{"id":16567,"date":"2021-08-11T13:59:27","date_gmt":"2021-08-11T05:59:27","guid":{"rendered":"http:\/\/www.jdcui.com\/?p=16567"},"modified":"2026-02-19T08:41:25","modified_gmt":"2026-02-19T00:41:25","slug":"%e5%b7%a5%e5%85%b7%e8%af%95%e9%aa%8c%e7%bc%96%e7%a8%8b-datasmoothing-outlierremoval-%e8%af%95%e9%aa%8c%e6%bb%9e%e5%9b%9e%e6%9b%b2%e7%ba%bf%e4%bf%ae%e6%ad%a3%e4%b8%8e%e5%b9%b3%e6%bb%91%e6%a1%88","status":"publish","type":"post","link":"http:\/\/www.jdcui.com\/?p=16567","title":{"rendered":"[\u7a0b\u5e8f\u6848\u4f8b] DataSmoothing + OutlierRemoval \u8bd5\u9a8c\u6ede\u56de\u66f2\u7ebf\u4fee\u6b63\u4e0e\u5e73\u6ed1\u6848\u4f8b"},"content":{"rendered":"<p><span style=\"color: #ff00ff; background-color: #ccffcc;\"><strong>\u5b9e\u5e72\u3001\u5b9e\u8df5\u3001\u79ef\u7d2f\u3001\u601d\u8003\u3001\u521b\u65b0\u3002<\/strong><\/span><\/p>\n<hr \/>\n<p>\u5c0f\u4f19\u4f34\u8bd5\u9a8c\u6570\u636e\u9047\u5230\u95ee\u9898\uff0c\u627e\u6211\u4eec\u4fee\u6b63\u3002\u4e8e\u662f\u6709\u4e86\u8fd9\u4e2a\u91c7\u7528\u00a0<strong>DataSmoothing \uff08<a title=\"[\u5de5\u5177][\u8bd5\u9a8c][\u7f16\u7a0b] DataSmoothing: A Program for Data Smoothing [\u8bd5\u9a8c\u6570\u636e\u66f2\u7ebf\u5e73\u6ed1+\u964d\u566a\u5de5\u5177]\" href=\"http:\/\/www.jdcui.com\/?p=15650\" target=\"_blank\" rel=\"noopener\">[\u5de5\u5177][\u8bd5\u9a8c][\u7f16\u7a0b] DataSmoothing: A Program for Data Smoothing [\u8bd5\u9a8c\u6570\u636e\u66f2\u7ebf\u5e73\u6ed1+\u964d\u566a\u5de5\u5177]<\/a>\uff09 <\/strong>\u8054\u5408<strong>OutlierRemoval\uff08 <a title=\"[\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] OutlierRemoval: A Program for Removing the Abnormal Point of Your Test Data [\u8bd5\u9a8c\u6570\u636e\u5f02\u5e38\u70b9\u4fee\u6b63\u5de5\u5177]\" href=\"http:\/\/www.jdcui.com\/?p=14365\" target=\"_blank\" rel=\"noopener\">[\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] OutlierRemoval: A Program for Removing the Abnormal Point of Your Test Data [\u8bd5\u9a8c\u6570\u636e\u5f02\u5e38\u70b9\u4fee\u6b63\u5de5\u5177]<\/a>\uff09<\/strong>\u8bd5\u9a8c\u6ede\u56de\u66f2\u7ebf\u4fee\u6b63\u4e0e\u5e73\u6ed1\u7684\u6848\u4f8b\u3002<\/p>\n<ul>\n<li><strong>\u539f\u59cb\u6ede\u56de\u66f2\u7ebf<\/strong><\/li>\n<\/ul>\n<p>\u539f\u59cb\u6570\u636e\u5982\u4e0b\uff0c\u53d1\u73b0\u8bb8\u591a\u6bdb\u523a\u70b9\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16572\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig1.png\" alt=\"\" width=\"532\" height=\"327\" \/><\/p>\n<ul>\n<li><strong>OutlierRemoval\u6bdb\u523a\u70b9\u5904\u7406<\/strong><\/li>\n<\/ul>\n<p>\u91c7\u7528OutlierRemoval\u5904\u7406\u6bdb\u523a\u70b9\u5982\u4e0b\u56fe<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16573\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig2.png\" alt=\"\" width=\"863\" height=\"508\" srcset=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig2.png 863w, http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig2-768x452.png 768w\" sizes=\"auto, (max-width: 863px) 100vw, 863px\" \/><\/p>\n<p>\u5904\u7406\u5b8c\u6bdb\u523a\u70b9\u540e\u6ede\u56de\u66f2\u7ebf\u5982\u4e0b\u56fe\u3002\u7531\u56fe\u53ef\u89c1\uff0c\u6bdb\u523a\u70b9\u4fee\u6b63\u540e\uff0c\u66f2\u7ebf\u771f\u5b9e\u5f62\u72b6\u51fa\u73b0\u4e86\u3002\u4f46\u662f\u5c40\u90e8\u4f9d\u7136\u6709\u8bb8\u591a\u952f\u9f7f\uff0c\u66f2\u7ebf\u4e0d\u591f\u5e73\u6ed1\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16574\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig3.png\" alt=\"\" width=\"581\" height=\"432\" \/><\/p>\n<ul>\n<li><strong>DataSmoothing\u66f2\u7ebf\u5e73\u6ed1\u5904\u7406<\/strong><\/li>\n<\/ul>\n<p>\u91c7\u7528<strong>DataSmoothing<\/strong>\u8fdb\u4e00\u6b65\u5bf9\u5904\u7406\u5b8c\u6bdb\u523a\u70b9\u540e\u7684\u66f2\u7ebf\u8fdb\u884c\u5e73\u6ed1\u5904\u7406\uff0c\u5982\u4e0b\u56fe<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16576\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig3-1.png\" alt=\"\" width=\"875\" height=\"670\" srcset=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig3-1.png 875w, http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig3-1-768x588.png 768w\" sizes=\"auto, (max-width: 875px) 100vw, 875px\" \/><\/p>\n<p>DataSmoothing \u53c2\u65701 \u4fee\u6b63\u7ed3\u679c<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16575\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig4.png\" alt=\"\" width=\"575\" height=\"433\" \/><\/p>\n<p>DataSmoothing \u53c2\u65702\u4fee\u6b63\u7ed3\u679c<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16577\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2021\/08\/Fig5.png\" alt=\"\" width=\"578\" height=\"402\" \/><\/p>\n<p>\u7528\u6237\u8fd8\u53ef\u4ee5\u8c03\u6574\u5176\u4ed6\u53c2\u6570\uff0c\u5f97\u5230\u4e0d\u540c\u5e73\u6ed1\u5ea6\u7684\u66f2\u7ebf\u7ed3\u679c\u3002<\/p>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u7b80\u5355\u51e0\u6b65\u64cd\u4f5c\uff0c\u5c31\u5f97\u5230\u4e86\u6f02\u4eae\u7684\u8bd5\u9a8c\u66f2\u7ebf\u3002\u53e6\u5916\u7f51\u7ad9\u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u51e0\u6b3e\u7528\u4e8e\u4fee\u6b63\u8bd5\u9a8c\u6570\u636e\u7684\u5de5\u5177\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u53ef\u4ee5\u770b\u770b\uff1a<\/p>\n<p><strong>NoiseRemoval\uff1a<a title=\"http:\/\/www.jdcui.com\/?p=15046\" href=\"http:\/\/www.jdcui.com\/?p=15046\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/www.jdcui.com\/?p=15046<\/a> <\/strong>\u8be5\u7a0b\u5e8f\u4e3b\u8981\u4f5c\u7528\u662f\uff0c\u4fee\u6b63\u8bd5\u9a8c\u6570\u636e\u4e2d\u7684\u566a\u58f0\uff0c\u9002\u5408\u90a3\u4e9b\u8bb8\u591a\u6ce2\u52a8\u8bd5\u9a8c\u6570\u636e\u66f2\u7ebf\u3002<\/p>\n<p><strong>OutlierRemoval\uff1a<a title=\"http:\/\/www.jdcui.com\/?p=14365\" href=\"http:\/\/www.jdcui.com\/?p=14365\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/www.jdcui.com\/?p=14365<\/a><\/strong> \u8be5\u7a0b\u5e8f\u4e3b\u8981\u4f5c\u7528\u662f\uff0c\u5254\u9664\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u70b9\uff0c\u6bdb\u523a\u70b9\uff0c\u8df3\u8dc3\u70b9\u3002\u6570\u636e\u4e2d\u7684\u8fd9\u4e9b\u5f02\u5e38\u70b9\u53ca\u6bdb\u523a\u70b9\u901a\u5e38\u662f\u56e0\u4e3a\u91c7\u96c6\u4eea\u5668\u4fe1\u53f7\u4e0d\u7a33\u5b9a\u5f15\u8d77\u7684\u3002<\/p>\n<p><strong>Loop Modifier: <a title=\"http:\/\/www.jdcui.com\/?p=12201\" href=\"http:\/\/www.jdcui.com\/?p=12201\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/www.jdcui.com\/?p=12201<\/a><\/strong>\u00a0 \u8be5\u7a0b\u5e8f\u4e3b\u8981\u7528\u4e8e\u6839\u636e\u8bd5\u9a8c\u7684\u89c4\u5f8b\u5c40\u90e8\u5904\u7406\u8bd5\u9a8c\u6570\u636e\u4e2d\u7684\u9519\u8bef\u79bb\u6563\u70b9\u3002<\/p>\n<p><strong>SawtoothRemove: <a title=\"http:\/\/www.jdcui.com\/?p=15493\" href=\"http:\/\/www.jdcui.com\/?p=15493\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/www.jdcui.com\/?p=15493<\/a><\/strong> \u8be5\u7a0b\u5e8f\u4e3b\u8981\u7528\u4e8e\u53bb\u9664\u6ede\u56de\u66f2\u7ebf\u6570\u636e\u4e2d\u7684\u952f\u9f7f\u3002<\/p>\n<hr \/>\n<p><center><strong><div  class=\"thumbs-rating-container\" id=\"thumbs-rating-16567\" data-content-id=\"16567\"><button class=\"thumbs-rating-up thumbs-rating-voted\" onclick=\"thumbs_rating_vote(16567, 1);\">Vote Up +6<\/button> <button class=\"thumbs-rating-down\" onclick=\"thumbs_rating_vote(16567, 2);\">Vote Down -0<\/button><span class=\"thumbs-rating-already-voted\">You already voted!<\/span><\/div><\/strong><\/center><\/p>\n<ul style=\"list-style-type: square;\">\n<li><strong>\u76f8\u5173\u535a\u6587<span style=\"color: #0000ff;\">( Related Topics)<\/span><\/strong><\/li>\n<\/ul>\n<p><strong>[01] <span style=\"color: #ff0000;\"><a href=\"http:\/\/www.jdcui.com\/?p=11828\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8f6f\u4ef6][\u79d1\u7814][\u66f4\u65b0][\u8bd5\u9a8c] 2019\u7248 HLA: Hysteretic Loop Analysis Program [2019\u7248 HLA: \u6ede\u56de\u73af\u5206\u6790\u8f6f\u4ef6]<\/a><\/span><\/strong><\/p>\n<p><strong>[02] <span style=\"color: #ff0000;\"><a href=\"http:\/\/www.jdcui.com\/?p=2216\" target=\"_blank\" rel=\"noopener noreferrer\">[\u79d1\u7814][Tool][\u8f6f\u4ef6][\u8bd5\u9a8c] HLA: Hysteretic Loop Analysis Program [HLA: \u6ede\u56de\u73af\u5206\u6790]<\/a><\/span><\/strong><\/p>\n<p><strong>[03] <\/strong><span style=\"color: #ff0000;\"><strong><a href=\"http:\/\/www.jdcui.com\/?p=1914\" target=\"_blank\" rel=\"noopener noreferrer\">[Tool] Hysteristic Loop Area Calculator [\u6ede\u56de\u73af\u9762\u79ef\u6c42\u89e3\u5668]<\/a><\/strong><\/span><\/p>\n<p><strong>[04] <\/strong><span style=\"color: #ff0000;\"><strong><a href=\"http:\/\/www.jdcui.com\/?p=898\" target=\"_blank\" rel=\"noopener noreferrer\">[\u79d1\u7814][\u5de5\u5177][\u8f6f\u4ef6] Hysteresis Loop Animation Viewer [\u6ede\u56de\u73af\u52a8\u753b]<\/a><\/strong><\/span><\/p>\n<p><strong>[05] <\/strong><span style=\"color: #ff0000;\"><strong><a href=\"http:\/\/www.jdcui.com\/?p=8813\" target=\"_blank\" rel=\"noopener noreferrer\">[\u79d1\u7814][\u5de5\u5177][\u8f6f\u4ef6] \u6ede\u56de\u73af\u9aa8\u67b6\u66f2\u7ebf\u63d0\u53d6\u5de5\u5177 [Extract Backbone Curve from Hysteretic Loop]<\/a><\/strong><\/span><\/p>\n<p><strong>[06] <\/strong><span style=\"color: #ff0000;\"><strong><a href=\"http:\/\/www.jdcui.com\/?p=4252\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8f6f\u4ef6\u5e94\u7528]\u6ede\u56de\u73af\u5206\u6790\u7a0b\u5e8f HLA \u5e94\u7528\u95ee\u9898\u4e4b \u2014 Invalid Floating Point Operation<\/a><\/strong><\/span><\/p>\n<p><strong>[07] <a title=\"[\u8f6f\u4ef6][\u79d1\u7814][\u8bd5\u9a8c] 2020\u7248 YPD: Yield Point and Ductility [2020\u7248 YPD: \u7b49\u6548\u5c48\u670d\u70b9\u548c\u5ef6\u6027\u5206\u6790\u7a0b\u5e8f]\" href=\"http:\/\/www.jdcui.com\/?p=11866\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8f6f\u4ef6][\u79d1\u7814][\u8bd5\u9a8c] 2020\u7248 YPD: Yield Point and Ductility [2020\u7248 YPD: \u7b49\u6548\u5c48\u670d\u70b9\u548c\u5ef6\u6027\u5206\u6790\u7a0b\u5e8f]<\/a><\/strong><\/p>\n<p><strong>[08] <a title=\"[\u79d1\u7814][\u8bd5\u9a8c][\u5de5\u5177] HLA v2020: Hysteretic Loop Analysis Program[HLA\u6ede\u56de\u73af\u5206\u6790\u5de5\u5177 2020\u7248]\" href=\"http:\/\/www.jdcui.com\/?p=13988\" target=\"_blank\" rel=\"noopener noreferrer\">[\u79d1\u7814][\u8bd5\u9a8c][\u5de5\u5177] HLA v2020: Hysteretic Loop Analysis Program[HLA\u6ede\u56de\u73af\u5206\u6790\u5de5\u5177 2020\u7248]<\/a><\/strong><\/p>\n<p><strong>[09] <a title=\"[\u79d1\u7814][\u5de5\u5177][\u8f6f\u4ef6] BBCA v2020: \u6ede\u56de\u73af\u9aa8\u67b6\u66f2\u7ebf\u63d0\u53d6\u5de5\u5177 [BBCA: Extract Backbone Curve from Hysteretic Loop]\" href=\"http:\/\/www.jdcui.com\/?p=14258\" target=\"_blank\" rel=\"noopener noreferrer\">[\u79d1\u7814][\u5de5\u5177][\u8f6f\u4ef6] BBCA v2020: \u6ede\u56de\u73af\u9aa8\u67b6\u66f2\u7ebf\u63d0\u53d6\u5de5\u5177 [BBCA: Extract Backbone Curve from Hysteretic Loop]<\/a><\/strong><\/p>\n<p><strong>[10] <a title=\"[\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] OutlierRemoval: A Program for Removing the Abnormal Point of Your Test Data [\u8bd5\u9a8c\u6570\u636e\u5f02\u5e38\u70b9\u4fee\u6b63\u5de5\u5177]\" href=\"http:\/\/www.jdcui.com\/?p=14365\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] OutlierRemoval: A Program for Removing the Abnormal Point of Your Test Data [\u8bd5\u9a8c\u6570\u636e\u5f02\u5e38\u70b9\u4fee\u6b63\u5de5\u5177]<\/a><\/strong><\/p>\n<p><strong>[11] <a title=\"[\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] Loop Modifier v2019: Hysteretic Loop Modification Program[2019\u7248: \u6ede\u56de\u66f2\u7ebf\u4fee\u6b63\u5de5\u5177]\" href=\"http:\/\/www.jdcui.com\/?p=12201\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] Loop Modifier v2019: Hysteretic Loop Modification Program[2019\u7248: \u6ede\u56de\u66f2\u7ebf\u4fee\u6b63\u5de5\u5177]<\/a><\/strong><\/p>\n<p><strong>[12] <a title=\"[\u8f6f\u4ef6][\u8bd5\u9a8c][\u7814\u7a76] SawtoothRemove: Remove the Sawtooth Patterns in Your Test Data [\u5254\u9664\u8bd5\u9a8c\u6570\u636e\u4e2d\u7684\u952f\u9f7f]\" href=\"http:\/\/www.jdcui.com\/?p=15493\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8f6f\u4ef6][\u8bd5\u9a8c][\u7814\u7a76] SawtoothRemove: Remove the Sawtooth Patterns in Your Test Data [\u5254\u9664\u8bd5\u9a8c\u6570\u636e\u4e2d\u7684\u952f\u9f7f]<\/a><\/strong><\/p>\n<p><strong>[13] <a title=\"[\u8f6f\u4ef6][\u8bd5\u9a8c][\u7f16\u7a0b] NoiseRemoval: A Program for De-Noising of Experimental Data [\u8bd5\u9a8c\u6570\u636e\u964d\u566a\u4fee\u6b63\u5de5\u5177]\" href=\"http:\/\/www.jdcui.com\/?p=15046\" target=\"_blank\" rel=\"noopener noreferrer\">[\u8f6f\u4ef6][\u8bd5\u9a8c][\u7f16\u7a0b] NoiseRemoval: A Program for De-Noising of Experimental Data [\u8bd5\u9a8c\u6570\u636e\u964d\u566a\u4fee\u6b63\u5de5\u5177]<\/a><\/strong><\/p>\n<ul style=\"list-style-type: square;\">\n<li style=\"text-align: left;\"><strong>\u5fae\u4fe1\u516c\u4f17\u53f7\u00a0(\u00a0<span style=\"color: #0000ff;\">Wechat\u00a0Subscription<\/span>)<\/strong><\/li>\n<\/ul>\n<p><a href=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2017\/01\/QRCODE.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3636\" src=\"http:\/\/www.jdcui.com\/wp-content\/uploads\/2017\/01\/QRCODE.jpg\" alt=\"WeChat_QRCode\" width=\"250\" height=\"255\" \/><\/a><\/p>\n<p style=\"text-align: center;\"><strong>\u6b22\u8fce\u5173\u6ce8\u00a0\u201c<span style=\"color: #ff00ff;\">\u7ed3\u6784\u4e4b\u65c5<\/span>\u201d\u00a0\u5fae\u4fe1\u516c\u4f17\u53f7<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5b9e\u5e72\u3001\u5b9e\u8df5\u3001\u79ef\u7d2f\u3001\u601d\u8003\u3001\u521b\u65b0\u3002 \u5c0f\u4f19\u4f34\u8bd5\u9a8c\u6570\u636e\u9047\u5230\u95ee\u9898\uff0c\u627e\u6211\u4eec\u4fee\u6b63\u3002\u4e8e\u662f\u6709\u4e86\u8fd9\u4e2a\u91c7\u7528\u00a0DataSmoothing \uff08[\u5de5\u5177][\u8bd5\u9a8c][\u7f16\u7a0b] DataSmoothing: A Program for Data Smoothing [\u8bd5\u9a8c\u6570\u636e\u66f2\u7ebf\u5e73\u6ed1+\u964d\u566a\u5de5\u5177]\uff09 \u8054\u5408OutlierRemoval\uff08 [\u8bd5\u9a8c][\u8f6f\u4ef6][\u79d1\u7814] OutlierRemoval: A Program for Removing the Abnormal Point of Your Test Data [\u8bd5\u9a8c\u6570\u636e\u5f02\u5e38\u70b9\u4fee\u6b63\u5de5\u5177]\uff09\u8bd5\u9a8c\u6ede\u56de\u66f2\u7ebf\u4fee\u6b63\u4e0e\u5e73\u6ed1\u7684\u6848\u4f8b\u3002 \u539f\u59cb\u6ede\u56de\u66f2\u7ebf \u539f\u59cb\u6570\u636e\u5982\u4e0b\uff0c\u53d1\u73b0\u8bb8\u591a\u6bdb\u523a\u70b9\u3002 OutlierRemoval\u6bdb\u523a\u70b9\u5904\u7406 \u91c7\u7528OutlierRemoval\u5904\u7406\u6bdb\u523a\u70b9\u5982\u4e0b\u56fe \u5904\u7406\u5b8c\u6bdb\u523a\u70b9\u540e\u6ede\u56de\u66f2\u7ebf\u5982\u4e0b\u56fe\u3002\u7531\u56fe\u53ef\u89c1\uff0c\u6bdb\u523a\u70b9\u4fee\u6b63\u540e\uff0c\u66f2\u7ebf\u771f\u5b9e\u5f62\u72b6\u51fa\u73b0\u4e86\u3002\u4f46\u662f\u5c40\u90e8\u4f9d\u7136\u6709\u8bb8\u591a\u952f\u9f7f\uff0c\u66f2\u7ebf\u4e0d\u591f\u5e73\u6ed1\u3002 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":16578,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[802,31,5],"tags":[3128,2387,1443,1571,319,385,2357],"class_list":["post-16567","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-civil-engineering-test-","category-my-software-","category-structural-engineering","tag-datasmoothing","tag-outlierremoval","tag-1443","tag-1571","tag-319","tag-385","tag-2357"],"aioseo_notices":[],"views":2285,"_links":{"self":[{"href":"http:\/\/www.jdcui.com\/index.php?rest_route=\/wp\/v2\/posts\/16567","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.jdcui.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.jdcui.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.jdcui.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.jdcui.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16567"}],"version-history":[{"count":0,"href":"http:\/\/www.jdcui.com\/index.php?rest_route=\/wp\/v2\/posts\/16567\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.jdcui.com\/index.php?rest_route=\/wp\/v2\/media\/16578"}],"wp:attachment":[{"href":"http:\/\/www.jdcui.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16567"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.jdcui.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16567"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.jdcui.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16567"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}