{"id":768,"date":"2019-06-13T20:20:25","date_gmt":"2019-06-13T20:20:25","guid":{"rendered":"http:\/\/1.15.156.47\/wordpress\/?p=768"},"modified":"2023-03-01T02:57:31","modified_gmt":"2023-03-01T02:57:31","slug":"milan-collage-milan-land-use-type-identification-and-classification-with-clustering-algorithms","status":"publish","type":"post","link":"https:\/\/weijiabin.xyz\/?p=768","title":{"rendered":"Milan Collage: Milan land-use type identification and classification with clustering algorithms"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"768\" class=\"elementor elementor-768\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-86c502e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"86c502e\" 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-5a0c765\" data-id=\"5a0c765\" 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-66d9b6b elementor-widget elementor-widget-text-editor\" data-id=\"66d9b6b\" 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<div class=\"page\" title=\"Page 3\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p>This study aims to classify the land use types in the city with hierarchical agglomerative clustering algorithm. The study is part of my Master degree thesis at Politecnico di Milano supervised by Prof. Eugenio Morello and Prof. Zhiqiang Siegfried Wu. The second part of the study could be found <strong><a href=\"http:\/\/1.15.156.47\/wordpress\/?p=1157\">here<\/a><\/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-3750519 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3750519\" 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-f3854f5\" data-id=\"f3854f5\" 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-863ad2a elementor-widget elementor-widget-image\" data-id=\"863ad2a\" 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=\"928\" height=\"716\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/2019-12-10-01_33_43.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-4878854 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4878854\" 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-43cfebd\" data-id=\"43cfebd\" 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-f55ecdd elementor-widget elementor-widget-text-editor\" data-id=\"f55ecdd\" 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 3\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p>To date, urban land bears a variety of commercial activities, and it is difficult to define land use by a single type. Unsupervised learning enables us to find common characteristics among large samples. By using the hierarchical agglomerative algorithm, 150,000 commercial-activity-related POIs in the 200m*200m grid are classified into 16 patterns in Milan.<\/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-83c3f70 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83c3f70\" 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-13e6ae9\" data-id=\"13e6ae9\" 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-61a62f4 elementor-widget elementor-widget-image\" data-id=\"61a62f4\" 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 decoding=\"async\" src=\"http:\/\/1.15.156.47\/wordpress\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.12.48-PM.png\" title=\"\" 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<div class=\"elementor-element elementor-element-ca19e1a elementor-widget elementor-widget-image\" data-id=\"ca19e1a\" 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=\"642\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-5.54.27-PM-1024x642.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-2c8a014 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2c8a014\" 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-780b59c\" data-id=\"780b59c\" 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-c468bca elementor-widget elementor-widget-text-editor\" data-id=\"c468bca\" 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>The \u201ccost\u201d of merging two groups is regarded as a function of the cluster number. The cluster number which is just before the sudden increase of the \u201ccost\u201d is considered as the optimum one. The final clustering number is firstly narrowed down to the range of 11-23 with the \u201celbow\u201d point method. Then we reviewed every merging step with radar chart visualization from the perspective of urban planning. Finally, all 4852 unit cells are clustered into 16 categories of commercial land use patterns.<\/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-088bba6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"088bba6\" 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-41d98c6\" data-id=\"41d98c6\" 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-151fc4b elementor-widget elementor-widget-image\" data-id=\"151fc4b\" 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=\"763\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2019-12-09-at-6.26.33-PM-1024x763.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-db7db4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"db7db4e\" 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-f0d2fb4\" data-id=\"f0d2fb4\" 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-f3744de elementor-widget elementor-widget-image\" data-id=\"f3744de\" 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=\"586\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-5.56.23-PM-1024x586.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-4e06307 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e06307\" 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-aee64e4\" data-id=\"aee64e4\" 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-b30a06c elementor-widget elementor-widget-text-editor\" data-id=\"b30a06c\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p>Based on the density characteristics and spatial patterns of the 16 clustering categories, 6 principle categories of commercial space could be further summarized:<br \/>1) Daily commercial space ;<br \/>2) Specialized commercial space;<br \/>3) Specialized daily commercial space; 4) Mixed-use commercial space;<br \/>5) Commercial center space;<br \/>6)Low density commercial space.<\/p><p>The result of the recognition shows that Milan is a mono-centric city with public transportation stretching out as the fundamental infrastructure for radiant commercial development.<\/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-37889d3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"37889d3\" 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-0667d0f\" data-id=\"0667d0f\" 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-b7072cf elementor-widget elementor-widget-image\" data-id=\"b7072cf\" 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=\"640\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/1-1024x640.jpg\" 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-4470697 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4470697\" 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-169b302\" data-id=\"169b302\" 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-0c14f8e elementor-widget elementor-widget-image\" data-id=\"0c14f8e\" 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=\"684\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2019-09-21-at-7.34.56-PM-1024x684.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-6123d14 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6123d14\" 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-c27a53d\" data-id=\"c27a53d\" 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-42c3d98 elementor-widget elementor-widget-text-editor\" data-id=\"42c3d98\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Specialized Daily Commercial Space<br \/><\/strong>This kind of commercial activity space can be considered as the integration of the daily commercial space and specialized commercial space. The overall density structure is similar to that of the daily commercial space and a certain type of the commercial activity has a very high density compared with other activities.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea272bf elementor-widget elementor-widget-image\" data-id=\"ea272bf\" 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=\"531\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.48.05-PM-1024x531.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-83b4a71 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"83b4a71\" 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-4ec6188\" data-id=\"4ec6188\" 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-f2059a7 elementor-widget elementor-widget-text-editor\" data-id=\"f2059a7\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Commercial Center Space<br \/><\/strong>Multiple retail and service activities aggregate in the same area with extremely high densities. There are three sub-categories: shopping center space, sub-shopping center space and super shopping complex space.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83f13c7 elementor-widget elementor-widget-image\" data-id=\"83f13c7\" 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=\"717\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.48.23-PM-1024x717.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-5a2e562 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5a2e562\" 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-1acd288\" data-id=\"1acd288\" 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-a206cdc elementor-widget elementor-widget-text-editor\" data-id=\"a206cdc\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Mixed-use Commercial Space<br \/><\/strong>Different from specialized commercial space, the mixed-use commercial space has two or more types of high-density commercial activities at the same time and has no obvious dominant commercial activity type.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41a2b9f elementor-widget elementor-widget-image\" data-id=\"41a2b9f\" 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=\"716\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.48.14-PM-1024x716.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-8443403 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8443403\" 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-123c769\" data-id=\"123c769\" 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-75a779c elementor-widget elementor-widget-text-editor\" data-id=\"75a779c\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Daily Commercial Space<br \/><\/strong>The density of snacks, tabacchi, sports facilities, and personal care services are significantly higher than that of other activities. The overall density structure are proportional to the global average radar curve.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cbf91d elementor-widget elementor-widget-image\" data-id=\"8cbf91d\" 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=\"700\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.47.51-PM-1024x700.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-56667aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"56667aa\" 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-4617d0e\" data-id=\"4617d0e\" 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-7bb342d elementor-widget elementor-widget-text-editor\" data-id=\"7bb342d\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Specialized Commercial Space<\/strong><br \/>It includes two sub-categories: leisure activity aggregation space and car service aggregation space. In this kind of commercial space, one or two types of activities play a dominant role, while the density of other activities types is much lower than the average density.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59a3aec elementor-widget elementor-widget-image\" data-id=\"59a3aec\" 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=\"943\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.47.58-PM-1024x943.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-03871bb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"03871bb\" 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-d5ae977\" data-id=\"d5ae977\" 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-d2440a0 elementor-widget elementor-widget-text-editor\" data-id=\"d2440a0\" 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 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><div class=\"page\" title=\"Page 5\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><strong>Low Density Commercial Space<\/strong><br \/>In this category, the densities of all types of commercial activities are very low. The majority lands of this category are located in the periphery area of Milan.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f97de7 elementor-widget elementor-widget-image\" data-id=\"3f97de7\" 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=\"575\" height=\"1024\" src=\"https:\/\/weijiabin.xyz\/wp-content\/uploads\/2022\/06\/Screen-Shot-2022-06-13-at-6.48.33-PM-575x1024.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-00eb191 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"00eb191\" 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-ea3afc1\" data-id=\"ea3afc1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\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 aims to classify the land use types in the city with hierarchical agglomerative clustering algorithm. The study is part of my Master degree thesis at Politecnico di Milano supervised by Prof. Eugenio Morello and Prof. Zhiqiang Siegfried Wu. The second part of the study could be found here. To date, urban land bears [&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":[19,33,22,28,25],"class_list":["post-768","post","type-post","status-publish","format-standard","hentry","category-ai-ml","category-data-analytics-visualization","tag-data-driven","tag-machine-learning","tag-physicaldigital-hybrid","tag-urban-economics","tag-urban-planning","entry"],"_links":{"self":[{"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts\/768","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=768"}],"version-history":[{"count":37,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts\/768\/revisions"}],"predecessor-version":[{"id":1457,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=\/wp\/v2\/posts\/768\/revisions\/1457"}],"wp:attachment":[{"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=768"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=768"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/weijiabin.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=768"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}