{"id":4535,"date":"2026-07-23T07:57:00","date_gmt":"2026-07-22T23:57:00","guid":{"rendered":"https:\/\/laoyulaoyu.com\/?p=4535"},"modified":"2026-07-15T18:57:45","modified_gmt":"2026-07-15T10:57:45","slug":"ppo%e5%ae%9e%e6%b5%8b%ef%bc%9a%e5%8f%aa%e6%94%b9macd%e4%b8%80%e5%b0%8f%e6%ad%a5%ef%bc%8c%e4%b8%89%e5%b9%b4%e8%b7%91%e5%87%ba73%e7%9a%84%e6%94%b6%e7%9b%8a%ef%bc%88%e9%99%84%e5%ae%8c%e6%95%b4%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2026\/07\/23\/ppo%e5%ae%9e%e6%b5%8b%ef%bc%9a%e5%8f%aa%e6%94%b9macd%e4%b8%80%e5%b0%8f%e6%ad%a5%ef%bc%8c%e4%b8%89%e5%b9%b4%e8%b7%91%e5%87%ba73%e7%9a%84%e6%94%b6%e7%9b%8a%ef%bc%88%e9%99%84%e5%ae%8c%e6%95%b4%e4%bb%a3\/","title":{"rendered":"PPO\u5b9e\u6d4b\uff1a\u53ea\u6539MACD\u4e00\u5c0f\u6b65\uff0c\u4e09\u5e74\u8dd1\u51fa73%\u7684\u6536\u76ca\uff08\u9644\u5b8c\u6574\u4ee3\u7801\uff09"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"383\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/cover-9.png\" alt=\"\" class=\"wp-image-4536\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/cover-9.png 900w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/cover-9-300x128.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/cover-9-768x327.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6587\u4e2d\u793a\u4f8b\u4ec5\u7528\u4e8e\u6280\u672f\u8ba8\u8bba\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u64cd\u4f5c\u5efa\u8bae\u3002<br>\u91cf\u5316\u7b56\u7565\u5f00\u53d1\u5e94\u4ee5\u5b66\u4e60\u548c\u6280\u672f\u4ea4\u6d41\u4e3a\u76ee\u7684\u3002<br>\u672c\u53f7\u4e0d\u8350\u80a1\u3001\u4e0d\u5356\u8bfe\u3001\u4e0d\u627f\u8bfa\u6536\u76ca\u3002<br>\u5e02\u573a\u6709\u98ce\u9669\uff0c\u8bf7\u5408\u6cd5\u5408\u89c4\u6295\u8d44\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">\u672c\u6587\u7ea6 3800 \u5b57 | \u9884\u8ba1\u9605\u8bfb 8 \u5206\u949f<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u00b7 \u00b7 \u00b7<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u5e74\uff0c21\u7b14\u4ea4\u6613\uff0c\u8d5a\u4e867\u7b14\uff0c\u80dc\u7387\u53ea\u670933.3%\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u5927\u6982\u7387\u89c9\u5f97\u8fd9\u7b56\u7565\u4e0d\u884c\u5427\u3002\u4f46\u5b83\u4e09\u5e74\u603b\u6536\u76ca\u662f73.72%\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e0d\u662f\u4ec0\u4e48\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u4e5f\u6ca1\u7528\u5230\u60c5\u7eea\u5206\u6790\u6216\u65b0\u95fb\u6570\u636e\u3002\u5b83\u53ea\u9760\u4e00\u4e2a1990\u5e74\u4ee3\u5c31\u6709\u7684\u8001\u6307\u6807\uff1a<strong>PPO\uff0c\u767e\u5206\u6bd4\u632f\u8361\u5668\uff08Percentage Price Oscillator\uff09<\/strong>\u3002\u5b83\u662fMACD\u7684\u8868\u5144\u5f1f\uff0c\u6838\u5fc3\u903b\u8f91\u51e0\u4e4e\u6ca1\u53d8\uff0c\u53ea\u6539\u4e86\u4e00\u4e2a\u7ec6\u8282\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u51cf\u6cd5\u53d8\u6210\u4e86\u9664\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u9664\uff0c\u4ef7\u683c6\u4e07\u7684BTC\u548c6\u5757\u94b1\u7684\u5c0f\u7968\uff0c\u5c31\u53ef\u4ee5\u7528\u540c\u4e00\u5957\u53c2\u6570\u770b\u540c\u4e00\u4e2a\u6307\u6807\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u628a\u539f\u7406\u3001\u56de\u6d4b\u6570\u636e\u3001Python\u4ee3\u7801\u5168\u90e8\u62c6\u5f00\u3002\u770b\u5b8c\u4f60\u5e94\u8be5\u80fd\u5728\u81ea\u5df1\u7535\u8111\u4e0a\u8dd1\u4e00\u904d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001MACD\u7684\u4e00\u4e2a\u8001\u95ee\u9898<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u8bf4MACD\u662f\u4ec0\u4e48\u3002\u5982\u679c\u4f60\u7528\u4e86\u5f88\u591a\u5e74\uff0c\u76f4\u63a5\u8df3\u5230\u7b2c\u4e8c\u8282\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MACD\u4e0d\u590d\u6742\uff0c\u5206\u4e09\u6b65\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7b97\u4e24\u6761EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff09\uff1a\u4e00\u6761\u5feb\u7ebf\uff08\u901a\u5e3812\u5468\u671f\uff09\u3001\u4e00\u6761\u6162\u7ebf\uff08\u901a\u5e3826\u5468\u671f\uff09\uff1b<\/li>\n\n\n\n<li>\u5feb\u7ebf\u51cf\u6162\u7ebf\uff0c\u5f97\u5230MACD\u7ebf\uff08DIF\u7ebf\uff09\uff1b<\/li>\n\n\n\n<li>\u5bf9MACD\u7ebf\u518d\u505a9\u5468\u671fEMA\u5e73\u6ed1\uff0c\u5f97\u5230\u4fe1\u53f7\u7ebf\uff08DEA\u7ebf\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">MACD\u67f1\u5c31\u662f\u8fd9\u4e24\u6761\u7ebf\u7684\u5dee\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u95ee\u9898\u51fa\u5728\u7b2c2\u6b65\uff0c\u5feb\u7ebf\u51cf\u6162\u7ebf\uff0c\u5f97\u5230\u7684\u662f\u4e00\u4e2a<strong>\u7edd\u5bf9\u5dee\u503c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BTC\u5f53\u4e0b\u57286\u4e07\u7f8e\u5143\u5de6\u53f3\u6ce2\u52a8\uff0c12\u5468\u671fEMA\u548c26\u5468\u671fEMA\u7684\u5dee\u503c\uff0c\u5927\u69823000\u4e0a\u4e0b\u3002\u6362\u6210\u4e00\u53ea10\u5757\u94b1\u7684\u5c0f\u7968\uff0c\u5feb\u6162\u7ebf\u5dee\u503c\u53ef\u80fd\u53ea\u67090.3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u4e00\u4e2a\u6570\u5b573000\uff0c\u5728BTC\u8eab\u4e0a\u4ee3\u8868\u4e00\u6bb5\u4e0d\u5c0f\u7684\u52a8\u91cf\uff0c\u5728\u4e00\u53ea10\u5757\u94b1\u7684\u80a1\u7968\u8eab\u4e0a\u6839\u672c\u4e0d\u6210\u7acb\u3002\u56e0\u4e3a\u90a3\u80a1\u7968\u4e00\u6574\u5e74\u7684\u6ce2\u52a8\u53ef\u80fd\u90fd\u4e0d\u8d85\u8fc72\u5757\u94b1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u65e9\u4e9b\u5e74\u7528MACD\u505a\u591a\u54c1\u79cd\u7b5b\u9009\uff0c\u6bcf\u6362\u4e00\u4e2a\u6807\u7684\u5c31\u5f97\u624b\u52a8\u6821\u51c6\u53c2\u6570\u3001\u91cd\u65b0\u770b\u56de\u6d4b\u3001\u53cd\u590d\u8c03\u9608\u503c\u3002\u8d39\u65f6\u95f4\u4e0d\u8bf4\uff0c\u6700\u8981\u547d\u7684\u662f\u6362\u5230\u65b0\u6807\u7684\u4e0a\u6839\u672c\u6ca1\u6709\u53c2\u8003\u7cfb\uff0cMACD\u7684\u6570\u503c\u672c\u8eab\u4e0d\u542b&#8221;\u5f53\u524d\u4ef7\u683c&#8221;\u8fd9\u4e2a\u4fe1\u606f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001PPO\u53ea\u6539\u4e86\u4e00\u6b65<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PPO\u7684\u516c\u5f0f\u5199\u51fa\u6765\u5c31\u4e00\u884c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PPO = (EMA\u5feb \u2212 EMA\u6162) \u00f7 EMA\u6162 \u00d7 100<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u662f\u628aMACD\u7684\u5dee\u503c\uff0c\u9664\u4ee5\u6162\u7ebf\uff08\u5206\u6bcd\uff09\uff0c\u518d\u4e58100\u53d8\u6210\u767e\u5206\u6bd4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PPO=5 \u662f\u4ec0\u4e48\u610f\u601d\uff1f\u5feb\u7ebf\u5f53\u524d\u6bd4\u6162\u7ebf\u9ad8\u4e865%\u3002\u6807\u7684\u662f6\u4e07\u7f8e\u5143\u8fd8\u662f6\u5757\u94b1\uff0c5%\u5c31\u662f5%\uff0c\u542b\u4e49\u4e00\u81f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662fPPO\u76f8\u5bf9MACD\u552f\u4e00\u7684\u6838\u5fc3\u6539\u52a8\u3002\u4e00\u6b65\u3002\u4e5f\u662f\u5b83\u6700\u91cd\u8981\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"605\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/01-ppo-vs-macd-1024x605.png\" alt=\"\" class=\"wp-image-4537\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/01-ppo-vs-macd-1024x605.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/01-ppo-vs-macd-300x177.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/01-ppo-vs-macd-768x454.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/01-ppo-vs-macd.png 1042w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe1\uff1aPPO\u767e\u5206\u6bd4\u5f52\u4e00\u5316 vs MACD\u7edd\u5bf9\u503c\u4e0d\u53ef\u6bd4<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3e\u4e00\u4e2a\u53ef\u4ee5\u7528\u53e3\u7b97\u7684\u4f8b\u5b50\u3002\u5047\u8bbe\u67d0\u5929\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5feb\u7ebf\uff0812\u5468\u671fEMA\uff09= 68,500<\/li>\n\n\n\n<li>\u6162\u7ebf\uff0826\u5468\u671fEMA\uff09= 65,200<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b97\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">PPO = (68,500 \u2212 65,200) \u00f7 65,200 \u00d7 100= 3,300 \u00f7 65,200 \u00d7 100\u2248 5.06<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">PPO=5.06\uff0c\u8868\u793a\u77ed\u671f\u52a8\u91cf\u6bd4\u957f\u671f\u8d8b\u52bf\u9ad8\u4e86\u7ea65%\uff0c\u504f\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8fc7\u51e0\u5929\u4ef7\u683c\u8dcc\u4e86\uff0c\u5feb\u7ebf\u6389\u523064,000\uff0c\u6162\u7ebf\u8fd8\u572865,200\u9644\u8fd1\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">PPO = (64,000 \u2212 65,200) \u00f7 65,200 \u00d7 100= \u22121.84<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">PPO\u7ffb\u8d1f\u4e86\uff0c\u52a8\u91cf\u4ece\u591a\u8f6c\u7a7a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6b63\u8d1f\u5207\u6362\u7684\u70b9\uff0c\u6070\u597d\u5c31\u662fPPO\u6700\u7ecf\u5178\u7684\u7b56\u7565\u5165\u53e3\uff1a<strong>\u96f6\u7ebf\u4ea4\u53c9<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u6700\u7b80\u5355\u7684\u7b56\u7565\uff1a\u53ea\u770b\u4e00\u6761\u7ebf<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96f6\u7ebf\u4ea4\u53c9\u7684\u903b\u8f91\u53ef\u4ee5\u7528\u4e00\u53e5\u8bdd\u8bf4\u6e05\u695a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PPO\u4ece\u8d1f\u6570\u4e0a\u7a7f0\uff1a\u5feb\u7ebf\u91cd\u65b0\u8d85\u8fc7\u6162\u7ebf\uff0c\u52a8\u91cf\u7ffb\u591a\uff0c\u5f00\u591a<\/li>\n\n\n\n<li>PPO\u4ece\u6b63\u6570\u4e0b\u7a7f0\uff1a\u5feb\u7ebf\u8dcc\u7834\u6162\u7ebf\uff0c\u52a8\u91cf\u7ffb\u7a7a\uff0c\u79bb\u573a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"506\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/02-zero-cross-1024x506.png\" alt=\"\" class=\"wp-image-4538\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/02-zero-cross-1024x506.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/02-zero-cross-300x148.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/02-zero-cross-768x380.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/02-zero-cross.png 1199w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe2\uff1a\u96f6\u7ebf\u4ea4\u53c9\u4fe1\u53f7\u903b\u8f91\uff1a\u4e0a\u7a7f0\u52a8\u91cf\u7ffb\u591a\uff0c\u4e0b\u7a7f0\u52a8\u91cf\u7ffb\u7a7a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u91cc\u7528TA-Lib\u5b9e\u73b0\uff0c\u4e00\u884c\u4ee3\u7801\u5c31\u7b97\u5b8c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import talib\n\nppo = talib.PPO(close_prices, fastperiod=12, slowperiod=26, matype=0)\n\nentries = ppo > 0 \u00a0 # PPO > 0\uff0c\u52a8\u91cf\u504f\u591a\nexits \u00a0 = ppo &lt; 0 \u00a0 # PPO &lt; 0\uff0c\u52a8\u91cf\u504f\u7a7a<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u6709\u4e2a\u7ec6\u8282\u8981\u8bf4\u6e05\u695a\u3002<code>matype=0<\/code>&nbsp;\u4ee3\u8868\u7528SMA\uff08\u7b80\u5355\u79fb\u52a8\u5e73\u5747\uff09\u505a\u5e73\u6ed1\uff0c\u800c\u6559\u79d1\u4e66\u7248PPO\u9ed8\u8ba4\u7528EMA\uff08matype=1\uff09\u3002SMA\u5bf9\u8fd1\u671f\u4ef7\u683c\u53d8\u5316\u7684\u53cd\u5e94\u6bd4EMA\u66f4\u8fdf\u949d\uff0c\u6240\u4ee5\u96f6\u7ebf\u7a7f\u8d8a\u7684\u65f6\u95f4\u70b9\u4f1a\u4e0d\u4e00\u6837\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u56de\u6d4b\u8dd1\u7684\u662fmatype=0\u7248\u672c\u3002\u5982\u679c\u4f60\u6362\u6210matype=1\u8dd1\u540c\u4e00\u6bb5\u6570\u636e\uff0c\u4ea4\u53c9\u4fe1\u53f7\u4f1a\u51fa\u73b0\u5728\u4e0d\u540c\u7684\u65f6\u95f4\u70b9\uff0c\u80dc\u7387\u548c\u6536\u76ca\u6570\u5b57\u4e5f\u8ddf\u7740\u53d8\u3002\u6587\u672b\u7ed9\u4e86Colab\u94fe\u63a5\uff0c\u4f60\u53ef\u4ee5\u81ea\u5df1\u6539\u53c2\u6570\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u7528BTC\u505a\u4e09\u5e74\u56de\u6d4b<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u6d4b\u6761\u4ef6\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u9879\u76ee<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u8bbe\u7f6e<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u6807\u7684<\/td><td class=\"has-text-align-left\" data-align=\"left\">BTC-USD \u65e5\u7ebf<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u65f6\u95f4\u7a97\u53e3<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7ea63\u5e74<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u53c2\u6570<\/td><td class=\"has-text-align-left\" data-align=\"left\">fast=12, slow=26, matype=0<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u8d39\u7528<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6263\u9664\u624b\u7eed\u8d39\u548c\u6ed1\u70b9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u6570\u636e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6307\u6807<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6570\u503c<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u603b\u4ea4\u6613\u6b21\u6570<\/td><td class=\"has-text-align-left\" data-align=\"left\">21\u7b14<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u76c8\u5229\u6b21\u6570<\/td><td class=\"has-text-align-left\" data-align=\"left\">7\u7b14\uff08\u80dc\u738733.3%\uff09<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u5e73\u5747\u76c8\u5229<\/td><td class=\"has-text-align-left\" data-align=\"left\">$3,931.94<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u5e73\u5747\u4e8f\u635f<\/td><td class=\"has-text-align-left\" data-align=\"left\">$1,562.72<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u76c8\u4e8f\u6bd4<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7ea62.5:1<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u603b\u6536\u76ca<\/td><td class=\"has-text-align-left\" data-align=\"left\">73.72%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"617\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/1_8mlfjWflZGn-pvS0cZ-yQg-1024x617.png\" alt=\"\" class=\"wp-image-4539\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/1_8mlfjWflZGn-pvS0cZ-yQg-1024x617.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/1_8mlfjWflZGn-pvS0cZ-yQg-300x181.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/1_8mlfjWflZGn-pvS0cZ-yQg-768x463.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/1_8mlfjWflZGn-pvS0cZ-yQg.png 1328w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/03-backtest-results-1024x544.png\" alt=\"\" class=\"wp-image-4540\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/03-backtest-results-1024x544.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/03-backtest-results-300x159.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/03-backtest-results-768x408.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/03-backtest-results.png 1158w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe3\uff1aBTC\u4e09\u5e74\u56de\u6d4b\u6838\u5fc3\u6570\u636e<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6574\u4ea4\u6613\u65e5\u5fd7\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u5165\u573a\u65e5\u671f<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u51fa\u573a\u65e5\u671f<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5165\u573a\u5747\u4ef7<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u51fa\u573a\u5747\u4ef7<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u51c0\u76c8\u4e8f($)<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2023-09-18<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-01-20<\/td><td class=\"has-text-align-left\" data-align=\"left\">26,781<\/td><td class=\"has-text-align-left\" data-align=\"left\">41,624<\/td><td class=\"has-text-align-left\" data-align=\"left\">+5,429<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-02-05<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-03-25<\/td><td class=\"has-text-align-left\" data-align=\"left\">42,701<\/td><td class=\"has-text-align-left\" data-align=\"left\">69,889<\/td><td class=\"has-text-align-left\" data-align=\"left\">+9,674<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-04-03<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-04-15<\/td><td class=\"has-text-align-left\" data-align=\"left\">66,047<\/td><td class=\"has-text-align-left\" data-align=\"left\">63,363<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22121,221<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-05-18<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-06-16<\/td><td class=\"has-text-align-left\" data-align=\"left\">67,008<\/td><td class=\"has-text-align-left\" data-align=\"left\">66,572<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u2212348<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-07-19<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-08-06<\/td><td class=\"has-text-align-left\" data-align=\"left\">66,777<\/td><td class=\"has-text-align-left\" data-align=\"left\">55,978<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22124,026<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-08-25<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-09-05<\/td><td class=\"has-text-align-left\" data-align=\"left\">64,398<\/td><td class=\"has-text-align-left\" data-align=\"left\">56,104<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22122,709<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-09-19<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-10-09<\/td><td class=\"has-text-align-left\" data-align=\"left\">63,003<\/td><td class=\"has-text-align-left\" data-align=\"left\">60,522<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u2212815<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2024-10-17<\/td><td class=\"has-text-align-left\" data-align=\"left\">2024-12-27<\/td><td class=\"has-text-align-left\" data-align=\"left\">67,467<\/td><td class=\"has-text-align-left\" data-align=\"left\">94,071<\/td><td class=\"has-text-align-left\" data-align=\"left\">+6,351<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-01-12<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-02-06<\/td><td class=\"has-text-align-left\" data-align=\"left\">94,583<\/td><td class=\"has-text-align-left\" data-align=\"left\">96,497<\/td><td class=\"has-text-align-left\" data-align=\"left\">+279<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-03-28<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-04-06<\/td><td class=\"has-text-align-left\" data-align=\"left\">84,438<\/td><td class=\"has-text-align-left\" data-align=\"left\">78,136<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22121,918<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-04-20<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-06-06<\/td><td class=\"has-text-align-left\" data-align=\"left\">85,259<\/td><td class=\"has-text-align-left\" data-align=\"left\">104,286<\/td><td class=\"has-text-align-left\" data-align=\"left\">+4,600<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-06-17<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-06-21<\/td><td class=\"has-text-align-left\" data-align=\"left\">104,706<\/td><td class=\"has-text-align-left\" data-align=\"left\">102,155<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u2212844<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-07-03<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-08-03<\/td><td class=\"has-text-align-left\" data-align=\"left\">109,758<\/td><td class=\"has-text-align-left\" data-align=\"left\">114,103<\/td><td class=\"has-text-align-left\" data-align=\"left\">+799<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-08-14<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-08-25<\/td><td class=\"has-text-align-left\" data-align=\"left\">118,478<\/td><td class=\"has-text-align-left\" data-align=\"left\">110,014<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22122,083<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-09-13<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-09-28<\/td><td class=\"has-text-align-left\" data-align=\"left\">116,066<\/td><td class=\"has-text-align-left\" data-align=\"left\">112,011<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22121,042<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-10-05<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-10-18<\/td><td class=\"has-text-align-left\" data-align=\"left\">123,637<\/td><td class=\"has-text-align-left\" data-align=\"left\">107,091<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22123,306<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2025-12-09<\/td><td class=\"has-text-align-left\" data-align=\"left\">2025-12-18<\/td><td class=\"has-text-align-left\" data-align=\"left\">92,784<\/td><td class=\"has-text-align-left\" data-align=\"left\">85,377<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22121,766<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2026-01-05<\/td><td class=\"has-text-align-left\" data-align=\"left\">2026-01-26<\/td><td class=\"has-text-align-left\" data-align=\"left\">93,976<\/td><td class=\"has-text-align-left\" data-align=\"left\">88,179<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u22121,285<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2026-03-07<\/td><td class=\"has-text-align-left\" data-align=\"left\">2026-03-28<\/td><td class=\"has-text-align-left\" data-align=\"left\">67,340<\/td><td class=\"has-text-align-left\" data-align=\"left\">66,253<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u2212416<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2026-04-11<\/td><td class=\"has-text-align-left\" data-align=\"left\">2026-05-22<\/td><td class=\"has-text-align-left\" data-align=\"left\">73,127<\/td><td class=\"has-text-align-left\" data-align=\"left\">75,413<\/td><td class=\"has-text-align-left\" data-align=\"left\">+392<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">2026-07-11<\/td><td class=\"has-text-align-left\" data-align=\"left\">2026-07-12<\/td><td class=\"has-text-align-left\" data-align=\"left\">63,866<\/td><td class=\"has-text-align-left\" data-align=\"left\">63,758<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u221299<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5f20\u8868\u6bd4\u603b\u7ed3\u6570\u5b57\u66f4\u6709\u4fe1\u606f\u91cf\u3002\u770b\u4e24\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\uff0c\u5927\u8d62\u90fd\u5728\u8d8b\u52bf\u884c\u60c5\u91cc\u3002<\/strong>&nbsp;2024\u5e74\u521dBTC\u4ece2.6\u4e07\u62c9\u52304.1\u4e07\uff0cPPO\u7ed9\u4e86\u4e00\u4e2a\u5e72\u51c0\u7684\u591a\u5934\u4fe1\u53f7\uff0c\u8fd9\u7b14\u8d5a\u4e865,429\u3002\u7d27\u63a5\u77402\u6708\u52303\u6708\u90a3\u6ce2\u66f4\u731b\uff0c\u4ece4.2\u4e07\u62c9\u52306.9\u4e07\uff0c\u8d5a\u4e869,674\u3002\u5149\u8fd9\u4e24\u7b14\u5c31\u5360\u4e86\u603b\u5229\u6da6\u7684\u5927\u5934\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\uff0c\u4e2d\u95f4\u6709\u4e00\u6bb5\u5bc6\u96c6\u4e8f\u635f\u671f\u3002<\/strong>&nbsp;2024\u5e744\u6708\u523010\u6708\uff0c\u8fde\u7eed6\u7b14\u4e8f\u635f\u3002\u8fd9\u6bb5\u6070\u597d\u662fBTC\u6a2a\u76d8\u6574\u7406\u9636\u6bb5\uff0cPPO\u5728\u96f6\u7ebf\u9644\u8fd1\u6765\u56de\u7a7f\uff0c\u6bcf\u6b21\u89e6\u53d1\u4fe1\u53f7\u540e\u5f88\u5feb\u53c8\u53cd\u5411\u7a7f\uff0c\u4ea7\u751f\u4e00\u8fde\u4e32\u5c0f\u989d\u4e8f\u635f\u3002\u52a8\u91cf\u6307\u6807\u5728\u9707\u8361\u5e02\u91cc\u5c31\u8fd9\u4e2a\u5fb7\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u76c8\u4e8f\u4e0d\u5bf9\u79f0\u624d\u662f\u5185\u6838<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u4eba\u76ef\u7740\u80dc\u7387\u770b\u300233%\uff0c7\u80dc14\u8d1f\uff0c\u76f4\u89c9\u4e0a\u786e\u5b9e\u4e0d\u6f02\u4eae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u7b97\u4e00\u4e0b\uff1a\u5e73\u5747\u76c8\u5229$3,931.94\uff0c\u5e73\u5747\u4e8f\u635f$1,562.72\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u6b21\u8d62\u7684\u65f6\u5019\u8d5a\u7684\u94b1\u5927\u7ea6\u662f\u6bcf\u6b21\u8f93\u76842.5\u500d\u3002\u8fd9\u624d\u662f\u7b56\u7565\u6d3b\u4e0b\u6765\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"565\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/04-asymmetry-1024x565.png\" alt=\"\" class=\"wp-image-4541\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/04-asymmetry-1024x565.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/04-asymmetry-300x165.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/04-asymmetry-768x424.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/07\/04-asymmetry.png 1153w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe4\uff1a\u76c8\u4e8f\u4e0d\u5bf9\u79f0\uff1a\u5c11\u6570\u5927\u8d62\u8986\u76d6\u591a\u6570\u5c0f\u4e8f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a8\u91cf\u7b56\u7565\u7684\u5e95\u5c42\u903b\u8f91\u4e0d\u662f\u731c\u5bf9\u65b9\u5411\uff0c\u5b83\u6839\u672c\u4e0d\u5224\u65ad\u672a\u6765\u8d70\u52bf\u3002\u5b83\u505a\u7684\u4e8b\u60c5\u662f\uff1a\u8d8b\u52bf\u6765\u4e86\u5c31\u8ddf\u4f4f\uff0c\u8d8b\u52bf\u6ca1\u6765\u5c31\u6328\u6253\u3002PPO\u7684\u96f6\u7ebf\u4ea4\u53c9\u4fe1\u53f7\u672c\u8d28\u4e0a\u662f\u5e2e\u4f60<strong>\u9644\u7740\u5728\u4e00\u6bb5\u6301\u7eed\u7684\u52a8\u91cf\u4e0a<\/strong>\u3002\u8d8b\u52bf\u8d70\u4e86\u591a\u8fdc\uff0c\u4f60\u5c31\u8ddf\u4e86\u591a\u8fdc\u3002\u4e2d\u95f4\u4e0d\u5224\u65ad\u3001\u4e0d\u52a0\u4e3b\u89c2\u5e72\u9884\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9707\u8361\u5e02\u91cc\u5b83\u53cd\u590d\u4e8f\u635f\u4e0d\u662f\u9519\u8bef\uff0c\u800c\u662f\u5b83\u672c\u6765\u5c31\u4e0d\u662f\u4e3a\u9707\u8361\u5e02\u8bbe\u8ba1\u7684\u3002\u8fd9\u4e2a\u5de5\u5177\u7684\u5de5\u4f5c\u6761\u4ef6\u5c31\u662f&#8221;\u8d8b\u52bf\u5b58\u5728&#8221;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u548c\u5f88\u591a\u4eba\u7684\u76f4\u89c9\u76f8\u53cd\uff1a\u4e00\u4e2a\u597d\u7684\u7b56\u7565\u4e0d\u4e00\u5b9a\u662f\u80dc\u7387\u9ad8\u7684\u7b56\u7565\u3002\u80fd\u8ba9\u8d62\u7684\u65f6\u5019\u8d5a\u7684\u6bd4\u8f93\u7684\u65f6\u5019\u4e8f\u7684\u591a\u5f97\u591a\u7684\u7b56\u7565\uff0c\u5373\u4f7f\u8f93\u591a\u8d62\u5c11\uff0c\u4e5f\u80fd\u8dd1\u51fa\u6b63\u671f\u671b\u503c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u516d\u3001\u9002\u7528\u573a\u666f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u5408\u7684\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d8b\u52bf\u660e\u786e\u7684\u8d44\u4ea7\uff1aBTC\u8d8b\u52bf\u6bb5\u3001\u5f3a\u52bf\u677f\u5757\u4e2d\u4e2a\u80a1\u3001\u52a8\u91cf\u9a71\u52a8\u7684\u54c1\u79cd\uff1b<\/li>\n\n\n\n<li>\u4e2d\u957f\u5468\u671f\uff1a\u65e5\u7ebf\u53ca\u4ee5\u4e0a\u7ea7\u522b\uff0c\u4fe1\u53f7\u6bd4\u8f83\u5e72\u51c0\uff1b<\/li>\n\n\n\n<li>\u4f5c\u4e3a\u52a8\u91cf\u8fc7\u6ee4\u5668\uff0c\u914d\u5408\u5176\u4ed6\u6761\u4ef6\u4e00\u8d77\u7528\uff1b<\/li>\n\n\n\n<li>\u9700\u8981\u8de8\u54c1\u79cd\u6a2a\u5411\u5bf9\u6bd4\u65f6\uff0cPPO\u5929\u7136\u53ef\u8de8\u54c1\u79cd\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u9002\u5408\u7684\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a2a\u76d8\u9707\u8361\u884c\u60c5\uff1a\u96f6\u7ebf\u9644\u8fd1\u4f1a\u53cd\u590d\u89e6\u53d1\uff0c\u78e8\u635f\u4e25\u91cd\uff1b<\/li>\n\n\n\n<li>\u6781\u77ed\u5468\u671f\uff1a\u5206\u949f\u7ea7\u522b\u566a\u97f3\u592a\u5927\uff0c\u4fe1\u53f7\u5bc6\u5ea6\u8fc7\u9ad8\uff1b<\/li>\n\n\n\n<li>\u72ec\u7acb\u4f7f\u7528\uff1a\u4efb\u4f55\u5355\u4e00\u6307\u6807\u505a\u51b3\u7b56\u90fd\u6709\u98ce\u9669\uff0cPPO\u4e5f\u4e0d\u4f8b\u5916\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MACD\u5728\u8fd9\u4e9b\u573a\u666f\u4e0b\u5176\u5b9e\u4e5f\u6709\u540c\u6837\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u5e95\u5c42\u903b\u8f91\u4e00\u6837\u3002<strong>PPO\u7684\u4f18\u52bf\u53ea\u5728\u767e\u5206\u6bd4\u5f52\u4e00\u5316\u8fd9\u4e00\u4ef6\u4e8b\u4e0a<\/strong>\uff0c\u4f46\u5e95\u5b50\u8fd8\u662f\u8d8b\u52bf\u8ddf\u8e2a\u3002\u8d8b\u52bf\u4e0d\u5728\u7684\u65f6\u5019\uff0c\u4ec0\u4e48\u6307\u6807\u90fd\u625b\u4e0d\u4f4f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e03\u3001\u4ee3\u7801\u5206\u4eab<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u4eabGoogle Colab\u4e0a\u5b8c\u6574\u7684Notebook\uff0c\u5305\u542b\u6570\u636e\u62c9\u53d6\u3001PPO\u8ba1\u7b97\u3001\u4fe1\u53f7\u751f\u6210\u3001\u56de\u6d4b\u548c\u56fe\u8868\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/colab.research.google.com\/drive\/1jMXV5nwRsWDbmouyaaPxm8tJjcaM8oRU\">https:\/\/colab.research.google.com\/drive\/1jMXV5nwRsWDbmouyaaPxm8tJjcaM8oRU<\/a><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u81ea\u5df1\u6539\u7684\u8bdd\uff0c\u6362ticker\u3001\u8c03fast\/slow\u5468\u671f\u3001\u6216\u8005matype\u5207\u52301\u8dd1EMA\u7248\u672c\u5bf9\u6bd4\uff0c\u7ed3\u679c\u4f1a\u4e0d\u4e00\u6837\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u5355\u9760\u8fd9\u4e00\u4e2a\u6307\u6807\u4e0d\u53ef\u80fd\u7a33\u5b9a\u76c8\u5229\u3002\u4f46PPO\u4f5c\u4e3a\u4e00\u4e2a\u52a8\u91cf\u6e29\u5ea6\u8ba1\u662f\u5408\u683c\u7684\u3002\u767e\u5206\u6bd4\u5f52\u4e00\u5316\u8fd9\u4e00\u6b65\uff0c\u8ba9\u5b83\u6bd4MACD\u66f4\u9002\u5408\u505a\u591a\u54c1\u79cd\u3001\u591a\u65f6\u95f4\u6846\u67b6\u7684\u7cfb\u7edf\u5316\u7b56\u7565\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u89c4\u5219\u9632\u4e0d\u4e86\u9ed1\u5929\u9e45\uff0c\u4f46\u590d\u6742\u89c4\u5219\u5e38\u5e38\u9a97\u4e86\u81ea\u5df1\u3002PPO\u7684\u7b80\u5355\u7a0b\u5ea6\uff0c\u6070\u597d\u662f\u5b83\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><a>#PPO\u6307\u6807<\/a>&nbsp;<a>#MACD<\/a>&nbsp;<a>#\u767e\u5206\u6bd4\u632f\u8361\u5668<\/a>&nbsp;<a>#\u91cf\u5316\u56de\u6d4b<\/a>&nbsp;<a>#\u52a8\u91cf\u7b56\u7565<\/a>&nbsp;<a>#\u6280\u672f\u6307\u6807<\/a>&nbsp;<a>#\u6bd4\u7279\u5e01\u56de\u6d4b<\/a>&nbsp;<a>#\u8de8\u54c1\u79cd\u6bd4\u5bf9<\/a>&nbsp;<a>#\u4f4e\u80dc\u7387\u9ad8\u8d54\u7387<\/a>&nbsp;<a>#TA<\/a>-Lib&nbsp;<a>#\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2026\/07\/23\/ppo%e5%ae%9e%e6%b5%8b%ef%bc%9a%e5%8f%aa%e6%94%b9macd%e4%b8%80%e5%b0%8f%e6%ad%a5%ef%bc%8c%e4%b8%89%e5%b9%b4%e8%b7%91%e5%87%ba73%e7%9a%84%e6%94%b6%e7%9b%8a%ef%bc%88%e9%99%84%e5%ae%8c%e6%95%b4%e4%bb%a3\/\">Continue reading<span class=\"screen-reader-text\">PPO\u5b9e\u6d4b\uff1a\u53ea\u6539MACD\u4e00\u5c0f\u6b65\uff0c\u4e09\u5e74\u8dd1\u51fa73%\u7684\u6536\u76ca\uff08\u9644\u5b8c\u6574\u4ee3\u7801\uff09<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[17,4,5,6],"class_list":["post-4535","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","tag-6","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/4535","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=4535"}],"version-history":[{"count":1,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/4535\/revisions"}],"predecessor-version":[{"id":4542,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/4535\/revisions\/4542"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=4535"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=4535"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=4535"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}