 {"id":1522,"date":"2026-07-01T15:40:26","date_gmt":"2026-07-01T15:40:26","guid":{"rendered":"https:\/\/sola.kau.se\/deprimap\/?p=1522"},"modified":"2026-07-04T11:39:43","modified_gmt":"2026-07-04T11:39:43","slug":"2026-cain-workshop","status":"publish","type":"post","link":"https:\/\/sola.kau.se\/deprimap\/2026\/07\/01\/2026-cain-workshop\/","title":{"rendered":"DEPRIMAP at the 2026 Nordic Workshop on AI for Climate"},"content":{"rendered":"<h3>DEPRIMAP at the 2026 Nordic Workshop on AI for Climate<\/h3>\n<p>Sai Ganesh Veeravalli represented DEPRIMAP at the 2nd Nordic Workshop on AI for Climate, held in Copenhagen on 26 June 2026 and organised by <a href=\"https:\/\/climateainordics.com\/\" target=\"_blank\" rel=\"noopener\">Climate AI Nordics<\/a>.\u00a0 He gave an invited talk and presented a poster based on the upcoming Nature Cities paper, which is currently in press.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage1-1024x549.jpg\" alt=\"\" class=\"wp-image-1524\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage1-1024x549.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage1-300x161.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage1-768x411.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage1-1536x823.jpg 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage1.jpg 1807w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>The work introduces a globally consistent, neighbourhood-scale approach for mapping morphological deprivation, the disadvantage written into the physical form of a city: small, densely packed buildings, limited road access and little open space. The City Segment Morphological Deprivation (CSMD) model combines open building, road and population data with supervised learning trained on eight benchmark cities from the IDEABench dataset, and was applied across 5,132 cities in 103 countries in Africa, Asia, and Latin America and the Caribbean.<\/p>\n\n\n\n<p>The analysis estimates that approximately 395 million people, 20.2% of the urban population covered, live in morphologically deprived city segments. More than one-third of them, around 136 million, live in small and medium cities rather than in the large metropolitan areas that usually dominate urban and climate debates. Positioned as a screening layer that can be combined with flood and heat exposure data, the framework supports more equitable targeting of climate adaptation and monitoring under SDG 11.1.1.<\/p>\n\n\n\n<p>CSMD Data link: <a href=\"https:\/\/zenodo.org\/records\/20486977\">https:\/\/zenodo.org\/records\/20486977<\/a><\/p>\n\n\n\n<p>CSMD Code link: <a href=\"https:\/\/github.com\/saiga143\/citysegmentdeprivation\">https:\/\/github.com\/saiga143\/citysegmentdeprivation<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage2-1024x538.jpg\" alt=\"\" class=\"wp-image-1525\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage2-1024x538.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage2-300x158.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage2-768x404.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage2-1536x808.jpg 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/collage2.jpg 1877w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p>The team thanks the Climate AI Nordics organisers, and Aleksis in particular, for offering an oral slot for this topic alongside the poster, and everyone who engaged with the work during the poster session.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1919\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-scaled.jpg\" alt=\"\" class=\"wp-image-1527\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-scaled.jpg 2560w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-300x225.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-1024x768.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-768x576.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-1536x1152.jpg 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/07\/20260626_122928-edited-2048x1536.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-horizontal is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-fed30749 wp-block-group-is-layout-flex\"><div style=\"margin-bottom:6px;\" class=\"aligncenter is-style-rounded is-style-rounded--1 wp-block-site-logo\"><a href=\"https:\/\/sola.kau.se\/deprimap\/\" class=\"custom-logo-link\" rel=\"home\"><img loading=\"lazy\" decoding=\"async\" width=\"173\" height=\"173\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon.png\" class=\"custom-logo\" alt=\"DEPRIMAP\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon.png 512w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon-300x300.png 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon-150x150.png 150w\" sizes=\"auto, (max-width: 173px) 100vw, 173px\" \/><\/a><\/div>\n\n\n<div style=\"height:100px;width:75px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-6db97022\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"44\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-300x44.png\" alt=\"\" class=\"wp-image-859\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-300x44.png 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-1024x149.png 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-768x112.png 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-1536x223.png 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo.png 2000w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n\n\n<div style=\"height:100px;width:75px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-6db97022\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-medium is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-300x300.jpg\" alt=\"\" class=\"wp-image-860\" style=\"width:201px;height:auto\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-300x300.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-1024x1024.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-150x150.jpg 150w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-768x768.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo.jpg 1181w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Sai Ganesh Veeravalli represented DEPRIMAP at the 2nd Nordic Workshop on AI for Climate, held in Copenhagen on 26 June 2026 and organised by Climate AI Nordics.\u00a0 He gave an invited talk and presented a poster based on the upcoming Nature Cities paper, which is currently in press.<\/p>\n","protected":false},"author":6018,"featured_media":1523,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,15],"tags":[26,50,49,7,11],"class_list":["post-1522","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-conferences","category-workshops","tag-climate-ai-nordics","tag-oral-presentation","tag-poster-presentation","tag-sai-ganesh-veeravalli","tag-workshop"],"_links":{"self":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts\/1522","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/users\/6018"}],"replies":[{"embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/comments?post=1522"}],"version-history":[{"count":2,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts\/1522\/revisions"}],"predecessor-version":[{"id":1529,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts\/1522\/revisions\/1529"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/media\/1523"}],"wp:attachment":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/media?parent=1522"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/categories?post=1522"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/tags?post=1522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}