{"id":426,"date":"2024-05-15T18:00:23","date_gmt":"2024-05-15T10:00:23","guid":{"rendered":"https:\/\/blog.alltick.co\/?p=426"},"modified":"2025-04-23T16:30:50","modified_gmt":"2025-04-23T08:30:50","slug":"macd-indicator","status":"publish","type":"post","link":"https:\/\/blog.alltick.co\/zh-CN\/macd-indicator\/","title":{"rendered":"\u91cf\u5316\u5b9e\u6218\uff1aMACD\u6307\u6807\u5b9e\u73b0\u8be6\u89e3"},"content":{"rendered":"\n<p>MACD\uff08\u79fb\u52a8\u5e73\u5747\u7ebf\u6536\u655b\/\u53d1\u6563\u6307\u6807\uff09\u662f\u6280\u672f\u5206\u6790\u4e2d\u5e7f\u6cdb\u5e94\u7528\u7684\u5de5\u5177\uff0c\u5b83\u4e3b\u8981\u7528\u4e8e\u8861\u91cf\u80a1\u7968\u6216\u5176\u4ed6\u8d44\u4ea7\u4ef7\u683c\u7684\u8d8b\u52bf\u548c\u52a8\u91cf\u3002\u81ea\u4ece\u7531Gerald Appel\u572820\u4e16\u7eaa70\u5e74\u4ee3\u9996\u6b21\u63d0\u51fa\u4ee5\u6765\uff0cMACD\u56e0\u5176\u7b80\u6d01\u6027\u548c\u6709\u6548\u6027\uff0c\u6210\u4e3a\u6295\u8d44\u8005\u548c\u4ea4\u6613\u5458\u7684\u91cd\u8981\u6307\u6807\u3002\u5b83\u901a\u8fc7EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff09\u6765\u5224\u65ad\u5e02\u573a\u7684\u53d8\u5316\uff0c\u5e2e\u52a9\u4ea4\u6613\u8005\u8bc6\u522b\u4e70\u5165\u548c\u5356\u51fa\u7684\u4fe1\u53f7\uff0c\u4ece\u800c\u5728\u5e02\u573a\u4e2d\u83b7\u5f97\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8MACD\u6307\u6807\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u5176\u57fa\u672c\u539f\u7406\u3001\u53c2\u6570\u8bbe\u7f6e\u3001\u8ba1\u7b97\u65b9\u6cd5\u53ca\u5e94\u7528\u6280\u5de7\u3002\u6211\u4eec\u8fd8\u5c06\u5c55\u793a\u5982\u4f55\u901a\u8fc7Java\u548cPython\u5b9e\u73b0MACD\u4ea4\u6613\u7b56\u7565\uff0c\u4e3a\u8bfb\u8005\u63d0\u4f9b\u5b9e\u7528\u7684\u4ee3\u7801\u793a\u4f8b\u548c\u5b9e\u6218\u7ecf\u9a8c\u3002\u901a\u8fc7\u672c\u7bc7\u6587\u7ae0\uff0c\u60a8\u5c06\u5168\u9762\u4e86\u89e3\u5982\u4f55\u4f7f\u7528MACD\u8fdb\u884c\u6709\u6548\u7684\u6280\u672f\u5206\u6790\u548c\u4ea4\u6613\u51b3\u7b56\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001MACD\u57fa\u7840\u77e5\u8bc6<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.1 MACD\u6307\u6807\u7b80\u4ecb<\/strong><\/h3>\n\n\n\n<p>MACD\uff0c\u5168\u79f0\u662f\u79fb\u52a8\u5e73\u5747\u7ebf\u6536\u655b\/\u53d1\u6563\u6307\u6807\uff08Moving Average Convergence Divergence\uff09\uff0c\u7531\u4ee5\u4e0b\u51e0\u4e2a\u4e3b\u8981\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5feb\u7ebf\uff08\u77ed\u671fEMA\uff09<\/strong>\uff1a\u8fd9\u662f\u77ed\u671f\u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff0c\u901a\u5e38\u4f7f\u752812\u5929\u7684\u4ef7\u683c\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u3002\u5b83\u5bf9\u4ef7\u683c\u53d8\u5316\u8f83\u4e3a\u654f\u611f\uff0c\u80fd\u591f\u8fc5\u901f\u53cd\u6620\u5e02\u573a\u7684\u6700\u65b0\u52a8\u6001\u3002<\/li>\n\n\n\n<li><strong>\u6162\u7ebf\uff08\u957f\u671fEMA\uff09<\/strong>\uff1a\u8fd9\u662f\u957f\u671f\u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff0c\u901a\u5e38\u4f7f\u752826\u5929\u7684\u4ef7\u683c\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u3002\u4e0e\u5feb\u7ebf\u76f8\u6bd4\uff0c\u5b83\u5bf9\u4ef7\u683c\u53d8\u5316\u7684\u53cd\u5e94\u8f83\u6162\uff0c\u66f4\u80fd\u53cd\u6620\u5e02\u573a\u7684\u6574\u4f53\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li><strong>DIF\u7ebf\uff08\u5feb\u7ebf\u4e0e\u6162\u7ebf\u7684\u5dee\uff09<\/strong>\uff1aDIF\u7ebf\u662f\u5feb\u7ebf\u51cf\u53bb\u6162\u7ebf\u7684\u5dee\u503c\u3002\u5b83\u8868\u793a\u77ed\u671f\u4ef7\u683c\u53d8\u5316\u548c\u957f\u671f\u4ef7\u683c\u8d8b\u52bf\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u5f53DIF\u7ebf\u5728\u6b63\u503c\u533a\u57df\u65f6\uff0c\u8868\u660e\u77ed\u671f\u8d8b\u52bf\u8f83\u5f3a\uff1b\u5728\u8d1f\u503c\u533a\u57df\u65f6\uff0c\u8868\u660e\u957f\u671f\u8d8b\u52bf\u8f83\u5f3a\u3002<\/li>\n\n\n\n<li><strong>DEA\u7ebf\uff08\u4fe1\u53f7\u7ebf\uff09<\/strong>\uff1aDEA\u7ebf\u662fDIF\u7ebf\u76849\u5929\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\u3002\u5b83\u7528\u4e8e\u5e73\u6ed1DIF\u7ebf\u7684\u6ce2\u52a8\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u6e05\u6670\u5730\u89c2\u5bdf\u5e02\u573a\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li><strong>MACD\u67f1\u72b6\u56fe<\/strong>\uff1aMACD\u67f1\u72b6\u56fe\u663e\u793aDIF\u7ebf\u4e0eDEA\u7ebf\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u67f1\u72b6\u56fe\u7684\u9ad8\u5ea6\u8868\u793a\u5dee\u8ddd\u7684\u5927\u5c0f\uff0c\u5f53\u67f1\u72b6\u56fe\u7531\u8d1f\u8f6c\u6b63\u6216\u7531\u6b63\u8f6c\u8d1f\u65f6\uff0c\u5f80\u5f80\u610f\u5473\u7740\u5e02\u573a\u8d8b\u52bf\u7684\u53d8\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u51e0\u4e2a\u90e8\u5206\u7684\u914d\u5408\uff0cMACD\u80fd\u591f\u4e3a\u4ea4\u6613\u8005\u63d0\u4f9b\u6e05\u6670\u7684\u4e70\u5165\u548c\u5356\u51fa\u4fe1\u53f7\uff0c\u5e2e\u52a9\u4ed6\u4eec\u5728\u5e02\u573a\u4e2d\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecdMACD\u7684\u53c2\u6570\u8bbe\u7f6e\u548c\u8ba1\u7b97\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u5e2e\u52a9\u60a8\u7406\u89e3\u8fd9\u4e00\u5f3a\u5927\u7684\u6280\u672f\u6307\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 MACD\u6307\u6807\u7684\u53c2\u6570\u8bbe\u7f6e<\/strong><\/h3>\n\n\n\n<p>MACD\u7684\u7ecf\u5178\u53c2\u6570\u8bbe\u7f6e\u662f12\u300126\u548c9\u3002\u8fd9\u4e9b\u6570\u5b57\u5206\u522b\u4ee3\u8868\u8ba1\u7b97\u5feb\u7ebf\u3001\u6162\u7ebf\u548c\u4fe1\u53f7\u7ebf\u6240\u4f7f\u7528\u7684\u5468\u671f\u957f\u5ea6\u3002\u8fd9\u5957\u53c2\u6570\u7ec4\u5408\u662f\u6700\u5e38\u7528\u7684\uff0c\u56e0\u4e3a\u5b83\u7ecf\u5386\u4e86\u65f6\u95f4\u7684\u8003\u9a8c\uff0c\u662f\u5404\u8def\u5927\u795e\u603b\u7ed3\u51fa\u6765\u6700\u597d\u7684\u7ec4\u5408\uff0c\u5728\u5404\u79cd\u5e02\u573a\u6761\u4ef6\u4e0b\u8868\u73b0\u826f\u597d\uff0c\u80fd\u591f\u6709\u6548\u5730\u5e73\u8861\u7075\u654f\u5ea6\u548c\u7a33\u5b9a\u6027\uff0c<\/p>\n\n\n\n<p><strong>\u4e0d\u540c\u5e02\u573a\u6761\u4ef6\u4e0b\u7684\u53c2\u6570\u8c03\u6574\u5efa\u8bae<\/strong><\/p>\n\n\n\n<p>\u867d\u713612\u300126\u30019\u662f\u6700\u5e38\u89c1\u7684\u53c2\u6570\u8bbe\u7f6e\uff0c\u4f46\u5728\u4e0d\u540c\u7684\u5e02\u573a\u6761\u4ef6\u4e0b\uff0c\u8c03\u6574\u8fd9\u4e9b\u53c2\u6570\u53ef\u4ee5\u63d0\u9ad8MACD\u7684\u6709\u6548\u6027\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u8c03\u6574\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77ed\u671f\u4ea4\u6613<\/strong>\uff1a\u5982\u679c\u60a8\u662f\u77ed\u671f\u4ea4\u6613\u8005\uff0c\u53ef\u4ee5\u7f29\u77ed\u53c2\u6570\u5468\u671f\uff0c\u8ba9MACD\u5bf9\u4ef7\u683c\u53d8\u5316\u66f4\u52a0\u654f\u611f\u3002\u6bd4\u5982\u53ef\u4ee5\u5c06\u5feb\u8bbe\u7f6e\u4e3a6\u62169\u5929\uff0c\u6162\u7ebf\u5468\u671f\u8bbe\u7f6e\u4e3a13\u621615\u5929\uff0c\u4fe1\u53f7\u7ebf\u5468\u671f\u8bbe\u7f6e\u4e3a5\u62167\u5929\u3002\u8fd9\u6837\u53ef\u4ee5\u66f4\u5feb\u6355\u6349\u77ed\u671f\u7684\u4e70\u5356\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li><strong>\u957f\u671f\u6295\u8d44<\/strong>\uff1a\u5982\u679c\u60a8\u662f\u957f\u671f\u6295\u8d44\u8005\uff0c\u53ef\u4ee5\u5ef6\u957f\u53c2\u6570\u5468\u671f\u3002\u4f8b\u5982\u5c06\u5feb\u7ebf\u8bbe\u7f6e\u4e3a20\u621624\u5929\uff0c\u6162\u7ebf\u8bbe\u7f6e\u4e3a50\u621660\u5929\uff0c\u4fe1\u53f7\u7ebf\u5468\u671f\u8bbe\u7f6e\u4e3a18\u621621\u5929\u3002\u8fd9\u6837\u53ef\u4ee5\u8fc7\u6ee4\u6389\u77ed\u671f\u6ce2\u52a8\uff0c\u4e13\u6ce8\u4e8e\u957f\u671f\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u6ce2\u52a8\u5e02\u573a<\/strong>\uff1a\u5728\u6ce2\u52a8\u8f83\u5927\u7684\u5e02\u573a\uff08\u6bd4\u5982\u5e01\u5708\uff09\uff0c\u53ef\u4ee5\u8bd5\u7740\u7f29\u77ed\u5468\u671f\uff0c\u4f7fMACD\u66f4\u52a0\u7075\u654f\uff0c\u4ee5\u4fbf\u5feb\u901f\u53cd\u5e94\u4ef7\u683c\u53d8\u5316\u3002\u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u6837\u505a\u53ef\u80fd\u4f1a\u4ea7\u751f\u5f88\u591a\u865a\u5047\u4fe1\u53f7\uff0c\u6700\u597d\u662f\u7ed3\u5408\u5176\u4ed6\u6307\u6807\u8fdb\u884c\u786e\u8ba4\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u6ce2\u52a8\u5e02\u573a<\/strong>\uff1a\u5728\u6ce2\u52a8\u8f83\u5c0f\u7684\u5e02\u573a\u4e2d\uff0c\u53ef\u4ee5\u5ef6\u957f\u5468\u671f\uff0c\u8ba9MACD\u66f4\u52a0\u5e73\u7a33\uff0c\u51cf\u5c11\u865a\u5047\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u65e0\u8bba\u9009\u62e9\u54ea\u79cd\u53c2\u6570\u8bbe\u7f6e\uff0c\u90fd\u9700\u8981\u7ed3\u5408\u5e02\u573a\u73af\u5883\u548c\u4e2a\u4eba\u4ea4\u6613\u98ce\u683c\u8fdb\u884c\u8c03\u6574\u3002\u901a\u8fc7\u9002\u5f53\u7684\u8c03\u6574\uff0cMACD\u53ef\u4ee5\u66f4\u597d\u5730\u6ee1\u8db3\u60a8\u7684\u4ea4\u6613\u9700\u6c42\uff0c\u5e2e\u52a9\u60a8\u5728\u4e0d\u540c\u7684\u5e02\u573a\u6761\u4ef6\u4e0b\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.3 MACD\u6307\u6807\u7684\u8ba1\u7b97\u516c\u5f0f<\/strong><\/h3>\n\n\n\n<p><strong>\u5feb\u7ebf\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-mathml-mathmlblock\">\\begin{equation}\nEMA_{\u5feb}\n\u200b\n =Price\u00d7( \nn+1\n2\n\u200b\n )+EMA_{\u5feb, \u6628\u65e5}\n\u200b\n \u00d7(1\u2212 \nn+1\n2\n\u200b\n )\n\\end{equation}<script type='text\/javascript' src='https:\/\/blog.alltick.co\/zh-CN\/wp-includes\/js\/dist\/hooks.min.js?m=1764796677'><\/script>\n<script src=\"https:\/\/blog.alltick.co\/zh-CN\/wp-includes\/js\/dist\/i18n.min.js?ver=c26c3dc7bed366793375\" id=\"wp-i18n-js\"><\/script>\n<script id=\"wp-i18n-js-after\">\nwp.i18n.setLocaleData( { 'text direction\\u0004ltr': [ 'ltr' ] } );\n\/\/# sourceURL=wp-i18n-js-after\n<\/script>\n<script  async src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/MathJax.js?config=TeX-MML-AM_CHTML\" id=\"mathjax-js\"><\/script>\n<\/div>\n\n\n\n<p><strong>\u6162\u7ebf\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-mathml-mathmlblock\">\\begin{equation}\nEMA_{\u6162}\n\u200b\n =Price\u00d7( \nn+1\n2\n\u200b\n )+EMA_{\u6162, \u6628\u65e5}\n\u200b\n \u00d7(1\u2212 \nn+1\n2\n\u200b\n )\n\n\\end{equation}<\/div>\n\n\n\n<p><strong>DIF\u7ebf\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-mathml-mathmlblock\">\\begin{equation}\nDIF=EMA_{\u5feb}\n\u200b\n \u2212EMA_{\u6162}\n\u200b\n\n\\end{equation}<\/div>\n\n\n\n<p><strong>\u4fe1\u53f7\u7ebf\uff08DEA\u7ebf\uff0cDIF\u7ebf\u7684EMA\uff09<\/strong>\uff1a<\/p>\n\n\n\n<div class=\"wp-block-mathml-mathmlblock\">\\begin{equation}\nDEA=DIF\u00d7( \nn+1\n2\n\u200b\n )+DEA_{\u6628\u65e5}\n\u200b\n \u00d7(1\u2212 \nn+1\n2\n\u200b\n )\n\\end{equation}<\/div>\n\n\n\n<div class=\"wp-block-mathml-mathmlblock\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001MACD\u7684\u7528\u6cd5<\/strong><\/h2>\n\n\n\n<p>MACD\u6307\u6807<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u9ec4\u53c9\u548c\u6b7b\u53c9<\/strong><\/h3>\n\n\n\n<p>\u9ec4\u91d1\u4ea4\u53c9\uff0c\u662f\u6307DIF\u7ebf\u4ece\u4e0b\u65b9\u5411\u4e0a\u7a7f\u8fc7DEA\u7ebf\uff0cMACD\u67f1\u72b6\u56fe\u4ece\u8d1f\u503c\u8f6c\u4e3a\u6b63\u503c\u3002\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u4e70\u5165\u4fe1\u53f7\u3002\u8fd9\u8868\u660e\u77ed\u671f\u8d8b\u52bf\u6b63\u5728\u589e\u5f3a\u3002\u8fd9\u79cd\u60c5\u51b5\u901a\u5e38\u610f\u5473\u7740\u5e02\u573a\u53ef\u80fd\u4f1a\u8fdb\u5165\u4e00\u4e2a\u65b0\u7684\u4e0a\u6da8\u9636\u6bb5\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u8003\u8651\u4e70\u5165\u6216\u6301\u6709\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"558\" height=\"305\" src=\"https:\/\/i0.wp.com\/blog.alltick.co\/wp-content\/uploads\/2024\/05\/macd_explanation.png?resize=558%2C305&#038;ssl=1\" alt=\"MACD\u91d1\u53c9\u6b7b\u53c9\u56fe\u89e3\" class=\"wp-image-428\" srcset=\"https:\/\/i0.wp.com\/blog.alltick.co\/zh-CN\/wp-content\/uploads\/2024\/05\/macd_explanation.png?w=558&amp;ssl=1 558w, https:\/\/i0.wp.com\/blog.alltick.co\/zh-CN\/wp-content\/uploads\/2024\/05\/macd_explanation.png?resize=300%2C164&amp;ssl=1 300w\" sizes=\"(max-width: 558px) 100vw, 558px\" \/><\/figure>\n\n\n\n<p>\u6b7b\u4ea1\u4ea4\u53c9\u662f\u6307DIF\u7ebf\u4ece\u4e0a\u65b9\u5411\u4e0b\u7a7f\u8fc7DEA\u7ebf\uff0cMACD\u67f1\u72b6\u56fe\u4ece\u6b63\u503c\u8f6c\u4e3a\u8d1f\u503c\uff0c\u8fd9\u79cd\u4fe1\u53f7\u901a\u5e38\u88ab\u89e3\u8bfb\u4e3a\u5356\u51fa\u4fe1\u53f7\u3002\u8fd9\u8868\u660e\u77ed\u671f\u8d8b\u52bf\u6b63\u5728\u51cf\u5f31\uff0c\u53ef\u80fd\u9a6c\u4e0a\u4f1a\u8fce\u6765\u4e0b\u8dcc\u884c\u60c5\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u8003\u8651\u5356\u51fa\u6216\u51cf\u5c11\u6301\u4ed3\u3002<\/p>\n\n\n\n<p>\u91d1\u53c9\u548c\u6b7b\u53c9\u662fMACD\u6700\u4e3a\u57fa\u7840\u7684\u4ea4\u6613\u4fe1\u53f7\uff0c\u5176\u672c\u8eab\u5e76\u6ca1\u6709\u591a\u5927\u96be\u5ea6\uff0c\u53ea\u9700\u8981\u5173\u6ce8\u4e24\u6761\u7ebf\u7684\u5f62\u6001\u5373\u53ef\u3002\u4f46\u9664\u6b64\u4e4b\u5916\u5176\u5b9eMACD\u8fd8\u6709\u4e9b\u9ad8\u9636\u7684\u6280\u5de7\uff1a\u9876\u80cc\u79bb\u548c\u6b63\u7a81\u7834\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 MACD\u9876\u80cc\u79bb<\/strong><\/h3>\n\n\n\n<p>\u9876\u80cc\u79bb\u662f\u6307\u4ef7\u683c\u8d70\u52bf\u548cMACD\u6307\u6807\u4e4b\u95f4\u51fa\u73b0\u7684\u80cc\u79bb\u73b0\u8c61\uff0c\u901a\u5e38\u9884\u793a\u7740\u5e02\u573a\u53ef\u80fd\u53d1\u751f\u53cd\u8f6c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u9876\u80cc\u79bb\u53d1\u751f\u5728\u4ee5\u4e0b\u60c5\u51b5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ef7\u683c\u8d70\u52bf<\/strong>\uff1a\u4ef7\u683c\u521b\u51fa\u65b0\u7684\u9ad8\u70b9\u3002<\/li>\n\n\n\n<li><strong>MACD\u8d70\u52bf<\/strong>\uff1aMACD\u7ebf\uff08DIF\u7ebf\uff09\u672a\u80fd\u521b\u51fa\u65b0\u7684\u9ad8\u70b9\uff0c\u53cd\u800c\u51fa\u73b0\u4e0b\u8dcc\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p>\u9876\u80cc\u79bb\u7684\u5f62\u6210\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ef7\u683c\u521b\u51fa\u65b0\u9ad8<\/strong>\uff1a\u5e02\u573a\u4ef7\u683c\u7ee7\u7eed\u4e0a\u6da8\uff0c\u5e76\u7a81\u7834\u4e4b\u524d\u7684\u9ad8\u70b9\uff0c\u5f62\u6210\u65b0\u7684\u9ad8\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u4f46MACD\u5374\u5e76\u6ca1\u6709\u521b\u65b0\u9ad8<\/strong>\uff1a\u4e0e\u6b64\u540c\u65f6\uff0cMACD\u7ebf\u5e76\u672a\u968f\u4ef7\u683c\u521b\u51fa\u65b0\u9ad8\uff0c\u53cd\u800c\u5728\u4e4b\u524d\u7684\u9ad8\u70b9\u4ee5\u4e0b\u5f62\u6210\u4e00\u4e2a\u66f4\u4f4e\u7684\u9ad8\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u786e\u8ba4\u80cc\u79bb<\/strong>\uff1a\u89c2\u5bdf\u5230\u4ef7\u683c\u548cMACD\u7ebf\u8d70\u52bf\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u5373\u4ef7\u683c\u5728\u4e0a\u5347\u800cMACD\u7ebf\u5728\u4e0b\u964d\uff0c\u8fd9\u79cd\u80cc\u79bb\u73b0\u8c61\u8868\u660e\u5e02\u573a\u4e0a\u6da8\u52a8\u80fd\u53ef\u80fd\u51cf\u5f31\u3002<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<p>\u9876\u80cc\u79bb\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u9884\u8b66\u4fe1\u53f7\uff0c\u63d0\u793a\u4ea4\u6613\u8005\u5e02\u573a\u53ef\u80fd\u5373\u5c06\u53cd\u8f6c\u6216\u8fdb\u5165\u8c03\u6574\u9636\u6bb5\u3002\u5982\u679c\u4f60\u89c2\u6d4b\u5230\u4e86\u9876\u80cc\u79bb\u7684\u73b0\u8c61\uff0c\u6700\u597d\u914d\u5408\u6210\u4ea4\u91cf\u3001<a href=\"https:\/\/blog.alltick.co\/rsi-indicator\/\"><strong>RSI\u6307\u6807<\/strong><\/a>\uff0c\u548c\u5e03\u6797\u5e26\u6765\u8fdb\u4e00\u6b65\u786e\u8ba4\uff0c\u9632\u6b62\u8bef\u5224\uff0c\u5982\u679c\u6210\u4ea4\u91cf\u4e5f\u5728\u840e\u7f29\uff0c\u5e94\u8be5\u5c3d\u5feb\u79bb\u573a\u6216\u8005\u51cf\u5c11\u6301\u4ed3\u3002\u6b62\u635f\u4f4d\u53ef\u4ee5\u8bbe\u7f6e\u5728\u6700\u8fd1\u7684\u652f\u6491\u4f4d\u4e0b\u65b9\uff0c\u786e\u4fdd\u5728\u5e02\u573a\u51fa\u73b0\u5feb\u901f\u53cd\u8f6c\u65f6\u80fd\u591f\u53ca\u65f6\u6b62\u635f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.3 MACD\u5e95\u80cc\u79bb<\/strong><\/h3>\n\n\n\n<p>\u4e0e\u9876\u80cc\u79bb\u76f8\u53cd\uff0c\u5e95\u80cc\u79bb\u53d1\u751f\u5728\u5e02\u573a\u4ef7\u683c\u521b\u51fa\u65b0\u4f4e\u800cMACD\u6307\u6807\u672a\u80fd\u521b\u51fa\u65b0\u4f4e\u7684\u60c5\u51b5\u4e0b\u3002\u8fd9\u79cd\u60c5\u51b5\u8868\u660e\u5356\u65b9\u529b\u91cf\u6b63\u5728\u51cf\u5f31\uff0c\u53ef\u80fd\u4f1a\u8fce\u6765\u4ef7\u683c\u7684\u53cd\u5f39\u3002\u5e95\u80cc\u79bb\u7684\u51fa\u73b0\u901a\u5e38\u9884\u793a\u7740\u5e02\u573a\u7684\u4e0b\u8dcc\u8d8b\u52bf\u53ef\u80fd\u5373\u5c06\u7ed3\u675f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"766\" height=\"460\" src=\"https:\/\/i0.wp.com\/blog.alltick.co\/wp-content\/uploads\/2024\/05\/162932366139356.png?resize=766%2C460&#038;ssl=1\" alt=\"MACD\u9876\u5e95\u80cc\u79bb\u56fe\u89e3\" class=\"wp-image-430\" srcset=\"https:\/\/i0.wp.com\/blog.alltick.co\/zh-CN\/wp-content\/uploads\/2024\/05\/162932366139356.png?w=766&amp;ssl=1 766w, https:\/\/i0.wp.com\/blog.alltick.co\/zh-CN\/wp-content\/uploads\/2024\/05\/162932366139356.png?resize=300%2C180&amp;ssl=1 300w\" sizes=\"(max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<p>\u5e95\u80cc\u79bb\u7684\u51fa\u73b0\u901a\u5e38\u9884\u793a\u7740\u5e02\u573a\u7684\u4e0b\u8dcc\u8d8b\u52bf\u53ef\u80fd\u5373\u5c06\u7ed3\u675f\uff0c\u4ef7\u683c\u53ef\u80fd\u51fa\u73b0\u53cd\u8f6c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5982\u679c\u4f60\u89c2\u6d4b\u5230\u4ef7\u683c\u521b\u51fa\u4e86\u65b0\u4f4e\uff0c\u4f46\u4e0e\u6b64\u540c\u65f6MACD\u7ebf\u5374\u6ca1\u6709\u8fdb\u4e00\u6b65\u964d\u4f4e\uff0c\u5c31\u5e94\u8be5\u6ce8\u610f\u4e86\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u5229\u7528\u5e95\u80cc\u79bb\u4fe1\u53f7\u8fdb\u884c\u4ea4\u6613<\/strong><\/p>\n\n\n\n<p>\u5229\u7528\u5e95\u80cc\u79bb\u4fe1\u53f7\u8fdb\u884c\u4ea4\u6613\u53ef\u4ee5\u91c7\u53d6\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u786e\u8ba4\u4fe1\u53f7<\/strong>: \u9996\u5148\uff0c\u9700\u8981\u786e\u8ba4MACD\u6307\u6807\u7684\u5e95\u80cc\u79bb\u73b0\u8c61\u5df2\u7ecf\u5f62\u6210\uff0c\u5e76\u4e14\u4ef7\u683c\u8d8b\u52bf\u5df2\u7ecf\u6301\u7eed\u4e86\u4e00\u6bb5\u65f6\u95f4\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u89c2\u5bdf\u4ef7\u683c\u8d70\u52bf\u548cMACD\u6307\u6807\u7684\u53d8\u5316\u6765\u8fdb\u884c\u786e\u8ba4\u3002<\/li>\n\n\n\n<li><strong>\u786e\u8ba4\u5176\u4ed6\u6307\u6807<\/strong>: \u9664\u4e86MACD\u5e95\u80cc\u79bb\u4fe1\u53f7\u4e4b\u5916\uff0c\u6700\u597d\u7ed3\u5408\u5176\u4ed6\u6280\u672f\u6307\u6807\u6216\u4ef7\u683c\u8d70\u52bf\u6765\u8fdb\u884c\u786e\u8ba4\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u89c2\u5bdf\u662f\u5426\u6709\u6210\u4ea4\u91cf\u7684\u53d8\u5316\u4ee5\u53ca\u5176\u4ed6\u8d8b\u52bf\u6307\u6807\u7684\u652f\u6301\u3002<\/li>\n\n\n\n<li><strong>\u5236\u5b9a\u4ea4\u6613\u8ba1\u5212<\/strong>: \u4e00\u65e6\u786e\u8ba4\u4e86\u5e95\u80cc\u79bb\u4fe1\u53f7\u7684\u6709\u6548\u6027\uff0c\u5c31\u53ef\u4ee5\u5236\u5b9a\u5177\u4f53\u7684\u4ea4\u6613\u8ba1\u5212\u3002\u6839\u636e\u5e02\u573a\u60c5\u51b5\uff0c\u53ef\u4ee5\u9009\u62e9\u5efa\u7acb\u591a\u5934\u5934\u5bf8\u6216\u8005<a href=\"https:\/\/blog.alltick.co\/position-trading\/\"><strong>\u5e73\u4ed3\u7a7a\u5934\u5934\u5bf8<\/strong><\/a>\u3002<\/li>\n\n\n\n<li><strong>\u6267\u884c\u4ea4\u6613<\/strong>: \u6839\u636e\u5236\u5b9a\u7684\u8ba1\u5212\u6267\u884c\u4ea4\u6613\uff0c\u5efa\u7acb\u76f8\u5e94\u7684\u5934\u5bf8\u3002\u540c\u65f6\uff0c\u8bbe\u7f6e\u597d\u6b62\u635f\u4f4d\u4ee5\u63a7\u5236\u98ce\u9669\uff0c\u5e76\u4e14\u8bbe\u5b9a\u76ee\u6807\u4ef7\u683c\u4ee5\u83b7\u5f97\u5229\u6da6\u3002<\/li>\n\n\n\n<li><strong>\u76d1\u63a7\u5e02\u573a<\/strong>: \u4e00\u65e6\u4ea4\u6613\u6267\u884c\uff0c\u9700\u8981\u6301\u7eed\u76d1\u63a7\u5e02\u573a\u60c5\u51b5\uff0c\u7279\u522b\u662f\u5173\u6ce8\u4ef7\u683c\u8d70\u52bf\u548c\u5176\u4ed6\u6280\u672f\u6307\u6807\u662f\u5426\u652f\u6301\u539f\u6709\u7684\u4ea4\u6613\u5047\u8bbe\u3002\u6839\u636e\u5e02\u573a\u60c5\u51b5\u8c03\u6574\u6b62\u635f\u4f4d\u548c\u76ee\u6807\u4ef7\u683c\uff0c\u53ca\u65f6\u8c03\u6574\u4ea4\u6613\u7b56\u7565\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u4ee3\u7801\u793a\u4f8b<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Java\u5b9e\u73b0MACD\u4ea4\u6613\u7b56\u7565<\/strong><\/h3>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"java\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import java.util.List;\n\nclass TradeClient {\n    public static double getCurrentPrice(String symbol) {\n        \/\/ \u4f7f\u7528Alltick\u7684API\u83b7\u53d6\u8d44\u4ea7\u7684\u5b9e\u65f6\u4ef7\u683c\n        return 0.0; \/\/ \u5047\u8bbe\u8fd4\u56de\u5b9e\u65f6\u4ef7\u683c\u4e3a0.0\n    }\n}\n\npublic class MACDTradingStrategy {\n\n    \/\/ \u8ba1\u7b97EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff09\n    public static double calculateEMA(List&lt;Double> prices, int period) {\n        \/\/ \u7701\u7565EMA\u8ba1\u7b97\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u8fd9\u91cc\u7b80\u5316\u4e3a\u4f2a\u4ee3\u7801\n        return 0.0; \/\/ \u5047\u8bbe\u8fd4\u56deEMA\u503c\u4e3a0.0\n    }\n\n    \/\/ \u8ba1\u7b97MACD\u6307\u6807\n    public static double calculateMACD(List&lt;Double> prices, int shortPeriod, int longPeriod) {\n        \/\/ \u8ba1\u7b97\u77ed\u671fEMA\n        double shortEMA = calculateEMA(prices, shortPeriod);\n        \/\/ \u8ba1\u7b97\u957f\u671fEMA\n        double longEMA = calculateEMA(prices, longPeriod);\n        \/\/ \u8ba1\u7b97DIF\u7ebf\n        double dif = shortEMA - longEMA;\n        \/\/ \u8fd4\u56deDIF\u7ebf\n        return dif;\n    }\n\n    public static void main(String[] args) {\n        \/\/ \u8bbe\u7f6e\u53c2\u6570\n        int shortPeriod = 12;\n        int longPeriod = 26;\n        String symbol = \"AAPL\"; \/\/ \u5047\u8bbe\u4ea4\u6613\u7684\u80a1\u7968\u4e3a\u82f9\u679c\u516c\u53f8\uff08AAPL\uff09\n\n        \/\/ \u83b7\u53d6\u5386\u53f2\u4ef7\u683c\u6570\u636e\uff08\u5047\u8bbe\u5df2\u7ecf\u4ece\u67d0\u5904\u83b7\u53d6\u4e86\u5386\u53f2\u4ef7\u683c\u6570\u636e\u5e76\u5b58\u50a8\u5728List&lt;Double>\u4e2d\uff09\n        List&lt;Double> prices = ...; \/\/ \u5047\u8bbe\u83b7\u53d6\u5230\u4e86\u5386\u53f2\u4ef7\u683c\u6570\u636e\n\n        \/\/ \u8ba1\u7b97MACD\u6307\u6807\n        double macd = calculateMACD(prices, shortPeriod, longPeriod);\n\n        \/\/ \u83b7\u53d6\u5b9e\u65f6\u4ef7\u683c\n        double currentPrice = AlltickClient.getCurrentPrice(symbol);\n\n        \/\/ \u5224\u65ad\u4ea4\u6613\u4fe1\u53f7\n        if (macd > 0 &amp;&amp; currentPrice > 0) {\n            \/\/ MACD\u6b63\u503c\uff0c\u4e14\u5f53\u524d\u4ef7\u683c\u5927\u4e8e0\uff0c\u4ea7\u751f\u4e70\u5165\u4fe1\u53f7\n            System.out.println(\"\u4ea7\u751f\u4e70\u5165\u4fe1\u53f7\uff0c\u5f53\u524d\u4ef7\u683c\uff1a\" + currentPrice);\n            \/\/ \u5728\u6b64\u5904\u6267\u884c\u4e70\u5165\u64cd\u4f5c\n        } else if (macd &lt; 0 &amp;&amp; currentPrice > 0) {\n            \/\/ MACD\u8d1f\u503c\uff0c\u4e14\u5f53\u524d\u4ef7\u683c\u5927\u4e8e0\uff0c\u4ea7\u751f\u5356\u51fa\u4fe1\u53f7\n            System.out.println(\"\u4ea7\u751f\u5356\u51fa\u4fe1\u53f7\uff0c\u5f53\u524d\u4ef7\u683c\uff1a\" + currentPrice);\n            \/\/ \u5728\u6b64\u5904\u6267\u884c\u5356\u51fa\u64cd\u4f5c\n        } else {\n            \/\/ \u65e0\u4ea4\u6613\u4fe1\u53f7\n            System.out.println(\"\u65e0\u4ea4\u6613\u4fe1\u53f7\");\n        }\n    }\n}\n<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Python\u5b9e\u73b0MACD\u4ea4\u6613\u7b56\u7565<\/strong><\/h3>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import time\n\nclass TradeClient:\n    @staticmethod\n    def get_current_price(symbol):\n        # \u4f7f\u7528Alltick\u7684API\u83b7\u53d6\u6307\u5b9asymbol\u7684\u5b9e\u65f6\u4ef7\u683c\uff0c\u5e76\u8fd4\u56de\n        return 0.0  # \u5047\u8bbe\u8fd4\u56de\u5b9e\u65f6\u4ef7\u683c\u4e3a0.0\n\n\n# \u8ba1\u7b97EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff09\ndef calculate_ema(prices, period):\n    # \u7701\u7565EMA\u8ba1\u7b97\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u8fd9\u91cc\u7b80\u5316\u4e3a\u4f2a\u4ee3\u7801\n    return 0.0  # \u5047\u8bbe\u8fd4\u56deEMA\u503c\u4e3a0.0\n\n\n# \u8ba1\u7b97MACD\u6307\u6807\ndef calculate_macd(prices, short_period, long_period):\n    # \u8ba1\u7b97\u77ed\u671fEMA\n    short_ema = calculate_ema(prices, short_period)\n    # \u8ba1\u7b97\u957f\u671fEMA\n    long_ema = calculate_ema(prices, long_period)\n    # \u8ba1\u7b97DIF\u7ebf\n    dif = short_ema - long_ema\n    # \u8fd4\u56deDIF\u7ebf\n    return dif\n\n\ndef main():\n    # \u8bbe\u7f6e\u53c2\u6570\n    short_period = 12\n    long_period = 26\n    symbol = \"AAPL\"  # \u5047\u8bbe\u4ea4\u6613\u7684\u80a1\u7968\u4e3a\u82f9\u679c\u516c\u53f8\uff08AAPL\uff09\n\n    # \u83b7\u53d6\u5386\u53f2\u4ef7\u683c\u6570\u636e\uff08\u5047\u8bbe\u5df2\u7ecf\u4ece\u67d0\u5904\u83b7\u53d6\u4e86\u5386\u53f2\u4ef7\u683c\u6570\u636e\u5e76\u5b58\u50a8\u5728\u5217\u8868\u4e2d\uff09\n    prices = [...]  # \u5047\u8bbe\u83b7\u53d6\u5230\u4e86\u5386\u53f2\u4ef7\u683c\u6570\u636e\n\n    # \u8ba1\u7b97MACD\u6307\u6807\n    macd = calculate_macd(prices, short_period, long_period)\n\n    # \u83b7\u53d6\u5b9e\u65f6\u4ef7\u683c\n    current_price = AlltickClient.get_current_price(symbol)\n\n    # \u5224\u65ad\u4ea4\u6613\u4fe1\u53f7\n    if macd > 0 and current_price > 0:\n        # MACD\u6b63\u503c\uff0c\u4e14\u5f53\u524d\u4ef7\u683c\u5927\u4e8e0\uff0c\u4ea7\u751f\u4e70\u5165\u4fe1\u53f7\n        print(\"\u4ea7\u751f\u4e70\u5165\u4fe1\u53f7\uff0c\u5f53\u524d\u4ef7\u683c\uff1a\", current_price)\n        # \u5728\u6b64\u5904\u6267\u884c\u4e70\u5165\u64cd\u4f5c\n    elif macd &lt; 0 and current_price > 0:\n        # MACD\u8d1f\u503c\uff0c\u4e14\u5f53\u524d\u4ef7\u683c\u5927\u4e8e0\uff0c\u4ea7\u751f\u5356\u51fa\u4fe1\u53f7\n        print(\"\u4ea7\u751f\u5356\u51fa\u4fe1\u53f7\uff0c\u5f53\u524d\u4ef7\u683c\uff1a\", current_price)\n        # \u5728\u6b64\u5904\u6267\u884c\u5356\u51fa\u64cd\u4f5c\n    else:\n        # \u65e0\u4ea4\u6613\u4fe1\u53f7\n        print(\"\u65e0\u4ea4\u6613\u4fe1\u53f7\")\n\n\nif __name__ == \"__main__\":\n    while True:\n        main()\n        time.sleep(60)  # \u6bcf\u9694\u4e00\u5206\u949f\u6267\u884c\u4e00\u6b21\u4ea4\u6613\u7b56\u7565\n<\/pre>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MACD\uff08\u79fb\u52a8\u5e73\u5747\u7ebf\u6536\u655b\/\u53d1\u6563\u6307\u6807\uff09\u662f\u6280\u672f\u5206\u6790\u4e2d\u5e7f\u6cdb\u5e94\u7528\u7684\u5de5\u5177\uff0c\u5b83\u4e3b\u8981\u7528\u4e8e\u8861\u91cf\u80a1\u7968\u6216\u5176\u4ed6\u8d44\u4ea7\u4ef7\u683c\u7684\u8d8b\u52bf\u548c\u52a8\u91cf\u3002&#8230;<\/p>\n","protected":false},"author":1,"featured_media":431,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-426","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tick-data-wiki"],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/posts\/426","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/comments?post=426"}],"version-history":[{"count":8,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/posts\/426\/revisions"}],"predecessor-version":[{"id":760,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/posts\/426\/revisions\/760"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/media\/431"}],"wp:attachment":[{"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/media?parent=426"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/categories?post=426"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.alltick.co\/zh-CN\/wp-json\/wp\/v2\/tags?post=426"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}