{"id":6426,"date":"2025-05-30T14:49:54","date_gmt":"2025-06-04T07:27:53","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6426"},"modified":"2025-06-04T14:49:54","modified_gmt":"2025-06-04T07:27:53","slug":"%e5%88%a9%e7%94%a8%e5%8b%95%e9%87%8f%e6%8c%87%e6%a8%99%e5%80%92%e5%82%b3%e9%81%9e%e4%bf%a1%e8%99%9fmomentumechosignal%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e6%99%82%e6%a9%9f%e8%88%87python","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e5%88%a9%e7%94%a8%e5%8b%95%e9%87%8f%e6%8c%87%e6%a8%99%e5%80%92%e5%82%b3%e9%81%9e%e4%bf%a1%e8%99%9fmomentumechosignal%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e6%99%82%e6%a9%9f%e8%88%87python\/","title":{"rendered":"2025 \u6700\u65b0\uff1a\u5229\u7528\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f(Momentum Echo Signal)\u9032\u884c\u80a1\u7968\u4ea4\u6613\u7684\u6700\u4f73\u6642\u6a5f\u8207Python\u7bc4\u4f8b"},"content":{"rendered":"

<\/p>\n

2025 \u6700\u65b0\uff1a\u5229\u7528\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f(Momentum Echo Signal)\u9032\u884c\u80a1\u7968\u4ea4\u6613\u7684\u6700\u4f73\u6642\u6a5f\u8207Python\u7bc4\u4f8b<\/h1>\n

\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\uff08Momentum Echo Signal\uff09\u662f\u4e00\u7a2e\u5ee3\u6cdb\u61c9\u7528\u65bc\u80a1\u7968\u53ca\u5176\u4ed6\u91d1\u878d\u5de5\u5177\u4ea4\u6613\u7684\u6280\u8853\u6307\u6a19\u3002\u5b83\u80fd\u5e6b\u52a9\u6295\u8cc7\u8005\u5224\u65b7\u5e02\u5834\u8da8\u52e2\uff0c\u5f9e\u800c\u5236\u5b9a\u66f4\u6709\u6548\u7684\u4ea4\u6613\u7b56\u7565\u3002\u672c\u6587\u5c07\u6df1\u5165\u63a2\u8a0e\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\u3001Python\u5be6\u4f5c\u7bc4\u4f8b\u3001\u932f\u8aa4\u6392\u9664\u65b9\u6cd5\u53ca\u5ef6\u4f38\u61c9\u7528\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u63d0\u5347\u4ea4\u6613\u6c7a\u7b56\u7684\u6e96\u78ba\u6027\u3002<\/p>\n

\u4ec0\u9ebc\u662f\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\uff1f<\/h2>\n

\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u57fa\u65bc\u52d5\u91cf\u6307\u6a19\u7684\u539f\u7406\uff0c\u901a\u904e\u5206\u6790\u80a1\u7968\u7684\u50f9\u683c\u8b8a\u5316\u4f86\u6aa2\u6e2c\u8da8\u52e2\uff0c\u4e26\u63d0\u4f9b\u6f5b\u5728\u7684\u4ea4\u6613\u4fe1\u865f\u3002\u9019\u7a2e\u6307\u6a19\u7279\u5225\u9069\u5408\u7528\u65bc\u77ed\u671f\u4ea4\u6613\uff0c\u56e0\u70ba\u5b83\u80fd\u8fc5\u901f\u53cd\u6620\u5e02\u5834\u7684\u6ce2\u52d5\u60c5\u6cc1\uff0c\u5e6b\u52a9\u4ea4\u6613\u8005\u628a\u63e1\u6700\u4f73\u9032\u51fa\u5834\u6642\u6a5f\u3002<\/p>\n

\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f<\/h2>\n

\u4f7f\u7528\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u7684\u6700\u4f73\u6642\u6a5f\u901a\u5e38\u51fa\u73fe\u5728\u4ee5\u4e0b\u60c5\u6cc1\uff1a<\/p>\n

1. **\u8da8\u52e2\u53cd\u8f49**\uff1a\u7576\u6307\u6a19\u986f\u793a\u51fa\u50f9\u683c\u7684\u6025\u5287\u8b8a\u5316\u6642\uff0c\u53ef\u80fd\u9810\u793a\u8457\u8da8\u52e2\u7684\u53cd\u8f49\u3002
\n2. **\u7a81\u7834\u6027\u50f9\u683c\u884c\u70ba**\uff1a\u7576\u50f9\u683c\u7a81\u7834\u91cd\u8981\u652f\u6490\u6216\u963b\u529b\u4f4d\u6642\uff0c\u52d5\u91cf\u6307\u6a19\u53ef\u7528\u65bc\u78ba\u8a8d\u9019\u4e00\u8b8a\u5316\u7684\u5f37\u5ea6\u3002
\n3. **\u8d85\u8cb7\u8207\u8d85\u8ce3\u72c0\u614b**\uff1a\u6307\u6a19\u7684\u6975\u7aef\u503c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u6f5b\u5728\u7684\u5e02\u5834\u904e\u71b1\u6216\u904e\u51b7\u60c5\u6cc1\u3002<\/p>\n

Python\u7bc4\u4f8b<\/h2>\n

\u4ee5\u4e0b\u662f\u4f7f\u7528Python\u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u7684\u7bc4\u4f8b\u4ee3\u78bc\uff1a<\/p>\n

“`python
\n# \u5c0e\u5165\u6240\u9700\u7684\u5eab
\nimport pandas as pd
\nimport numpy as np
\nimport matplotlib.pyplot as plt<\/p>\n

# \u8b80\u53d6\u8cc7\u6599
\ndata = pd.read_csv(‘data.csv’)<\/p>\n

# \u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f
\ndef momentum_echo_signal(data):
\n # \u8a08\u7b97\u6536\u76e4\u50f9\u7684\u6307\u6578\u79fb\u52d5\u5e73\u5747
\n ema = data[‘Close’].ewm(span=20).mean()
\n # \u8a08\u7b97\u6536\u76e4\u50f9\u7684\u6307\u6578\u79fb\u52d5\u5e73\u5747\u7684\u6f32\u8dcc
\n ema_diff = ema.diff()
\n # \u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f
\n mes = ema_diff.ewm(span=20).mean()
\n return mes<\/p>\n

# \u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f
\nmes = momentum_echo_signal(data)<\/p>\n

# \u7e6a\u88fd\u5716\u8868
\nplt.figure(figsize=(12, 6))
\nplt.plot(data[‘Date’], data[‘Close’], label=’Close Price’, alpha=0.5)
\nplt.plot(data[‘Date’], mes, label=’Momentum Echo Signal’, color=’orange’)
\nplt.title(‘\u80a1\u7968\u6536\u76e4\u50f9\u8207\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f’)
\nplt.xlabel(‘\u65e5\u671f’)
\nplt.ylabel(‘\u50f9\u683c’)
\nplt.legend()
\nplt.show()
\n“`<\/p>\n

\u4ee5\u4e0a\u7bc4\u4f8b\u4e0d\u50c5\u8a08\u7b97\u4e86\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\uff0c\u9084\u5229\u7528Matplotlib\u5eab\u7e6a\u88fd\u4e86\u50f9\u683c\u8d70\u52e2\u5716\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u76f4\u89c0\u7406\u89e3\u5e02\u5834\u52d5\u5411\u3002<\/p>\n

\u932f\u8aa4\u6392\u9664<\/h2>\n

\u5728\u4f7f\u7528Python\u5be6\u73fe\u52d5\u91cf\u6307\u6a19\u6642\uff0c\u60a8\u53ef\u80fd\u6703\u9047\u5230\u4ee5\u4e0b\u554f\u984c\uff1a<\/p>\n

– **\u8cc7\u6599\u8b80\u53d6\u932f\u8aa4**\uff1a\u78ba\u4fddCSV\u6a94\u6848\u7684\u8def\u5f91\u6b63\u78ba\u4e14\u683c\u5f0f\u7b26\u5408\u8981\u6c42\u3002
\n– **\u7a7a\u503c\u8655\u7406**\uff1a\u5728\u8a08\u7b97\u6307\u6a19\u4e4b\u524d\uff0c\u6aa2\u67e5\u6578\u64da\u6846\u4e2d\u662f\u5426\u5b58\u5728\u7a7a\u503c\uff0c\u5fc5\u8981\u6642\u9032\u884c\u586b\u88dc\u6216\u522a\u9664\u64cd\u4f5c\u3002
\n– **\u5716\u8868\u7121\u6cd5\u986f\u793a**\uff1a\u5982\u679c\u4f7f\u7528Jupyter Notebook\uff0c\u78ba\u4fdd\u5728\u958b\u982d\u6dfb\u52a0 `%matplotlib inline` \u4ee5\u986f\u793a\u5716\u8868\u3002<\/p>\n

\u5ef6\u4f38\u61c9\u7528<\/h2>\n

\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u4e0d\u50c5\u53ef\u4ee5\u7528\u65bc\u80a1\u7968\u4ea4\u6613\uff0c\u9084\u53ef\u4ee5\u64f4\u5c55\u5230\u5176\u4ed6\u91d1\u878d\u5e02\u5834\uff0c\u5982\u5916\u532f\u548c\u671f\u8ca8\u3002\u5c07\u5176\u8207\u5176\u4ed6\u6280\u8853\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u4f8b\u5982\u76f8\u5c0d\u5f37\u5f31\u6307\u6a19\uff08RSI\uff09\u6216\u5e03\u6797\u5e36\uff0c\u53ef\u4ee5\u9032\u4e00\u6b65\u63d0\u9ad8\u4ea4\u6613\u6c7a\u7b56\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u7d50\u8ad6<\/h2>\n

\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u662f\u4e00\u7a2e\u5f37\u5927\u7684\u5de5\u5177\uff0c\u80fd\u5920\u5354\u52a9\u6295\u8cc7\u8005\u5728\u77ac\u606f\u842c\u8b8a\u7684\u5e02\u5834\u4e2d\u627e\u5230\u5408\u9069\u7684\u4ea4\u6613\u6642\u6a5f\u3002\u900f\u904e\u672c\u6587\u7684\u4ecb\u7d39\uff0c\u5e0c\u671b\u80fd\u5e6b\u52a9\u60a8\u66f4\u597d\u5730\u904b\u7528\u6b64\u6307\u6a19\uff0c\u63d0\u5347\u60a8\u7684\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n

\u82e5\u60f3\u4e86\u89e3\u66f4\u591aPython\u76f8\u95dc\u7684\u4ea4\u6613\u6307\u6a19\u5be6\u4f5c\uff0c\u6b61\u8fce\u53c3\u8003\u9019\u7bc7[\u6df1\u5165 Python \u6280\u8853\u6307\u6a19\u7684\u6587\u7ae0](https:\/\/vocus.cc\/article\/5e4e8a2e5793d20001e836f5)\u3002<\/p>\n

Q&A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/h2>\n

**Q1\uff1a\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u7684\u6e96\u78ba\u6027\u5982\u4f55\uff1f**
\n\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u7684\u6e96\u78ba\u6027\u53d6\u6c7a\u65bc\u5e02\u5834\u74b0\u5883\uff0c\u901a\u5e38\u5728\u5f37\u8da8\u52e2\u5e02\u5834\u4e2d\u8868\u73fe\u66f4\u4f73\u3002\u5728\u9707\u8569\u5e02\u5834\u4e2d\uff0c\u53ef\u80fd\u6703\u7522\u751f\u8f03\u591a\u7684\u5047\u4fe1\u865f\u3002<\/p>\n

**Q2\uff1a\u6211\u53ef\u4ee5\u5c07\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\u61c9\u7528\u65bc\u9577\u671f\u6295\u8cc7\u55ce\uff1f**
\n\u96d6\u7136\u52d5\u91cf\u6307\u6a19\u4e3b\u8981\u7528\u65bc\u77ed\u671f\u4ea4\u6613\uff0c\u4f46\u60a8\u53ef\u4ee5\u5c07\u5176\u4f5c\u70ba\u9577\u671f\u6295\u8cc7\u7b56\u7565\u7684\u4e00\u90e8\u5206\uff0c\u5e6b\u52a9\u8b58\u5225\u9032\u51fa\u5834\u7684\u6642\u6a5f\u3002<\/p>\n

**Q3\uff1a\u5982\u4f55\u9078\u64c7\u6700\u4f73\u7684\u6307\u6578\u79fb\u52d5\u5e73\u5747\u671f\u9593\uff1f**
\n\u6700\u4f73\u671f\u9593\u53d6\u6c7a\u65bc\u60a8\u7684\u4ea4\u6613\u98a8\u683c\u548c\u5e02\u5834\u7279\u6027\u3002\u4e00\u822c\u5efa\u8b70\u5c0d\u4e0d\u540c\u671f\u9593\u9032\u884c\u56de\u6e2c\uff0c\u4ee5\u627e\u5230\u6700\u9069\u5408\u7684\u53c3\u6578\u8a2d\u5b9a\u3002<\/p>\n

—<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6458\u8981\uff1a\u672c\u6587\u5c07\u4ecb\u7d39\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f(MomentumEchoSignal)\u4ea4\u6613\u6307\u6a19\u7684\u6642\u6a5f\u8207Python\u7bc4\u4f8b\uff0c\u8a73\u7d30\u89e3\u91cb\u5982\u4f55\u4f7f\u7528Python\u4f86\u69cb\u5efa\u52d5\u91cf\u6307\u6a19\u5012\u50b3\u905e\u4fe1\u865f\uff0c\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u5b83\u4f86\u63d0\u9ad8\u4ea4\u6613\u6536\u76ca\u3002<\/p>\n","protected":false},"author":1,"featured_media":2518,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[18,189],"tags":[15,188],"class_list":["post-6426","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-189","tag-python","tag-188"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/badgameshow.com\/steven\/wp-content\/uploads\/2022\/12\/DALL\u00b7E-2022-12-28-14.25.55-\u62f7\u8c9d2.png","jetpack-related-posts":[],"jetpack_shortlink":"https:\/\/wp.me\/pcFK27-1FE","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6426","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/comments?post=6426"}],"version-history":[{"count":2,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6426\/revisions"}],"predecessor-version":[{"id":12704,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6426\/revisions\/12704"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/media\/2518"}],"wp:attachment":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/media?parent=6426"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6426"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6426"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}