{"id":820,"date":"2019-11-17T22:42:42","date_gmt":"2019-11-17T22:42:42","guid":{"rendered":"http:\/\/1.15.156.47\/wordpress\/?p=820"},"modified":"2023-03-01T02:57:10","modified_gmt":"2023-03-01T02:57:10","slug":"can-taxis-be-competitive-to-uber-optimize-the-taxi-dispatching-with-agent-based-simulation-model","status":"publish","type":"post","link":"https:\/\/weijiabin.xyz\/?p=820","title":{"rendered":"Can taxis be competitive to Uber: Optimize the taxi dispatching with Agent-based simulation model"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"820\" class=\"elementor elementor-820\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-76f93b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76f93b0\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e0fd887\" data-id=\"e0fd887\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9d908cc elementor-widget elementor-widget-text-editor\" data-id=\"9d908cc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.6.8 - 27-07-2022 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>This study was conducted by JB in 2019 under the supervision of <strong><a href=\"https:\/\/en.wikipedia.org\/wiki\/Wu_Zhiqiang_(engineer)\">Prof. Zhiqiang Siegfried Wu<\/a><\/strong> and <strong><a href=\"http:\/\/www.informatik.uni-bremen.de\/~oherzog\/home.html\">Prof. Otthein Herzog<\/a><\/strong> at China Intelligent Urbanization Center. The aim of the study was to explore ways to improve the operation efficiency of the traditional taxi system and is consisted of two parts:<\/p><ul><li>Evaluated the efficiency of the taxi service during rush hours in Shanghai using taxi GPS data.<\/li><li>Optimized the taxi service under the control of a gravity-based taxi dispatch system.<\/li><\/ul><p>The taxi trajectory dataset was from <strong><a href=\"https:\/\/shanghai.sodachallenges.com\">SODA<\/a> <\/strong>and processed with python and QGIS. The simulation platform was built with<strong> <a href=\"https:\/\/gama-platform.org\/\">GAMA<\/a><\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-76b69a3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76b69a3\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c1bab04\" data-id=\"c1bab04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df66173 elementor-widget elementor-widget-image\" data-id=\"df66173\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.6.8 - 27-07-2022 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"714\" height=\"720\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2019\/11\/2022-07-27-16_18_07.gif\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a44e21d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a44e21d\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ae91405\" data-id=\"ae91405\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-de84745 elementor-widget elementor-widget-text-editor\" data-id=\"de84745\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"page\" title=\"Page 9\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Taxi GPS data analysis<\/strong><\/p><p>The taxi GPS dataset we used in this study recorded the GPS points of each taxi of Johnson and Johnson taxi company every 10 seconds in March of 2016. The raw GPS point data is extracted and processed into rides with passengers (loaded rides) and rides without passengers (empty rides) on Mondays from 6 a.m. -10 a.m. Before diving deep into the service efficiency, we could have a general picture of the taxi service during rush hour (7 a.m. &#8211; 9 a.m.) from the perspectives of distribution of origin and destination, flow network and road speed.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fc8362d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fc8362d\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-abe6374\" data-id=\"abe6374\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6322b4c elementor-widget elementor-widget-image\" data-id=\"6322b4c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"713\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2019\/11\/Screen-Shot-2022-07-27-at-4.20.15-PM-1024x713.png\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e12bb0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e12bb0\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-544852f\" data-id=\"544852f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8b2c394 elementor-widget elementor-widget-text-editor\" data-id=\"8b2c394\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"page\" title=\"Page 10\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 10\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Why is it so difficult to find a taxi during the rush hour?<\/strong><\/p><\/div><\/div><\/div><\/div><p>Based on the taxi GPS dataset in Shanghai, we further evaluated the taxi service efficiency with multiple indicators, such as vacancy rate, empty rides distribution, taxi surplus*, etc. Two findings are worth mentioning here: 1) Taxis travel a long distance to find next passengers; 2) There exists an extreme unbalanced demand and supply among districts.\u00a0<\/p><p>\u201cTaxi surplus\u201d is an index to evaluate the in and out balance of a block in a time period. The \u201cexport\u201d corresponds to the taxis starting the loaded trips from the block, while the \u201cimport\u201d corresponds to the taxis ending the loaded trips in the districts:<br \/><strong>Surplus of district_i = Starting trip_i \u2013 ending trip_i<\/strong><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1c4c6c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c4c6c4\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9a0583a\" data-id=\"9a0583a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f60b01b elementor-widget elementor-widget-image\" data-id=\"f60b01b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"708\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2019\/11\/Screen-Shot-2022-07-27-at-4.20.25-PM-1024x708.png\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a806b96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a806b96\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e2bf25e\" data-id=\"e2bf25e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-96ab7bb elementor-widget elementor-widget-image\" data-id=\"96ab7bb\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"871\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2019\/11\/Screen-Shot-2019-09-19-at-1.24.55-AM-1024x871.png\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c9f93db elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c9f93db\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3bfb036\" data-id=\"3bfb036\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d63f2ca elementor-widget elementor-widget-text-editor\" data-id=\"d63f2ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"page\" title=\"Page 11\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Gravity-based dispatch system<\/strong><\/p><p>From the taxi service efficiency evaluation results, we found that there exist an extremely unbalanced taxi demand and supply distribution. And positive surplus districts and negative surplus districts are usually very close to each other, which means that the unbalanced demand-supply condition could be mitigated by dispatching taxis among the adjacent districts. However, taxi drivers couldn\u2019t efficiently locate the nearest high-demand districts, which explained why the empty rides are usually long in the rush hour. In this research, we didn\u2019t take the interest of the individual taxi driver into consideration. Instead, we focus more on the collective benefits and the global efficiency of the taxi service. Thus, we presume that the taxi system will become driverless in the future. Under this scenario, we develop an intelli- gent taxi dispatch system to improve the efficiency of the taxi service and use an agent-based model to test the optimization results.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4918202 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4918202\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-150674b\" data-id=\"150674b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c43c60 elementor-widget elementor-widget-image\" data-id=\"4c43c60\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"723\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2019\/11\/Screen-Shot-2022-07-27-at-4.25.10-PM-1024x723.png\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-13869d4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"13869d4\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e47d1ea\" data-id=\"e47d1ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-057f0de elementor-widget elementor-widget-text-editor\" data-id=\"057f0de\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>After applying the gravity-based dispatching system, the average distance to the next passenger reduce by 29%.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b578c8b elementor-widget elementor-widget-image\" data-id=\"b578c8b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"778\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2019\/11\/Screen-Shot-2022-09-07-at-1.03.00-AM-1024x778.png\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d2510ff elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d2510ff\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0c74d44\" data-id=\"0c74d44\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-18940aa elementor-aspect-ratio-169 elementor-widget elementor-widget-video\" data-id=\"18940aa\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/llg48JOmYYs&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;,&quot;aspect_ratio&quot;:&quot;169&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.6.8 - 27-07-2022 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;-webkit-transform:translateZ(0);transform:translateZ(0)}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;left:0;width:100%;height:100%;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}<\/style>\t\t<div class=\"elementor-wrapper elementor-fit-aspect-ratio elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>This study was conducted by JB in 2019 under the supervision of Prof. Zhiqiang Siegfried Wu and Prof. Otthein Herzog at China Intelligent Urbanization Center. The aim of the study was to explore ways to improve the operation efficiency of the traditional taxi system and is consisted of two parts: Evaluated the efficiency of the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[17,18],"tags":[36,19,29,22,37,25],"class_list":["post-820","post","type-post","status-publish","format-standard","hentry","category-ai-ml","category-data-analytics-visualization","tag-agent-based-model","tag-data-driven","tag-network-analysis","tag-physicaldigital-hybrid","tag-transportation","tag-urban-planning","entry"],"_links":{"self":[{"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts\/820","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=820"}],"version-history":[{"count":38,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts\/820\/revisions"}],"predecessor-version":[{"id":1595,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts\/820\/revisions\/1595"}],"wp:attachment":[{"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=820"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=820"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=820"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}