{"id":4239,"date":"2026-06-11T07:14:00","date_gmt":"2026-06-10T23:14:00","guid":{"rendered":"https:\/\/laoyulaoyu.com\/?p=4239"},"modified":"2026-06-07T23:18:31","modified_gmt":"2026-06-07T15:18:31","slug":"%e6%b7%b1%e5%a4%9c%e5%88%b7%e5%88%b0%e4%b8%aa%e5%86%b7%e9%97%a8%e6%8c%87%e6%a0%87%ef%bc%8c%e6%88%91%e6%8a%8a%e5%ae%83%e6%94%b9%e6%88%90%e4%ba%86python%e7%ad%96%e7%95%a5","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2026\/06\/11\/%e6%b7%b1%e5%a4%9c%e5%88%b7%e5%88%b0%e4%b8%aa%e5%86%b7%e9%97%a8%e6%8c%87%e6%a0%87%ef%bc%8c%e6%88%91%e6%8a%8a%e5%ae%83%e6%94%b9%e6%88%90%e4%ba%86python%e7%ad%96%e7%95%a5\/","title":{"rendered":"\u6df1\u591c\u5237\u5230\u4e2a\u51b7\u95e8\u6307\u6807\uff0c\u6211\u628a\u5b83\u6539\u6210\u4e86Python\u7b56\u7565"},"content":{"rendered":"\n

\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n

\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>\n\n\n\n
\n
\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u6df1\u591c\u5728TradingView\u5237\u5230\u4e00\u4e2a\u57fa\u4e8e\u6548\u7387\u6bd4\u7387\u7684\u76f8\u4f4d\u5dee\u8ddd\u6307\u6807<\/mark>\u3002\u6211\u628a\u5b83\u4ecePine Script\u5b8c\u6574\u8f6c\u6210Python\uff0c\u4fe1\u53f7\u4e0d\u591a\uff0c\u4f46\u7ed3\u6784\u6e05\u6670\uff0c\u6211\u8fd8\u5728\u4e00\u53ea\u968f\u673a\u80a1\u7968\u4e0a\u56de\u6d4b\u4e8620\u5e74\u8fd9\u4e2a\u7b56\u7565\uff0c\u8fd9\u7bc7\u6587\u7ae0\u5c31\u662f\u628a\u5168\u8fc7\u7a0b\u644a\u5f00\u7ed9\u4f60\u770b\u3002<\/pre>\n<\/blockquote>\n\n\n\n
\u665a\u4e0a\u6211\u4e60\u60ef\u6027\u5730\u6253\u5f00TradingView\uff0c\u5728\u516c\u5f00\u6307\u6807\u5e93\u91cc\u6f2b\u65e0\u76ee\u7684\u5730\u7ffb\u7740\u3002\u8bf4\u5b9e\u8bdd\uff0c\u5927\u90e8\u5206\u6307\u6807\u6211\u90fd\u61d2\u5f97\u591a\u770b\u4e00\u773c\uff1a\u6362\u4e2a\u540d\u5b57\u7684RSI\u4ea4\u53c9\u3001\u6d82\u4e86\u5c42\u8367\u5149\u6f06\u7684MACD\u514b\u9686\u3001\u6216\u8005\u628a\u5747\u7ebf\u5305\u88c5\u6210”\u667a\u80fd\u8d8b\u52bf\u7cfb\u7edf”\u7684\u8001\u628a\u620f\u3002\u8fd9\u4e9b\u4e1c\u897f\u5c31\u50cf\u4fbf\u5229\u5e97\u7684\u5173\u4e1c\u716e\uff0c\u770b\u7740\u70ed\u95f9\uff0c\u5403\u4e0b\u53bb\u5168\u662f\u6dc0\u7c89\u3002<\/p>\n\n\n\n
\u7136\u540e\u6211\u770b\u5230\u4e86\u5b83\u3002<\/p>\n\n\n\n
\u4e00\u4e2a\u53eb\u505aPhase Exhaustion Reversal<\/strong>\u7684\u6307\u6807\uff0c\u4f5c\u8005\u662fBullByte\u3002\u63cf\u8ff0\u5f88\u77ed\uff0c\u4f46\u8ba9\u6211\u505c\u4e86\u4e0b\u6765\uff1a<\/p>\n\n\n\n
\n
\u5f53\u77ed\u671f\u65b9\u5411\u6548\u7387\u5927\u5e45\u504f\u79bb\u4e2d\u671f\u6548\u7387\u57fa\u7ebf\u65f6\uff0c\u8fd9\u79cd\u504f\u79bb\u4ee3\u8868\u4e86\u96c6\u4e2d\u7684\u3001\u77ac\u65f6\u7684\u80fd\u91cf\u3002\u8fd9\u79cd\u80fd\u91cf\u5f80\u5f80\u4f1a\u8017\u5c3d\u81ea\u8eab\uff0c\u5e76\u4e0e\u66f4\u5e7f\u6cdb\u7684\u7ed3\u6784\u68af\u5ea6\u91cd\u65b0\u8fde\u63a5\u3002<\/p>\n<\/blockquote>\n\n\n\n
\u6211\u8bfb\u4e86\u4e09\u904d\u3002\u7136\u540e\u76f4\u63a5\u70b9\u5f00\u4e86\u6e90\u7801\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u4e00\u3001\u8fd9\u4e2a\u6307\u6807\u4e0d\u95ee\u6da8\u8dcc\uff0c\u53ea\u95ee”\u6548\u7387”<\/strong><\/h2>\n\n\n\n
\u7edd\u5927\u591a\u6570\u6280\u672f\u6307\u6807\u90fd\u5728\u95ee\u540c\u4e00\u4e2a\u95ee\u9898\uff1a\u4ef7\u683c\u662f\u6da8\u8fd8\u662f\u8dcc\uff1f<\/em><\/p>\n\n\n\n
\u4f46\u8fd9\u4e2a\u6307\u6807\u95ee\u7684\u662f\uff1a\u4ef7\u683c\u79fb\u52a8\u5f97\u6709\u591a”\u9ad8\u6548”\uff1f<\/em><\/p>\n\n\n\n
\u8fd9\u5c31\u597d\u6bd4\u4f60\u4ece\u5317\u4eac\u5f00\u8f66\u53bb\u4e0a\u6d77\u3002\u76f4\u7ebf\u8ddd\u79bb\u662f1200\u516c\u91cc\uff0c\u8fd9\u662f\u4f60\u7684”\u8fd0\u8f93\u8ddd\u79bb”\u3002\u4f46\u5982\u679c\u4f60\u5b9e\u9645\u5f00\u4e861800\u516c\u91cc\uff0c\u56e0\u4e3a\u7ed5\u8def\u3001\u5835\u8f66\u3001\u8d70\u9519\u51fa\u53e3\uff0c\u591a\u51fa\u6765\u7684600\u516c\u91cc\u5c31\u662f\u4f60\u7684”\u80fd\u91cf\u6d88\u8017”\u3002\u8fd0\u8f93\u8ddd\u79bb\u9664\u4ee5\u80fd\u91cf\u6d88\u8017\uff0c\u5c31\u662f\u4f60\u7684\u6548\u7387\u6bd4\u7387<\/strong>\u3002<\/p>\n\n\n\n
\u8fd9\u4e2a\u6982\u5ff5\u6765\u81eaPerry Kaufman\u7684\u9002\u5e94\u6027\u79fb\u52a8\u5e73\u5747\u7ebf\u7814\u7a76\u3002\u7b80\u5355\uff0c\u4f46\u6df1\u523b\u3002<\/p>\n\n\n\n
\u6548\u7387\u503c<\/strong><\/th>\u542b\u4e49<\/strong><\/th>\u5e02\u573a\u72b6\u6001<\/strong><\/th><\/tr>
\u63a5\u8fd1 +1.0<\/td>\u4ef7\u683c\u51e0\u4e4e\u76f4\u7ebf\u5411\u4e0a<\/td>\u5e72\u51c0\u7684\u65b9\u5411\u6027\u8fd0\u52a8<\/td><\/tr>
\u63a5\u8fd1 -1.0<\/td>\u4ef7\u683c\u51e0\u4e4e\u76f4\u7ebf\u5411\u4e0b<\/td>\u5e72\u51c0\u7684\u65b9\u5411\u6027\u8fd0\u52a8<\/td><\/tr>
\u63a5\u8fd1 0.0<\/td>\u6765\u56de\u6298\u817e\uff0c\u51c0\u4f4d\u79fb\u5f88\u5c0f<\/td>\u9707\u8361\/\u566a\u97f3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
BullByte\u7684\u771f\u6b63\u6d1e\u5bdf\u5728\u4e8e\uff1a\u540c\u65f6\u7b97\u4e24\u4e2a\u65f6\u95f4\u7a97\u53e3\u7684\u6548\u7387<\/strong>\u3002\u4e00\u4e2a\u662f\u77ed\u671f\uff087\u6839K\u7ebf\uff09\uff0c\u4e00\u4e2a\u662f\u4e2d\u671f\uff0824\u6839K\u7ebf\uff09\uff0c\u7136\u540e\u770b\u5b83\u4eec\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n
\u4ed6\u628a\u8fd9\u4e2a\u5dee\u8ddd\u53eb\u505a\u76f8\u4f4d\u5dee\u8ddd<\/strong>\u3002<\/p>\n\n\n\n
\u60f3\u8c61\u4e00\u4e0b\uff1a\u77ed\u671f\u7a97\u53e3\u50cf\u662f\u4e00\u8f86\u8dd1\u8f66\u5728\u98d9\u9ad8\u901f\uff0c\u4e2d\u671f\u7a97\u53e3\u50cf\u662f\u6574\u6761\u9ad8\u901f\u516c\u8def\u7684\u5e73\u5747\u8f66\u901f\u3002\u5982\u679c\u8dd1\u8f66\u7a81\u7136\u98d9\u5230180\uff0c\u4f46\u5e73\u5747\u8f66\u901f\u53ea\u670980\uff0c\u8fd9\u4e2a\u5dee\u8ddd\u5c31\u662f\u5728\u544a\u8bc9\u4f60\uff1a\u8fd9\u8f86\u8f66\u8fdf\u65e9\u8981\u51cf\u901f\uff0c\u56de\u5230\u8f66\u6d41\u91cc\u3002<\/p>\n\n\n\n
\u4fe1\u53f7\u5c31\u5728\u8fd9\u4e2a”\u51cf\u901f\u56de\u5f52”\u7684\u8fc7\u7a0b\u4e2d\u89e6\u53d1\u3002\u4e0d\u662f\u8ffd\u8d8b\u52bf\uff0c\u800c\u662f\u7b49\u8d8b\u52bf\u8dd1\u7d2f\u4e86\uff0c\u7136\u540e\u987a\u7740\u5927\u7ed3\u6784\u7684\u65b9\u5411\u4ecb\u5165\u3002<\/p>\n\n\n\n
\n
\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a<\/strong>\u8fd9\u4e2a\u6307\u6807\u4e0d\u8ffd\u70ed\u70b9\uff0c\u5b83\u7b49\u70ed\u70b9\u81ea\u5df1\u51b7\u9759\u4e0b\u6765\u3002<\/p>\n<\/blockquote>\n\n\n\n
\u4e8c\u3001\u4ecePine Script\u5230Python\uff1a\u8e29\u8fc7\u7684\u5751<\/strong><\/h2>\n\n\n\n
\u770b\u5b8c\u6e90\u7801\uff0c\u6211\u7684\u7b2c\u4e00\u53cd\u5e94\u5c31\u662f\uff1a\u8f6cPython\u3002<\/p>\n\n\n\n
\u4f5c\u4e3a\u4e60\u60ef\uff0c\u6211\u7ecf\u5e38\u628aTradingView\u4e0a\u7684\u6307\u6807\u8f6c\u6210Python\uff0c\u7528vectorbt\u8dd1\u4e00\u904d\uff0c\u770b\u770b\u5b83\u4eec\u5728\u5168\u5e02\u573a\u5386\u53f2\u6570\u636e\u91cc\u5230\u5e95\u8868\u73b0\u5982\u4f55\u3002\u4f46\u8fd9\u6b21\u8f6c\u6362\u6bd4\u6211\u60f3\u8c61\u7684\u8981\u9ebb\u70e6\u3002<\/p>\n\n\n\n
2.1 \u72b6\u6001\u673a\u7684\u5669\u68a6<\/strong><\/h3>\n\n\n\n
\u539f\u7248Pine Script\u91cc\u6709\u4e00\u5806var<\/code>\u53d8\u91cf\uff0c\u5b83\u4eec\u4f1a\u5728K\u7ebf\u4e4b\u95f4\u4fdd\u6301\u72b6\u6001\u3002\u72b6\u6001\u673a\u3001\u51b7\u5374\u8ba1\u6570\u5668\u3001\u5f85\u5904\u7406\u8fdb\u5165\u903b\u8f91\u3001\u53cc\u76ee\u6807\u98ce\u9669\u5f15\u64ce\u3001\u57fa\u4e8e\u6ce2\u52a8\u7684\u6b62\u635f\uff0c\u8fd9\u4e9b\u4e1c\u897f\u5728Pine\u91cc\u5199\u5f97\u5f88\u4f18\u96c5\uff0c\u56e0\u4e3aPine\u5929\u7136\u5c31\u662f\u9010\u6839K\u7ebf\u6267\u884c\u7684\u3002<\/p>\n\n\n\n
\u4f46Python\u4e0d\u4e00\u6837\u3002\u5982\u679c\u4f60\u8d2a\u56fe\u65b9\u4fbf\u7528numpy\u5411\u91cf\u5316\uff0c\u5f88\u5bb9\u6613\u4e0d\u5c0f\u5fc3\u770b\u5230\u672a\u6765\u7684\u6570\u636e<\/strong>\u3002\u8fd9\u5728\u91cf\u5316\u56de\u6d4b\u91cc\u662f\u5927\u5fcc\uff0c\u6211\u7ba1\u5b83\u53eb”\u5f00\u7740\u5929\u773c\u505a\u4ea4\u6613”\u3002<\/p>\n\n\n\n
\u6240\u4ee5\u6211\u53ea\u80fd\u7528\u7eafPython\u5199\u4e00\u4e2a\u524d\u5411\u5faa\u73af\uff0c\u4e00\u6839\u4e00\u6839K\u7ebf\u5730\u5904\u7406\u3002\u6162\u662f\u6162\u4e86\u70b9\uff0c\u4f46\u5e72\u51c0\u3002<\/p>\n\n\n\n
2.2 \u524d\u77bb\u504f\u5dee\u7684\u9632\u706b\u5899<\/strong><\/h3>\n\n\n\n
\u4e3a\u4e86\u907f\u514d\u524d\u77bb\u504f\u5dee\uff0c\u6211\u8bbe\u4e86\u4e00\u6761\u94c1\u5f8b\uff1a<\/p>\n\n\n\n
\n
\u4fe1\u53f7\u5728\u7b2cN\u6839K\u7ebf\u6536\u76d8\u65f6\u786e\u8ba4\uff0c\u5728\u7b2cN+1\u6839K\u7ebf\u5f00\u76d8\u65f6\u6267\u884c\u3002<\/strong><\/p>\n\n\n\n
\u5177\u4f53\u5b9e\u73b0\uff1a\u5728\u4f20\u5165vectorbt\u4e4b\u524d\u5bf9\u4fe1\u53f7\u505ashift(1)<\/code>\u64cd\u4f5c\uff0c\u786e\u4fdd\u6267\u884c\u4ef7\u683c\u7528\u7684\u662fdf[\"Open\"]<\/code>\u2014\u2014\u4e5f\u5c31\u662f\u7b2c\u4e8c\u5929\u65e9\u4e0a\u4f60\u771f\u6b63\u80fd\u6210\u4ea4\u7684\u4ef7\u683c\u3002<\/p>\n<\/blockquote>\n\n\n\n
regime\u5206\u7c7b\u5668\u3001\u76f8\u4f4d\u5dee\u8ddd\u6807\u51c6\u5316\u3001\u5cf0\u503c\u6d88\u9000\u72b6\u6001\u673a,\u6240\u6709\u8fd9\u4e9b\u90fd\u5728\u5386\u53f2\u6570\u636e\u4e0a\u9010\u6839K\u7ebf\u8fd0\u884c\u3002Pine\u91cc\u7684ta.highest<\/code>\u5728Python\u91cc\u53d8\u6210pd.Series.rolling(peak_window).max()<\/code>\uff0c\u4e5f\u662f\u7eaf\u7cb9\u7684\u540e\u89c6\u8ba1\u7b97\uff0c\u6ca1\u6709\u95ee\u9898\u3002<\/p>\n\n\n\n
2.3 \u6838\u5fc3\u4ee3\u7801\u7247\u6bb5<\/strong><\/h3>\n\n\n\n
\u4e0b\u9762\u662f\u6548\u7387\u6bd4\u7387\u548c\u76f8\u4f4d\u5dee\u8ddd\u7684\u6838\u5fc3\u8ba1\u7b97\u903b\u8f91\uff1a<\/p>\n\n\n\n
# \u8003\u592b\u66fc\u6548\u7387\u6bd4\u7387\u8ba1\u7b97<\/code>def calculate_efficiency_ratio(close_prices, window):<\/code>    \"\"\"\u8ba1\u7b97\u6548\u7387\u6bd4\u7387: \u51c0\u4f4d\u79fb \/ \u603b\u8def\u5f84\u957f\u5ea6\"\"\"<\/code>    net_change = close_prices.diff(window).abs()<\/code>    total_change = close_prices.diff().abs().rolling(window).sum()<\/code>    efficiency = net_change \/ total_change<\/code>    return efficiency.fillna(0)<\/code><\/code># \u76f8\u4f4d\u5dee\u8ddd = \u77ed\u671f\u6548\u7387 - \u4e2d\u671f\u6548\u7387<\/code>def calculate_phase_gap(close_prices, short=7, medium=24):<\/code>    short_eff = calculate_efficiency_ratio(close_prices, short)<\/code>    medium_eff = calculate_efficiency_ratio(close_prices, medium)<\/code>    phase_gap = short_eff - medium_eff<\/code>    return phase_gap<\/code><\/code><\/pre>\n\n\n\n
\u770b\u8d77\u6765\u7b80\u5355\uff0c\u5bf9\u5427\uff1f\u4f46\u771f\u6b63\u7684\u590d\u6742\u5ea6\u5728\u4fe1\u53f7\u751f\u6210\u548c\u98ce\u9669\u7ba1\u7406\u6a21\u5757\u91cc\u3002\u90a3\u4e9b\u6d89\u53ca\u72b6\u6001\u8f6c\u6362\u548c\u591a\u91cd\u6761\u4ef6\u7684\u903b\u8f91\uff0c\u7528\u5411\u91cf\u5316\u662f\u5f88\u96be\u6b63\u786e\u5b9e\u73b0\u7684\uff0c\u5fc5\u987b\u9010\u6839\u5904\u7406\u3002<\/p>\n\n\n\n
\u4e09\u3001\u56de\u6d4b\u7ed3\u679c\uff1a\u4e00\u53ea\u968f\u673a\u80a1\u7968\u768420\u5e74<\/strong><\/h2>\n\n\n\n
\u4ee3\u7801\u8dd1\u901a\u540e\uff0c\u6211\u6ca1\u6709\u5148\u8dd1\u6574\u4e2a\u80a1\u7968\u6c60\uff0c\u800c\u662f\u6311\u4e86\u4e00\u53ea\u968f\u673a\u80a1\u7968\u6765\u9a8c\u8bc1\uff1aKoppers Holdings\uff08KOP\uff09<\/strong>\u3002<\/p>\n\n\n\n
\u4e3a\u4ec0\u4e48\u9009\u5b83\uff1f\u56e0\u4e3a\u5b83\u8db3\u591f\u666e\u901a\u3002\u4e0d\u662f\u79d1\u6280\u5de8\u5934\uff0c\u4e0d\u662f\u70ed\u95e8\u677f\u5757\uff0c\u5c31\u662f\u4e00\u5bb6\u505a\u6728\u6750\u9632\u8150\u548c\u6ca5\u9752\u6750\u6599\u7684\u5de5\u4e1a\u516c\u53f8\u3002\u5982\u679c\u7b56\u7565\u5728\u8fd9\u79cd”\u65e0\u804a”\u7684\u80a1\u7968\u4e0a\u90fd\u80fd\u5de5\u4f5c\uff0c\u90a3\u8bf4\u660e\u903b\u8f91\u662f\u624e\u5b9e\u7684\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
3.1 \u57fa\u672c\u6570\u636e<\/strong><\/h3>\n\n\n\n
\u6307\u6807<\/strong><\/th>\u6570\u503c<\/strong><\/th>\u8bf4\u660e<\/strong><\/th><\/tr>
\u56de\u6d4b\u65f6\u95f4<\/td>2006 – 2026<\/td>\u7ea620\u5e74\u5b8c\u6574\u5386\u53f2<\/td><\/tr>
\u603b\u4ea4\u6613\u6b21\u6570<\/td>48\u6b21<\/td>\u5e74\u57472.4\u6b21<\/td><\/tr>
\u5e73\u5747\u76c8\u5229\u6301\u4ed3<\/td>41\u5929<\/td>\u8ba9\u5229\u6da6\u5954\u8dd1<\/td><\/tr>
\u5e73\u5747\u4e8f\u635f\u6301\u4ed3<\/td>24\u5929<\/td>\u5feb\u901f\u622a\u65ad\u4e8f\u635f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u8fd9\u4e2a\u7b56\u7565\u4e0d\u662f\u90a3\u79cd\u5929\u5929\u6298\u817e\u7684\u9ad8\u9891\u9009\u624b\u3002\u5b83\u5f88\u8010\u5fc3\uff0c\u50cf\u5b88\u682a\u5f85\u5154\u7684\u730e\u4eba\uff0c\u53ea\u6709\u7b49\u76f8\u4f4d\u5dee\u8ddd\u62c9\u4f38\u5230\u8db3\u591f\u7a0b\u5ea6\u3001\u80fd\u91cf\u7206\u53d1\u5f00\u59cb\u6d88\u9000\u65f6\uff0c\u624d\u4f1a\u6263\u52a8\u6273\u673a\u3002<\/p>\n\n\n\n
3.2 \u7ee9\u6548\u5bf9\u6bd4<\/strong><\/h3>\n\n\n\n
\u4e0b\u9762\u662f\u7b56\u7565\u4e0e\u4e70\u5165\u6301\u6709\u7b56\u7565\u7684\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n
\u5bf9\u6bd4\u9879<\/strong><\/th>\u4e70\u5165\u6301\u6709<\/strong><\/th>\u76f8\u4f4d\u5dee\u8ddd\u7b56\u7565<\/strong><\/th><\/tr>
\u603b\u6536\u76ca\u7387<\/td>280%<\/td>795%<\/td><\/tr>
\u76c8\u5229\u56e0\u5b50<\/td>–<\/td>2.17<\/td><\/tr>
\u5e73\u5747\u76c8\u5229<\/td>–<\/td>+17.4%<\/td><\/tr>
\u5e73\u5747\u4e8f\u635f<\/td>–<\/td>-7.6%<\/td><\/tr>
\u4fe1\u53f7\u9891\u7387<\/td>\u6301\u7eed\u6301\u4ed3<\/td>\u6781\u4f4e\u9891<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u76c8\u5229\u56e0\u5b502.17\u610f\u5473\u7740\u6bcf\u4e8f1\u5757\u94b1\uff0c\u80fd\u8d5a\u56de2.17\u5757\u3002\u8fd9\u79cd\u76c8\u4e8f\u4e0d\u5bf9\u79f0\u6027\u624d\u662f\u7b56\u7565\u771f\u6b63\u7684\u7ed3\u6784\u6027\u4f18\u52bf\uff1a\u4e8f\u7684\u65f6\u5019\u8ba4\u683d\u8dd1\u5f97\u5feb\uff0c\u8d5a\u7684\u65f6\u5019\u8ba9\u8d8b\u52bf\u5e26\u4f60\u98de\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u6743\u76ca\u66f2\u7ebf\u7684\u4e09\u6bb5\u6545\u4e8b\uff1a<\/strong>\u65e9\u671f\u76f8\u5bf9\u5e73\u5766\uff08\u5e02\u573a\u5728\u627e\u65b9\u5411\uff09\uff0c2015\u5e74\u540e\u5f00\u59cb\u52a0\u901f\uff08KOP\u7684\u8d8b\u52bf\u53d8\u6e05\u6670\u4e86\uff09\uff0c2025\u5e74\u5de5\u4e1a\u80a1\u666e\u8dcc\u65f6\u7b56\u7565\u4ecd\u63a5\u8fd1\u5386\u53f2\u9ad8\u70b9\u3002\u8fd9\u79cd”\u9636\u68af\u5f0f”\u7684\u589e\u957f\u66f2\u7ebf\uff0c\u6b63\u662f\u4f4e\u9891\u9ad8\u8d28\u91cf\u7b56\u7565\u7684\u5178\u578b\u7279\u5f81\u3002<\/p>\n\n\n\n
\u56db\u3001\u9690\u85cf\u4eae\u70b9\uff1a\u5e02\u573a\u72b6\u6001\u8fc7\u6ee4\u5668<\/strong><\/h2>\n\n\n\n
\u5f88\u591a\u4eba\u770b\u8fd9\u4e2a\u6307\u6807\u65f6\uff0c\u5bb9\u6613\u5ffd\u7565\u4e00\u4e2a\u5173\u952e\u70b9\uff1a\u5b83\u4e0d\u662f\u5728\u6240\u6709\u5e02\u573a\u6761\u4ef6\u4e0b\u90fd\u4f1a\u51fa\u4fe1\u53f7\u7684<\/strong>\u3002<\/p>\n\n\n\n
regime\u5206\u7c7b\u5668\uff08\u5e02\u573a\u72b6\u6001\u5206\u7c7b\u5668\uff09\u50cf\u4e00\u9053\u95e8\u7981\uff0c\u51b3\u5b9a\u4ec0\u4e48\u65f6\u5019\u8ba9\u4fe1\u53f7\u901a\u8fc7\u3002\u4e2d\u671f\u6548\u7387\u544a\u8bc9\u4f60\u73b0\u5728\u662f\u4ec0\u4e48\u6837\u7684\u5e02\u573a\u73af\u5883\uff1a<\/p>\n\n\n\n
\u72b6\u6001<\/strong><\/th>\u4e2d\u671f\u6548\u7387\u7279\u5f81<\/strong><\/th>\u7b56\u7565\u884c\u4e3a<\/strong><\/th><\/tr>
\u6269\u5c55\u72b6\u6001<\/td>\u6548\u7387\u9ad8\uff0c\u7ed3\u6784\u8d8b\u52bf\u6e05\u6670<\/td>\u9608\u503c\u653e\u5bbd\uff0c\u5141\u8bb8\u66f4\u591a\u4fe1\u53f7<\/td><\/tr>
\u538b\u7f29\u72b6\u6001<\/td>\u6548\u7387\u4f4e\uff0c\u5e02\u573a\u5168\u662f\u566a\u97f3<\/td>\u9608\u503c\u6536\u7d27\uff0c\u51cf\u5c11\u4fe1\u53f7<\/td><\/tr>
\u8fc7\u6e21\u72b6\u6001<\/td>\u76f8\u4f4d\u5dee\u8ddd\u5927\u5e45\u62c9\u4f38<\/td>\u4e2d\u7b49\u9608\u503c\uff0c\u8c28\u614e\u53c2\u4e0e<\/td><\/tr>
\u4e2d\u6027\u72b6\u6001<\/td>\u4e0d\u6ee1\u8db3\u4efb\u4f55\u6761\u4ef6<\/td>\u5b8c\u5168\u9759\u9ed8\uff0c\u4e0d\u51fa\u4fe1\u53f7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u5728KOP\u7684\u56fe\u8868\u4e0a\uff0c\u8fd9\u4e9b\u72b6\u6001\u4f1a\u4ee5\u80cc\u666f\u8272\u5e26\u7684\u5f62\u5f0f\u663e\u793a\u5728\u4ef7\u683c\u9762\u677f\u4e0b\u65b9\u3002\u4f60\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u5230\uff0c\u5728\u90a3\u4e9b\u4e71\u4e03\u516b\u7cdf\u7684\u76d8\u6574\u5e74\u4efd\u91cc\uff0c\u7b56\u7565\u662f”\u9ed1\u5c4f”\u7684\uff08\u4e2d\u6027\u72b6\u6001\uff09\uff0c\u800c\u4e00\u65e6\u8d8b\u52bf\u5f00\u59cb\u53d1\u5c55\uff0c\u5b83\u5c31\u4eae\u8d77\u706f\u6765\uff08\u6269\u5c55\/\u8fc7\u6e21\u72b6\u6001\uff09\u3002<\/p>\n\n\n\n
\u8fd9\u79cd\u9009\u62e9\u6027\uff0c\u662f\u4e3a\u4ec0\u4e48\u5b83\u53ea\u670948\u6b21\u4ea4\u6613\uff0c\u5374\u80fd\u628a\u80dc\u7387\u7ef4\u6301\u572850%\u4ee5\u4e0a\u7684\u91cd\u8981\u539f\u56e0\u3002<\/p>\n\n\n\n
\u4e94\u3001\u7ed9\u4f60\u7684\u4e09\u4e2a\u5b9e\u6218\u5efa\u8bae<\/strong><\/h2>\n\n\n\n
\u5982\u679c\u4f60\u4e5f\u60f3\u5c1d\u8bd5\u7c7b\u4f3c\u7684\u6307\u6807\u5f00\u53d1\u6216\u7b56\u7565\u8f6c\u6362\uff0c\u6211\u6709\u4e09\u6761\u7ecf\u9a8c\uff1a<\/p>\n\n\n\n
1. <\/strong>\u522b\u88ab\u82b1\u54e8\u7684\u540d\u5b57\u9a97\u5230<\/strong><\/h3>\n\n\n\n
\u771f\u6b63\u6709\u6548\u7684\u6307\u6807\u5f80\u5f80\u6709\u624e\u5b9e\u7684\u6570\u5b66\u57fa\u7840\u3002\u770b\u5230”\u667a\u80fd””AI\u9a71\u52a8””\u795e\u7ecf\u7f51\u7edc”\u8fd9\u79cd\u8bcd\uff0c\u5148\u6253\u4e2a\u95ee\u53f7\u3002\u53cd\u8fc7\u6765\uff0c\u50cf\u6548\u7387\u6bd4\u7387\u8fd9\u79cd\u4ece\u7269\u7406\u5b66\u501f\u6765\u7684\u6982\u5ff5\uff0c\u53cd\u800c\u66f4\u503c\u5f97\u6df1\u6316\u3002<\/p>\n\n\n\n
2. <\/strong>\u56de\u6d4b\u7684”\u8bda\u5b9e”\u6bd4\u4ec0\u4e48\u90fd\u91cd\u8981<\/strong><\/h3>\n\n\n\n
\u524d\u77bb\u504f\u5dee\u662f\u91cf\u5316\u5f00\u53d1\u4e2d\u6700\u5e38\u89c1\u7684\u81ea\u6740\u884c\u4e3a\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u68c0\u67e5\u65b9\u6cd5\uff1a\u4f60\u7684\u4fe1\u53f7\u751f\u6210\u903b\u8f91\u91cc\uff0c\u6709\u6ca1\u6709\u7528\u5230”\u5f53\u524dK\u7ebf\u6536\u76d8\u4e4b\u540e\u624d\u80fd\u77e5\u9053\u7684\u4fe1\u606f”\uff1f\u5982\u679c\u6709\uff0c\u90a3\u5c31\u662f\u4f5c\u5f0a\u3002\u4fe1\u53f7\u5fc5\u987b\u5728\u6536\u76d8\u786e\u8ba4\uff0c\u6267\u884c\u5fc5\u987b\u5728\u4e0b\u4e00\u6839\u5f00\u76d8\u3002<\/p>\n\n\n\n
3. <\/strong>\u4f4e\u9891\u4e0d\u7b49\u4e8e\u65e0\u6548<\/strong><\/h3>\n\n\n\n
\u5f88\u591a\u4eba\u8ff7\u604b\u9ad8\u9891\u4ea4\u6613\uff0c\u89c9\u5f97\u4ea4\u6613\u6b21\u6570\u8d8a\u591a\u8d8a”\u4e13\u4e1a”\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u4e00\u5e74\u53ea\u505a2-3\u6b21\u9ad8\u8d28\u91cf\u51b3\u7b56\uff0c\u8fdc\u8fdc\u597d\u4e8e\u4e00\u5e74\u505a200\u6b21\u5e73\u5eb8\u51b3\u7b56\u3002\u8fd9\u4e2a\u7b56\u756520\u5e74\u53ea\u505a48\u6b21\u4ea4\u6613\uff0c\u4f46\u6bcf\u6b21\u90fd\u6709\u660e\u786e\u7684\u903b\u8f91\u652f\u6491\u3002<\/p>\n\n\n\n
\u516d\u3001\u6587\u7ae0\u603b\u7ed3<\/strong><\/h2>\n\n\n\n
\u8fd9\u7bc7\u6587\u7ae0\u5b8c\u6574\u8bb0\u5f55\u4e86\u6211\u4eceTradingView\u53d1\u73b0Phase Exhaustion Reversal\u6307\u6807\u3001\u7406\u89e3\u5176\u6548\u7387\u6bd4\u7387\u6838\u5fc3\u903b\u8f91\u3001\u5b8c\u6210Pine Script\u5230Python\u7684\u8f6c\u6362\u3001\u5e76\u572820\u5e74\u5386\u53f2\u6570\u636e\u4e0a\u56de\u6d4b\u9a8c\u8bc1\u7684\u5168\u8fc7\u7a0b\u3002\u5173\u952e\u4e0d\u5728\u4e8e\u4fe1\u53f7\u6709\u591a\u9891\u7e41\uff0c\u800c\u5728\u4e8e\u5b83\u53ea\u5728\u5e02\u573a\u7ed3\u6784\u6e05\u6670\u65f6\u624d\u5f00\u53e3\u8bf4\u8bdd\u3002<\/p>\n\n\n\n