{"id":636,"date":"2025-10-01T10:25:21","date_gmt":"2025-10-01T09:25:21","guid":{"rendered":"https:\/\/research.dblue.it\/trusty\/?post_type=avada_portfolio&#038;p=636"},"modified":"2025-10-01T11:50:04","modified_gmt":"2025-10-01T10:50:04","slug":"conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study","status":"publish","type":"avada_portfolio","link":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/","title":{"rendered":"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study"},"content":{"rendered":"<p data-start=\"580\" data-end=\"1147\">This paper investigates decision-making in Air Traffic Control (ATC) and explores how Machine Learning (ML), Explainable AI (XAI), and visualization tools can enhance transparency and decision support. The study addresses challenges in AI adoption, focusing on user trust, acceptance, and alignment with human reasoning. By providing interpretable explanations and reliable AI outputs, the research demonstrates ways to support air traffic controllers in safety-critical scenarios, contributing to safer and more effective Air Traffic Management.<\/p>\n<p data-start=\"1149\" data-end=\"1332\">This work was presented in the proceedings of the 16th International Conference on Agents and Artificial Intelligence (ICAART 2024), held in Rome, Italy from 24 to 26 February 2024.<\/p>\n<p data-start=\"1149\" data-end=\"1332\">Link\/DOI:<a href=\"https:\/\/www.scitepress.org\/ProceedingsDetails.aspx?ID=QOCP\/8\/L\/Sg=&amp;t=1\"> 10.5220\/0012471900003636<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This paper investigates decision-making in Air Traffic Control (ATC) and explores how Machine Learning (ML), Explainable AI (XAI), and visualization tools can enhance transparency and decision support. The study addresses challenges in AI adoption, focusing on user trust, acceptance, and alignment with human reasoning. By providing interpretable explanations and reliable  [&#8230;]<\/p>\n","protected":false},"author":19,"featured_media":657,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"footnotes":""},"portfolio_category":[4],"portfolio_skills":[],"portfolio_tags":[],"class_list":["post-636","avada_portfolio","type-avada_portfolio","status-publish","format-standard","has-post-thumbnail","hentry","portfolio_category-scientific-publications"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study - TRUSTY<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study - TRUSTY\" \/>\n<meta property=\"og:description\" content=\"This paper investigates decision-making in Air Traffic Control (ATC) and explores how Machine Learning (ML), Explainable AI (XAI), and visualization tools can enhance transparency and decision support. The study addresses challenges in AI adoption, focusing on user trust, acceptance, and alignment with human reasoning. By providing interpretable explanations and reliable [...]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/\" \/>\n<meta property=\"og:site_name\" content=\"TRUSTY\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-01T10:50:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/research.dblue.it\/trusty\/wp-content\/uploads\/sites\/16\/2025\/10\/5.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2240\" \/>\n\t<meta property=\"og:image:height\" content=\"1260\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/\",\"url\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/\",\"name\":\"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study - TRUSTY\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/wp-content\\\/uploads\\\/sites\\\/16\\\/2025\\\/10\\\/5.png\",\"datePublished\":\"2025-10-01T09:25:21+00:00\",\"dateModified\":\"2025-10-01T10:50:04+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/#primaryimage\",\"url\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/wp-content\\\/uploads\\\/sites\\\/16\\\/2025\\\/10\\\/5.png\",\"contentUrl\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/wp-content\\\/uploads\\\/sites\\\/16\\\/2025\\\/10\\\/5.png\",\"width\":2240,\"height\":1260},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Portfolio\",\"item\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/portfolio-items\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/#website\",\"url\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/\",\"name\":\"TRUSTY\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/research.dblue.it\\\/trusty\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study - TRUSTY","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/","og_locale":"en_GB","og_type":"article","og_title":"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study - TRUSTY","og_description":"This paper investigates decision-making in Air Traffic Control (ATC) and explores how Machine Learning (ML), Explainable AI (XAI), and visualization tools can enhance transparency and decision support. The study addresses challenges in AI adoption, focusing on user trust, acceptance, and alignment with human reasoning. By providing interpretable explanations and reliable [...]","og_url":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/","og_site_name":"TRUSTY","article_modified_time":"2025-10-01T10:50:04+00:00","og_image":[{"width":2240,"height":1260,"url":"https:\/\/research.dblue.it\/trusty\/wp-content\/uploads\/sites\/16\/2025\/10\/5.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Estimated reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/","url":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/","name":"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study - TRUSTY","isPartOf":{"@id":"https:\/\/research.dblue.it\/trusty\/#website"},"primaryImageOfPage":{"@id":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/#primaryimage"},"image":{"@id":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/#primaryimage"},"thumbnailUrl":"https:\/\/research.dblue.it\/trusty\/wp-content\/uploads\/sites\/16\/2025\/10\/5.png","datePublished":"2025-10-01T09:25:21+00:00","dateModified":"2025-10-01T10:50:04+00:00","breadcrumb":{"@id":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/#primaryimage","url":"https:\/\/research.dblue.it\/trusty\/wp-content\/uploads\/sites\/16\/2025\/10\/5.png","contentUrl":"https:\/\/research.dblue.it\/trusty\/wp-content\/uploads\/sites\/16\/2025\/10\/5.png","width":2240,"height":1260},{"@type":"BreadcrumbList","@id":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/conference-paper-examining-decision-making-in-air-traffic-control-enhancing-transparency-and-decision-support-through-machine-learning-explanation-and-visualization-a-case-study\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/research.dblue.it\/trusty\/"},{"@type":"ListItem","position":2,"name":"Portfolio","item":"https:\/\/research.dblue.it\/trusty\/portfolio-items\/"},{"@type":"ListItem","position":3,"name":"Conference Paper \u2013 Examining Decision-Making in Air Traffic Control: Enhancing Transparency and Decision Support Through Machine Learning, Explanation, and Visualization: A Case Study"}]},{"@type":"WebSite","@id":"https:\/\/research.dblue.it\/trusty\/#website","url":"https:\/\/research.dblue.it\/trusty\/","name":"TRUSTY","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/research.dblue.it\/trusty\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"}]}},"_links":{"self":[{"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/avada_portfolio\/636","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/avada_portfolio"}],"about":[{"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/types\/avada_portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/comments?post=636"}],"version-history":[{"count":1,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/avada_portfolio\/636\/revisions"}],"predecessor-version":[{"id":637,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/avada_portfolio\/636\/revisions\/637"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/media\/657"}],"wp:attachment":[{"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/media?parent=636"}],"wp:term":[{"taxonomy":"portfolio_category","embeddable":true,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/portfolio_category?post=636"},{"taxonomy":"portfolio_skills","embeddable":true,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/portfolio_skills?post=636"},{"taxonomy":"portfolio_tags","embeddable":true,"href":"https:\/\/research.dblue.it\/trusty\/wp-json\/wp\/v2\/portfolio_tags?post=636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}