{"id":3578,"date":"2026-03-11T08:09:03","date_gmt":"2026-03-11T00:09:03","guid":{"rendered":"http:\/\/xuebuwan.com\/wp\/archives\/3578"},"modified":"2026-03-23T17:23:26","modified_gmt":"2026-03-23T09:23:26","slug":"macd%e6%8c%87%e6%a0%87%ef%bc%9a%e6%af%94%e5%9d%87%e7%ba%bf%e6%9b%b4%e7%81%b5%e6%95%8f%e7%9a%84%e4%b9%b0%e5%8d%96%e4%bf%a1%e5%8f%b7","status":"publish","type":"post","link":"http:\/\/xuebuwan.com\/wp\/?p=3578","title":{"rendered":"MACD\u6307\u6807\uff1a\u6bd4\u5747\u7ebf\u66f4\u7075\u654f\u7684\u4e70\u5356\u4fe1\u53f7"},"content":{"rendered":"<h2>\ud83d\udcca MACD \u662f\u4ec0\u4e48\uff1f<\/h2>\n<p><strong>MACD<\/strong>\uff08\u8bfb\u4f5c&#8221;\u9ea6\u514b-D&#8221;\uff09\u662f\u6280\u672f\u5206\u6790\u4e2d\u6700\u5e38\u7528\u7684\u6307\u6807\u4e4b\u4e00\u3002<\/p>\n<p>\u5b83\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<ul>\n<li>\ud83d\udd35 <strong>DIF<\/strong>\uff08\u5feb\u7ebf\uff09\uff1a\u77ed\u671fEMA &#8211; \u957f\u671fEMA<\/li>\n<li>\ud83d\udfe0 <strong>DEA<\/strong>\uff08\u6162\u7ebf\uff09\uff1aDIF\u7684EMA<\/li>\n<li>\ud83d\udcca <strong>MACD\u67f1<\/strong>\uff1aDIF &#8211; DEA\uff09\u00d72<\/li>\n<\/ul>\n<p>\u6655\u4e86\uff1f\u6ca1\u5173\u7cfb\uff0c\u6211\u4eec\u5148\u77e5\u9053\u600e\u4e48\u7528\u5c31\u884c\uff01<\/p>\n<h2>\ud83c\udfaf MACD \u600e\u4e48\u7528\uff1f<\/h2>\n<h3>1. \u91d1\u53c9\u4e70\u5165\uff08 DIF \u4ece\u4e0b\u5f80\u4e0a\u7a7f\u8fc7 DEA\uff09<\/h3>\n<pre><code>if dif &gt; dea and dif_prev <\/code><\/pre>\n<h3>2. \u6b7b\u53c9\u5356\u51fa\uff08 DIF \u4ece\u4e0a\u5f80\u4e0b\u7a7f\u8fc7 DEA\uff09<\/h3>\n<pre><code>if dif = dea_prev:\n    print(&quot;\u6b7b\u53c9\uff01\u5356\u51fa\uff01&quot;)<\/code><\/pre>\n<h3>3. \u5e95\u80cc\u79bb\uff08\u53ef\u80fd\u89c1\u5e95\uff09<\/h3>\n<p>\u80a1\u4ef7\u521b\u65b0\u4f4e\uff0c\u4f46MACD\u6ca1\u521b\u65b0\u4f4e \u2192 <strong>\u4e70\u5165\u4fe1\u53f7<\/strong><\/p>\n<h3>4. \u9876\u80cc\u79bb\uff08\u53ef\u80fd\u89c1\u9876\uff09<\/h3>\n<p>\u80a1\u4ef7\u521b\u65b0\u9ad8\uff0c\u4f46MACD\u6ca1\u521b\u65b0\u9ad8 \u2192 <strong>\u5356\u51fa\u4fe1\u53f7<\/strong><\/p>\n<h2>\ud83d\udc68\u200d\ud83d\udcbb \u7528Python\u8ba1\u7b97MACD<\/h2>\n<pre><code>import pandas as pd\nimport akshare as ak\n\n# \u83b7\u53d6\u6570\u636e\ndf = ak.stock_zh_a_hist(symbol=&quot;600519&quot;, adjust=&quot;qfq&quot;)\n\n# \u8ba1\u7b97EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\uff09\ndf[&quot;EMA12&quot;] = df[&quot;\u6536\u76d8&quot;].ewm(span=12, adjust=False).mean()\ndf[&quot;EMA26&quot;] = df[&quot;\u6536\u76d8&quot;].ewm(span=26, adjust=False).mean()\n\n# \u8ba1\u7b97DIF\ndf[&quot;DIF&quot;] = df[&quot;EMA12&quot;] - df[&quot;EMA26&quot;]\n\n# \u8ba1\u7b97DEA\ndf[&quot;DEA&quot;] = df[&quot;DIF&quot;].ewm(span=9, adjust=False).mean()\n\n# \u8ba1\u7b97MACD\u67f1\ndf[&quot;MACD&quot;] = (df[&quot;DIF&quot;] - df[&quot;DEA&quot;]) * 2\n\nprint(df[[&quot;\u65e5\u671f&quot;, &quot;\u6536\u76d8&quot;, &quot;DIF&quot;, &quot;DEA&quot;, &quot;MACD&quot;]].tail(10))<\/code><\/pre>\n<h2>\ud83d\udcca MACD \u7684\u53c2\u6570<\/h2>\n<p>\u9ed8\u8ba4\u53c2\u6570\u662f <strong>12, 26, 9<\/strong>\uff1a<\/p>\n<ul>\n<li>12\uff1a\u77ed\u671fEMA\u5468\u671f<\/li>\n<li>26\uff1a\u957f\u671fEMA\u5468\u671f<\/li>\n<li>9\uff1aDIF\u7684EMA\u5468\u671f<\/li>\n<\/ul>\n<p>\u53c2\u6570\u53ef\u4ee5\u8c03\u6574\uff1a<\/p>\n<ul>\n<li>\u60f3\u628aMACD\u8c03\u7075\u654f\uff1f \u2192 \u628a9\u6539\u5c0f\uff08\u6bd4\u59826\uff09<\/li>\n<li>\u60f3\u8ba9MACD\u66f4\u7a33\u5b9a\uff1f \u2192 \u628a9\u6539\u5927\uff08\u6bd4\u598212\uff09<\/li>\n<\/ul>\n<h2>\u26a0\ufe0f MACD \u7684\u7f3a\u70b9<\/h2>\n<ul>\n<li>\ud83d\udcc9 \u9707\u8361\u884c\u60c5\u5bb9\u6613<strong>\u6765\u56de\u6253\u8138<\/strong><\/li>\n<li>\u23f0 \u4fe1\u53f7<strong>\u6ede\u540e<\/strong>\uff0c\u603b\u662f\u6162\u534a\u62cd<\/li>\n<li>\ud83d\udd27 \u6700\u597d\u914d\u5408\u5176\u4ed6\u6307\u6807\u4e00\u8d77\u7528<\/li>\n<\/ul>\n<h2>\ud83d\udcb0 \u4e0b\u4e00\u8bfe<\/h2>\n<p>\u6211\u4eec\u6765\u505a\u4e00\u4e2a\u5c0f\u7b56\u7565\uff1a<strong>\u5747\u7ebf + MACD<\/strong>\uff0c\u4e24\u4e2a\u6307\u6807\u4e00\u8d77\u7528\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcca MACD \u662f\u4ec0\u4e48\uff1f MACD\uff08\u8bfb\u4f5c&#8221;\u9ea6\u514b-D&#8221;\uff09\u662f\u6280\u672f\u5206\u6790\u4e2d\u6700\u5e38\u7528\u7684\u6307\u6807\u4e4b\u4e00\u3002 \u5b83 &#8230; <a title=\"MACD\u6307\u6807\uff1a\u6bd4\u5747\u7ebf\u66f4\u7075\u654f\u7684\u4e70\u5356\u4fe1\u53f7\" class=\"read-more\" href=\"http:\/\/xuebuwan.com\/wp\/?p=3578\" aria-label=\"\u9605\u8bfb MACD\u6307\u6807\uff1a\u6bd4\u5747\u7ebf\u66f4\u7075\u654f\u7684\u4e70\u5356\u4fe1\u53f7\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-3578","post","type-post","status-publish","format-standard","hentry","category-indicator-review"],"_links":{"self":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3578","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3578"}],"version-history":[{"count":1,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3578\/revisions"}],"predecessor-version":[{"id":3606,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3578\/revisions\/3606"}],"wp:attachment":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3578"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3578"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}