{"id":6928,"date":"2025-02-04T16:09:20","date_gmt":"2025-02-05T00:09:20","guid":{"rendered":"https:\/\/dornsife.usc.edu\/spatial\/?page_id=6928"},"modified":"2025-02-04T16:09:20","modified_gmt":"2025-02-05T00:09:20","slug":"a-tri-environmental-geoai-co-design-framework","status":"publish","type":"page","link":"https:\/\/dornsife.usc.edu\/spatial\/los-angeles-geospatial-summit-2025\/a-tri-environmental-geoai-co-design-framework\/","title":{"rendered":"A Tri-environmental GeoAI Co-design Framework"},"content":{"rendered":"\n\n\n\n\n\n  \n    \n\n\n\n\n\n\n<div\n  class=\"cc--component-container cc--rich-text \"\n\n  \n  \n  \n  \n  \n  \n  >\n  <div class=\"c--component c--rich-text\"\n    \n      >\n\n    \n      \n<div class=\"f--field f--wysiwyg\">\n\n    \n  <p><strong>Presenters:<\/strong><br \/>\nShaokun Lyu<br \/>\nQiluo Li<br \/>\nHaiyang Li<\/p>\n<p><strong>University of Southern California<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>&#8220;Environmental and socio-demographic factors play critical roles in shaping public health outcomes. This project applies a tri-environmental GeoAI framework to examine the spatial relationships between environmental exposures, socio-demographic characteristics, and five key health indicators: the prevalence of high blood pressure, coronary heart disease, diabetes, high cholesterol, and obesity. Using fine-grained data from Los Angeles County, we incorporate variables such as housing density, ethnic composition, green space density, water body density, and other built and natural environmental factors to understand their combined impact on health disparities.<\/p>\n<p>Leveraging ArcGIS Pro for geospatial analysis and machine learning methods, including global and local random forest regression models, this study reveals spatial heterogeneity in health outcomes and identifies areas with heightened vulnerability. The project delivers tract-level maps and an analytical framework that can guide policy interventions aimed at addressing health inequities. By integrating environmental, social, and built-environment data, this research offers a replicable and transferable methodology that highlights the interplay of diverse factors influencing public health. The insights gained provide a robust foundation for informed decision-making and equitable policy development, underscoring the potential of GeoAI in tackling complex health challenges.&#8221;<\/p>\n<p>&nbsp;<\/p>\n<p><a class=\"cta-link\" href=\"https:\/\/arcg.is\/159XuO\" target=\"_blank\" rel=\"noopener\">View the StoryMap<\/a><\/p>\n\n\n\n<\/div>\n\n\n  <\/div><\/div>\n\n\n\n          \n  \n    \n\n\n\n\n\n\n<div\n  class=\"cc--component-container cc--link-list \"\n\n  \n  \n  \n  \n  \n  \n  >\n  <div class=\"c--component c--link-list\"\n    \n      >\n\n    \n      <div class=\"header-container\">\n\n                  \n<div class=\"f--field f--section-title\">\n\n    \n  <h2>\n          2025 LA Geospatial Summit\n      <\/h2>\n\n\n<\/div>\n                <\/div>\n  \n      <div class=\"links-container\">\n\n                        \n        \n          \n            <div class=\"column\">\n                <ul>\n                                                                  <li>\n                                \n<div class=\"f--field f--link\">\n\n    \n    \n  \n<a \n  class=\"link\"\n  href= https:\/\/dornsife.usc.edu\/spatial\/los-angeles-geospatial-summit-2025\/\n    aria-label=\"Read more about Summit homepage\"  \n>\n    Summit homepage \n  <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 35 35\" enable-background=\"new 0 0 35 35\" width=\"25\" height=\"25\" xml:space=\"preserve\"><polygon fill-rule=\"evenodd\" clip-rule=\"evenodd\" fill=\"#000\" points=\"19.3,27.5 29.3,17.5,19.3,7.5 16.3,10.4 21.4,15.4 6.7,15.4 6.7,19.6 21.4,19.6 16.3,24.6 \"\/><\/svg>\n<\/a>\n\n\n<\/div>\n\n                                                    <\/li>\n                                                                                        <li>\n                                \n<div class=\"f--field f--link\">\n\n    \n    \n  \n<a \n  class=\"link\"\n  href= https:\/\/dornsife.usc.edu\/spatial\/los-angeles-geospatial-summit-2025\/program\/\n    aria-label=\"Read more about Program\"  \n>\n    Program \n  <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 35 35\" enable-background=\"new 0 0 35 35\" width=\"25\" height=\"25\" xml:space=\"preserve\"><polygon fill-rule=\"evenodd\" clip-rule=\"evenodd\" fill=\"#000\" points=\"19.3,27.5 29.3,17.5,19.3,7.5 16.3,10.4 21.4,15.4 6.7,15.4 6.7,19.6 21.4,19.6 16.3,24.6 \"\/><\/svg>\n<\/a>\n\n\n<\/div>\n\n                                                    <\/li>\n                                                                                        <li>\n                                \n<div class=\"f--field f--link\">\n\n    \n    \n  \n<a \n  class=\"link\"\n  href= https:\/\/dornsife.usc.edu\/spatial\/los-angeles-geospatial-summit-2025\/speakers\/\n    aria-label=\"Read more about Speakers\"  \n>\n    Speakers \n  <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 35 35\" enable-background=\"new 0 0 35 35\" width=\"25\" height=\"25\" xml:space=\"preserve\"><polygon fill-rule=\"evenodd\" clip-rule=\"evenodd\" fill=\"#000\" points=\"19.3,27.5 29.3,17.5,19.3,7.5 16.3,10.4 21.4,15.4 6.7,15.4 6.7,19.6 21.4,19.6 16.3,24.6 \"\/><\/svg>\n<\/a>\n\n\n<\/div>\n\n                                                    <\/li>\n                                                          <\/ul>\n            <\/div>\n\n          \n          \n        \n          \n            <div class=\"column\">\n                <ul>\n                                                                  <li>\n                                \n<div class=\"f--field f--link\">\n\n    \n    \n  \n<a \n  class=\"link\"\n  href= https:\/\/dornsife.usc.edu\/spatial\/los-angeles-geospatial-summit-2025\/storymaps\/\n    aria-label=\"Read more about StoryMaps\"  \n>\n    StoryMaps \n  <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 35 35\" enable-background=\"new 0 0 35 35\" width=\"25\" height=\"25\" xml:space=\"preserve\"><polygon fill-rule=\"evenodd\" clip-rule=\"evenodd\" fill=\"#000\" points=\"19.3,27.5 29.3,17.5,19.3,7.5 16.3,10.4 21.4,15.4 6.7,15.4 6.7,19.6 21.4,19.6 16.3,24.6 \"\/><\/svg>\n<\/a>\n\n\n<\/div>\n\n                                                    <\/li>\n                                                                                        <li>\n                                \n<div class=\"f--field f--link\">\n\n    \n    \n  \n<a \n  class=\"link\"\n  href= https:\/\/dornsife.usc.edu\/spatial\/los-angeles-geospatial-summit-2025\/sponsors\/\n    aria-label=\"Read more about Sponsors\"  \n>\n    Sponsors \n  <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 35 35\" enable-background=\"new 0 0 35 35\" width=\"25\" height=\"25\" xml:space=\"preserve\"><polygon fill-rule=\"evenodd\" clip-rule=\"evenodd\" fill=\"#000\" points=\"19.3,27.5 29.3,17.5,19.3,7.5 16.3,10.4 21.4,15.4 6.7,15.4 6.7,19.6 21.4,19.6 16.3,24.6 \"\/><\/svg>\n<\/a>\n\n\n<\/div>\n\n                                                    <\/li>\n                                                          <\/ul>\n            <\/div>\n\n          \n          \n        \n\n\n\n    <\/div>\n  \n\n  <\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":211,"featured_media":6929,"parent":6306,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-6928","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast 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