839\u636e\u7535\u6781\u70b9\u5206\u4e3a4\u4e2a\u5174\u8da3\u533a\uff0c\u5206\u522b\u4e3a\u5de6\u4fa7\u989d\u53f6lf\u3001\u53f3\u4fa7\u989d\u53f6rf\u3001\u5de6\u4fa7\u9876\u53f6lc\u548c\u53f3\u4fa7\u9876\u53f6rc\u3002\u4f7f\u7528for\u5faa\u73af\u5bf9\u6bcf\u4e2a\u88ab\u8bd5\u7684\u6570\u636e\u8fdb\u884c\u6279\u5904\u7406\u3002\u7ed3\u679c\u5f97\u5230\u6bcf\u4e2a\u88ab\u8bd5\u5728\u56db\u4e2a\u5174\u8da3\u533a\u5404\u6709\u4e00\u884c\u6570\u636e\uff0c\u8fd9\u884c\u6570\u636e\u662f\u8be5\u88ab\u8bd5\u5728\u8be5\u5174\u8da3\u533a\u8111\u7535\u632f\u5e45\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%% \u5e73\u5747\u7535\u6781\u70b9\nlf_Ping_Sum = zeros(24, 600);\nrf_Ping_Sum = zeros(24, 600);\nlc_Ping_Sum = zeros(24, 600);\nrc_Ping_Sum = zeros(24, 600);\nlf_Zhiz_Sum = zeros(24, 600);\nrf_Zhiz_Sum = zeros(24, 600);\nlc_Zhiz_Sum = zeros(24, 600);\nrc_Zhiz_Sum = zeros(24, 600);\nfor i =1:24\n    %\u7ec41\n    Ping = eval(&#91;'Ping', num2str(i)]); %\u5c06\u5b57\u7b26\u4e32\u8fd4\u56de\u4e3a\u53d8\u91cf\u540d\n    lf_Ping = &#91;Ping.data(1, :); Ping.data(3, :); Ping.data(11, :); Ping.data(17, :); Ping.data(21, :); Ping.data(23, :)];\n    rf_Ping = &#91;Ping.data(2, :); Ping.data(4, :); Ping.data(12, :); Ping.data(18, :); Ping.data(22, :); Ping.data(24, :)];\n    lc_Ping = &#91;Ping.data(5, :); Ping.data(7, :); Ping.data(9, :); Ping.data(13, :); Ping.data(15, :); Ping.data(19, :)];\n    rc_Ping = &#91;Ping.data(6, :); Ping.data(8, :); Ping.data(10, :); Ping.data(14, :); Ping.data(16, :); Ping.data(20, :)];\n    lf_Ping_Sum(i, :) = mean(lf_Ping);\n    rf_Ping_Sum(i, :) = mean(rf_Ping);\n    lc_Ping_Sum(i, :) = mean(lc_Ping);\n    rc_Ping_Sum(i, :) = mean(rc_Ping);\n    \n    %\u7ec42\n    Zhiz = eval(&#91;'Zhiz', num2str(i)]);\n    lf_Zhiz = &#91;Zhiz.data(1, :); Zhiz.data(3, :); Zhiz.data(11, :); Zhiz.data(17, :); Zhiz.data(21, :); Zhiz.data(23, :)];\n    rf_Zhiz = &#91;Zhiz.data(2, :); Zhiz.data(4, :); Zhiz.data(12, :); Zhiz.data(18, :); Zhiz.data(22, :); Zhiz.data(24, :)];\n    lc_Zhiz = &#91;Zhiz.data(5, :); Zhiz.data(7, :); Zhiz.data(9, :); Zhiz.data(13, :); Zhiz.data(15, :); Zhiz.data(19, :)];\n    rc_Zhiz = &#91;Zhiz.data(6, :); Zhiz.data(8, :); Zhiz.data(10, :); Zhiz.data(14, :); Zhiz.data(16, :); Zhiz.data(20, :)];\n    lf_Zhiz_Sum(i, :) = mean(lf_Zhiz);\n    rf_Zhiz_Sum(i, :) = mean(rf_Zhiz);\n    lc_Zhiz_Sum(i, :) = mean(lc_Zhiz);\n    rc_Zhiz_Sum(i, :) = mean(rc_Zhiz);\nend<\/code><\/pre>\n\n\n\n<p>\u7b2c\u4e09\u6b65\uff0c\u8fdb\u884c\u6ed1\u7a97\u7684\u62c6\u5206\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u4e00\u5b9a\u8981\u6ce8\u610f\uff0c\u6700\u597d\u5c06\u57fa\u672c\u53c2\u6570\u7a7a\u51fa\u6765\uff0c\u8fd9\u6837\u540e\u9762\u4fee\u6539\u4ee3\u7801\u65f6\u5c31\u4f1a\u66f4\u7b80\u5355\uff0c\u76f4\u63a5\u4fee\u6539\u53c2\u6570\u5373\u53ef\u3002\u4e00\u5171\u67095\u4e2a\u57fa\u672c\u53c2\u6570\uff1a\u6570\u636e\u8d77\u59cb\u65f6\u95f4\u70b9sample_start\u3001\u6570\u636e\u7ed3\u675f\u65f6\u95f4\u70b9sample_end\u3001\u8bbe\u5907\u91c7\u6837\u7387samplerate\u3001\u6ed1\u7a97\u65f6\u95f4\u957f\u5ea6slidewind_length\u548c\u6ed1\u7a97\u65f6\u95f4\u6b65\u957fslidestep_length\uff08\u53d8\u91cf\u540d\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u559c\u597d\u5b9a\u4e49\uff09\u3002\u8fd9\u4e00\u6b65\u7684\u76ee\u7684\u65f6\u786e\u5b9a\u6bcf\u4e00\u4e2a\u7a97\u53e3\u7684\u8d77\u59cb\u70b9\u548c\u7a97\u53e3\u7684\u4e2a\u6570\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%% \u6ed1\u7a97\u62c6\u5206\uff08\u53c2\u6570\u53ef\u4fee\u6539\uff09\n%\u91c7\u6837\u7387500Hz\uff0c\u5b8c\u6574\u6570\u636e1200ms\uff08data points 600\uff09\uff0c\u65f6\u95f4\u7a9750ms\uff08data points 25\uff09\uff0c\u7a97\u53e3\u6b65\u957f10ms\uff08data points 5\uff09\nsample_start = -200; %\u8d77\u59cb\u70b9 -200ms\nsample_end = 1000; %\u7ed3\u675f\u70b9 1000ms\nsamplerate = 500; %\u5355\u4f4d Hz\nsamplerate_t = 1000*1\/samplerate; %\u5355\u4f4d ms\nepoch_length = sample_end - sample_start; %\u5355\u4f4d ms\nslidewind_length = 50; %\u5355\u4f4d ms\nslidestep_length = 10; %\u5355\u4f4d ms\ndatapoints_total = epoch_length\/samplerate_t;\ndatapoints_slidewind = slidewind_length\/samplerate_t;\ndatapoints_slidestep = slidestep_length\/samplerate_t;\nsw_start = &#91;1: datapoints_slidestep: (datapoints_total-datapoints_slidewind+1)]; %\u786e\u5b9a\u6ed1\u7a97\u8d77\u59cb\u70b9\nNsw =  length(sw_start); %\u786e\u5b9a\u6ed1\u7a97\u4e2a\u6570<\/code><\/pre>\n\n\n\n<p>\u7b2c\u56db\u6b65\uff0c\u8fdb\u884c\u6ed1\u7a97\u7684\u8fd0\u7b97\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u4f7f\u7528for\u5faa\u73af\u8bed\u53e5\uff0c\u8fdb\u884c\u6ed1\u7a97\u7684\u8fd0\u7b97\uff0c\u5bf9\u6bcf\u4e2a\u7a97\u53e3\u4e0b\u7684\u5e73\u5747\u5e45\u503c\u8fdb\u884c\u72ec\u7acb\u6837\u672ct\u68c0\u9a8c\uff08\u6ce8\u610f\uff1aMatlab\u4e2d\u72ec\u7acb\u6837\u672ct\u68c0\u9a8c\u7684\u51fd\u6570\u662fttest2\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;h,p,ci,t] = ttest2(X,Y);\nt_value = t.tstat<\/code><\/pre>\n\n\n\n<p>\u8fd9\u91cc\u53ea\u5c55\u793a\u5de6\u4fa7\u989d\u53f6\u7684\u5904\u7406\u4ee3\u7801\uff0c\u5176\u4ed6\u7684\u5174\u8da3\u533a\u53ea\u9700\u91cd\u590d\u6267\u884c\u6b64\u4ee3\u7801\uff0c\u6539\u4e0b\u53d8\u91cf\u540d\u79f0\u5373\u53ef\u3002\u8fd9\u91cc\u4e5f\u53ef\u4ee5\u7528for\u5faa\u73af\u8bed\u53e5\uff0c\u4f46\u662f\u53ea\u6709\u56db\u4e2a\u5174\u8da3\u533a\uff0c\u6211\u5c31\u6ca1\u6709\u5199\u5faa\u73af\u7ed3\u6784\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%% \u72ec\u7acb\u6837\u672ct\u68c0\u9a8c\n%\u5de6\u4fa7\u989d\u53f6\nlf_P = zeros(1, Nsw); lf_T = zeros(1, Nsw);\nfor i = 1:Nsw\n    lf_ping = mean(lf_Ping_Sum(:, sw_start(i): sw_start(i)+datapoints_slidewind-1), 2); %\u5411\u91cf\u7684\u5f15\u7528\u4ee5\u53ca\u57fa\u4e8e\u5217\u5411\u91cf\u7684\u5e73\u5747\n    lf_zhi = mean(lf_Zhiz_Sum(:, sw_start(i): sw_start(i)+datapoints_slidewind-1), 2);\n    &#91;lf_a, lf_b, lf_c, lf_d] = ttest2(lf_ping, lf_zhi);\n    lf_P(i) = lf_b; lf_T(i) = lf_d.tstat;\nend\n% lf_P = mafdr(lf_P, 'BHFDR', true); %\u591a\u91cd\u6bd4\u8f83\u6821\u6b63<\/code><\/pre>\n\n\n\n<p>\u6700\u540e\uff0c\u5bf9\u7ed3\u679c\u8fdb\u884c\u53ef\u89c6\u5316\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u4e3b\u8981\u4f7f\u7528Matlab\u4e2d\u7684plot\u51fd\u6570\u5bf9\u7ed3\u679c\u8fdb\u884c\u53ef\u89c6\u5316\u5904\u7406\u3002\u6ce8\u610f\u4e0d\u540c\u753b\u5e03\u4e2d\u7684\u6a2a\u5750\u6807\u5c3a\u5ea6\uff08\u65f6\u95f4\uff09\u8981\u4fdd\u6301\u4e00\u81f4\u624d\u6709\u53ef\u6bd4\u6027\uff0c\u540c\u6837\u4ee5\u5de6\u4fa7\u989d\u53f6\u5174\u8da3\u533a\u4e3a\u4f8b\u3002\u8fd9\u91ccplot\u51fd\u6570\u7684\u4f7f\u7528\u53c2\u8003\u4e86\u7f51\u53cb\u7684\u603b\u7ed3\uff0c\u975e\u5e38\u5168\u9762\uff1a<a href=\"https:\/\/blog.csdn.net\/qq_42764468\/article\/details\/99828108\">\u3010MATLAB\u3011\u57fa\u672c\u7ed8\u56fe\u51fd\u6570\uff08\u6db5\u76d6\u6240\u6709\u57fa\u672c\u7ed8\u56fe\u6307\u4ee4\uff09_Do My Love\u7684\u535a\u5ba2-CSDN\u535a\u5ba2_matlab\u51fd\u6570\u7ed8\u56fe<\/a><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%% \u53ef\u89c6\u5316\n%\u5de6\u4fa7\u989d\u53f6\nfigure; %\u5efa\u7acb\u65b0\u56fe\u7a97\nsubplot(3, 1, 1); %\u5c06\u56fe\u7a97\u5206\u5272\u6210\u4e09\u884c\u4e00\u5217\u7684\u4e09\u4e2a\u5b50\u56fe\u7a97\nplot(&#91;sample_start: samplerate_t: sample_end - samplerate_t], mean(lf_Ping_Sum), 'b'); %\u7ed8\u5236\u5e73\u677f\u7ec4\u539f\u59cb\u503c\nhold on; %\u5728\u540c\u4e00\u5f20\u753b\u5e03\u4e0a\u7ee7\u7eed\u7ed8\u56fe\nplot(&#91;sample_start: samplerate_t: sample_end - samplerate_t], mean(lf_Zhiz_Sum), 'r'); %\u7ed8\u5236\u7eb8\u8d28\u7ec4\u539f\u59cb\u503c\nhold off;\naxis(&#91;sample_start, sample_end, -3, 1]); % \u8bbe\u7f6e\u5750\u6807\u8f74\u5c3a\u5ea6\nlegend({'\u5e73\u677f\u7ec4', '\u7eb8\u8d28\u7ec4'},'Location', 'southwest') %\u8bbe\u7f6e\u56fe\u4f8b\nxlabel('time') %\u8bbe\u7f6ex\u8f74\u540d\u79f0\nylabel('new-old waves') %\u8bbe\u7f6ey\u8f74\u540d\u79f0\ntitle('\u5de6\u4fa7\u989d\u53f6\u7ed3\u679c') %\u8bbe\u7f6e\u56fe\u7684\u540d\u79f0\nsubplot(3, 1, 2); \nplot(&#91;sample_start: slidestep_length: sample_end - slidewind_length], lf_T, 'k');  %\u7ed8\u5236t\u503c\naxis(&#91;sample_start, sample_end, -2.5, 2.5]);\nxlabel('time')\nylabel('t-value')\nsubplot(3, 1, 3); \nplot(&#91;sample_start: slidestep_length: sample_end - slidewind_length], lf_P, 'k');  %\u7ed8\u5236p\u503c\naxis(&#91;sample_start, sample_end, 0, 1]);\nxlabel('time')\nylabel('p-value')<\/code><\/pre>\n\n\n\n<p>\u6700\u7ec8\u80fd\u591f\u770b\u5230\u4e24\u4e2a\u7ec4\u7684\u88ab\u8bd5\u7684\u65b0\u65e7\u6548\u5e94\uff08\u5dee\u5f02\u6ce2\uff09\u7684\u5dee\u5f02\u968f\u7740\u65f6\u95f4\u7684\u52a8\u6001\u53d8\u5316\uff0c\u4f5c\u4e3a\u5bfb\u627e\u89c4\u5f8b\u4e0e\u79d1\u5b66\u89e3\u91ca\u7684\u53c2\u8003\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"654\" src=\"https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1-1024x654.png\" alt=\"\" class=\"wp-image-417\" srcset=\"https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1-1024x654.png 1024w, https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1-300x192.png 300w, https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1-768x491.png 768w, https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1-1536x981.png 1536w, https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1-1568x1002.png 1568w, https:\/\/www.leave-wuli.cn\/wp-content\/uploads\/2022\/06\/image-1.png 1869w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u6700\u7ec8\u7ed3\u679c\u53c2\u8003\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u6b22\u8fce\u4ea4\u6d41\u4e0e\u5206\u4eab\uff0c\u53ef\u4ece<a href=\"https:\/\/leave-wuli.cn\/?page_id=7\">\u8054\u7cfb\u9875\u9762<\/a>\u8054\u7cfb\u5230\u6211\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bb0\u5f55\u5199\/\u6539\u4ee3\u7801\u7ecf\u5386<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,13,16],"tags":[],"class_list":["post-415","post","type-post","status-publish","format-standard","hentry","category-11","category-13","category-16","entry"],"_links":{"self":[{"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=\/wp\/v2\/posts\/415","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=415"}],"version-history":[{"count":0,"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=\/wp\/v2\/posts\/415\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=415"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=415"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.leave-wuli.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=415"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}