{"id":1558,"date":"2022-06-27T19:54:19","date_gmt":"2022-06-27T19:54:19","guid":{"rendered":"https:\/\/ieeecscai.wpengine.com\/2023\/?page_id=1558"},"modified":"2023-01-21T16:36:08","modified_gmt":"2023-01-21T16:36:08","slug":"verticals","status":"publish","type":"page","link":"https:\/\/cai.ieee.org\/2023\/verticals\/","title":{"rendered":"Verticals"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1558\" class=\"elementor elementor-1558\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7424d98 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"7424d98\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:&quot;1119&quot;,&quot;url&quot;:&quot;https:\\\/\\\/ieeecscai.wpengine.com\\\/2023\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/02\\\/bannerimage.png&quot;}],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\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-7da52a9\" data-id=\"7da52a9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c3ac8c8 elementor-widget elementor-widget-heading\" data-id=\"c3ac8c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Verticals<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c9c0332 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c9c0332\" data-element_type=\"section\" data-e-type=\"section\">\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-8355d2b\" data-id=\"8355d2b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fc9ebc7 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"fc9ebc7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-clinic-medical\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">AI in Healthcare\/Life Sciences<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-1172141 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1172141\" data-element_type=\"section\" data-e-type=\"section\">\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-b98cfa4\" data-id=\"b98cfa4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7b1aa8a elementor-widget elementor-widget-text-editor\" data-id=\"7b1aa8a\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400\">The advent of genomics and personalized medicine has generated tremendous volumes of data at different biological scales with a need for improved decision-making to assist medical practitioners. The relationships between genotype, phenotype, and environment require a large-scale AI approach to tease out critical relationships relative to disease. However, this same opportunity comes with concerns for privacy and data security. Furthermore, many other medical issues can benefit from the use of AI, including personnel allocation and scheduling, automated sensing, improved medical devices and manufacturing processes, and supply chain optimization.<\/span><\/p>\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-b513d21 elementor-button-info elementor-widget elementor-widget-button\" data-id=\"b513d21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ieeecscai.wpengine.com\/2023\/ai-for-healthcare\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">READ MORE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-9d4f672 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9d4f672\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-dc2416e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc2416e\" data-element_type=\"section\" data-e-type=\"section\">\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-0eb949b\" data-id=\"0eb949b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0673e69 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"0673e69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-fighter-jet\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">AI in Transportation\/Aerospace<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-70d41aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"70d41aa\" data-element_type=\"section\" data-e-type=\"section\">\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-6a9172c\" data-id=\"6a9172c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e97632e elementor-widget elementor-widget-text-editor\" data-id=\"e97632e\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400\">Today&#8217;s growing, dynamic, global transportation system includes many important AI application areas from autonomous cars and trucks to unmanned aircraft and spacecraft. Indeed, in long-duration space missions, the communication times are such that AI is required to perform smart decision-making in real-time without the need for confirmation from Earth-bound controllers. This vertical will focus on several areas including:<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Optimal design of aerospace systems using AI.<\/span><\/i><\/p><p><i><span style=\"font-weight: 400\">&#8211; Routing, scheduling, and energy minimization of large- and small-scale transportation systems.<\/span><\/i><\/p><p><i><span style=\"font-weight: 400\">&#8211; Effective use of deep learning for autonomous driving.<\/span><\/i><\/p><p><i><span style=\"font-weight: 400\">&#8211; Autonomous decision-making in long-term space flight with and without human-in-the-loop management<\/span><\/i><b><i>.<\/i><\/b><\/p>\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-84d08eb elementor-button-info elementor-widget elementor-widget-button\" data-id=\"84d08eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ieeecscai.wpengine.com\/2023\/ai-in-transportation-aerospace\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">READ MORE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-ba7e5e0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ba7e5e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-b03b2c3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b03b2c3\" data-element_type=\"section\" data-e-type=\"section\">\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-555ec56\" data-id=\"555ec56\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a6e9b75 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"a6e9b75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-lightbulb\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">AI for Energy<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-8ad2785 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8ad2785\" data-element_type=\"section\" data-e-type=\"section\">\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-bf4c970\" data-id=\"bf4c970\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f88a949 elementor-widget elementor-widget-text-editor\" data-id=\"f88a949\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400\">AI tools have a noticeable impact on energy sector[1]<\/span><span style=\"font-weight: 400\">,<\/span><span style=\"font-weight: 400\">[2]<\/span><span style=\"font-weight: 400\">, and can be used in:<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Power load forecasting. <\/span><\/i><span style=\"font-weight: 400\">AI can provide precise load forecasting needed to handle widespread price variability due to changes in consumption and the use of renewable energy.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Power generation forecast of renewable energy to improve agility and resilience.<\/span><\/i> <span style=\"font-weight: 400\">Renewable energy tends to be intermittent and variable when produced by cooperatives and prosumers. AI-based automation can identify grid vulnerabilities and reroute automatically.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Smart Grid Control. <\/span><\/i><span style=\"font-weight: 400\">AI can generate outage alerts before they happen; they can improve automated switching by predicting grid imbalances and differentiate between brief power interruptions and full-on outages; and can generate optimized power yield and more flexible demand-side management to reduce peaks in energy demand.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Power Network Security Protection. <\/span><\/i><span style=\"font-weight: 400\">We can<\/span> <span style=\"font-weight: 400\">improve security<\/span> <span style=\"font-weight: 400\">by<\/span> <span style=\"font-weight: 400\">detecting network attack features, malware, and intrusion and by providing network security protection for power systems<\/span><i><span style=\"font-weight: 400\">.<\/span><\/i><\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-84e56c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84e56c8\" data-element_type=\"section\" data-e-type=\"section\">\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-166d250\" data-id=\"166d250\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc66932 elementor-button-info elementor-widget elementor-widget-button\" data-id=\"cc66932\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ieeecscai.wpengine.com\/2023\/ai-for-energy\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">READ MORE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-6998ec0 elementor-widget elementor-widget-text-editor\" data-id=\"6998ec0\" data-element_type=\"widget\" data-e-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\t\t<p style=\"padding-left: 40px\"><span style=\"font-weight: 400\">[1] <\/span><span style=\"font-weight: 400\">Jian Jiao, Application and prospect of artificial intelligence in smart grid, 2020 IOP Conf. Ser.: Earth Environ. Sci. 510 022012<\/span><\/p><p style=\"padding-left: 40px\"><span style=\"font-weight: 400\">[2]<\/span> <span style=\"font-weight: 400\">SAP Insights: The smart grid: How AI is powering today\u2019s energy technologies.\u00a0 https:\/\/www.sap.com\/insights.html<\/span><\/p>\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-7394f31 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7394f31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-90ea010 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"90ea010\" data-element_type=\"section\" data-e-type=\"section\">\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-60a64c8\" data-id=\"60a64c8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3ef5544 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3ef5544\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/ieeecscai.wpengine.com\/2023\/industrial-ai\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-industry\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Industrial AI (PHM, Digital Twins, etc...)<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-5453e65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5453e65\" data-element_type=\"section\" data-e-type=\"section\">\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-b9fce35\" data-id=\"b9fce35\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2a9f1bf elementor-widget elementor-widget-text-editor\" data-id=\"2a9f1bf\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400\">Today\u2019s industrial machines are hyper-connected to the Industrial Internet of Things (IIoT) and have highly capable Edge computing. As a result, they constantly generate a wealth of diverse data that needs to be analyzed and consumed by other machines or human operators. This requires advanced descriptive, predictive, and prescriptive analytics, often combining physics-based and data-driven models. The vertical on Industrial AI will explore:<\/span><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 \u00a0 \u00a0 <\/span><i><span style=\"font-weight: 400\">Robust Cyber-security, to protect deployed AI systems from being breached for blackmailing, sabotage, or industrial espionage.<\/span><\/i><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 \u00a0 \u00a0 <\/span><i><span style=\"font-weight: 400\">Effective use of Digital Twins,<\/span><\/i> <i><span style=\"font-weight: 400\">to provide reliable, actionable information.<\/span><\/i><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 \u00a0 \u00a0 <\/span><i><span style=\"font-weight: 400\">Comprehensive Prognostics and Health Management for industrial assets in Aviation, Oil &amp; Gas, and Power Generation,<\/span><\/i> <i><span style=\"font-weight: 400\">to reduce\/eliminate unplanned maintenance events.<\/span><\/i><\/p>\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-1297140 elementor-button-info elementor-widget elementor-widget-button\" data-id=\"1297140\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ieeecscai.wpengine.com\/2023\/industrial-ai\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">READ MORE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-dfc231d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"dfc231d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-d6b922c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d6b922c\" data-element_type=\"section\" data-e-type=\"section\">\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-b084c0e\" data-id=\"b084c0e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2ccd881 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2ccd881\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/ieeecscai.wpengine.com\/2023\/ai-for-earth-system-ds\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe-americas\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">AI for Earth Systems Decision Support<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-159bf23 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"159bf23\" data-element_type=\"section\" data-e-type=\"section\">\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-6666604\" data-id=\"6666604\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78c06a0 elementor-widget elementor-widget-text-editor\" data-id=\"78c06a0\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400\">As our climate changes, weather events and phenomena such as drought and wildfire impact many industries, which are then forced to manage the associated risks. The Earth System has complex processes on a wide range of length and time scales, which makes AI a critical tool to predict the impacts<\/span> <span style=\"font-weight: 400\">of these complex events on industries such as:<\/span><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 <\/span> <i><span style=\"font-weight: 400\">Power utilities:<\/span><\/i> <i><span style=\"font-weight: 400\">Energy system management and optimization, generation, and transmission.<\/span><\/i><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 <\/span> <i><span style=\"font-weight: 400\">Agriculture: Management of crops to maximize yield.<\/span><\/i><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 <\/span> <i><span style=\"font-weight: 400\">Insurance: Management of risks associated with natural disasters.<\/span><\/i><\/p><p><span style=\"font-weight: 400\">&#8211;<\/span><span style=\"font-weight: 400\">\u00a0 <\/span> <i><span style=\"font-weight: 400\">Civil Engineering: Design of resilient infrastructure, including transportation and logistics.<\/span><\/i><\/p>\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-ceef193 elementor-button-info elementor-widget elementor-widget-button\" data-id=\"ceef193\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ieeecscai.wpengine.com\/2023\/ai-for-earth-system-ds\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">READ MORE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-5613c4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5613c4e\" data-element_type=\"section\" data-e-type=\"section\">\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-da0eb3b\" data-id=\"da0eb3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-054b3d2 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"054b3d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-534bf8b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"534bf8b\" data-element_type=\"section\" data-e-type=\"section\">\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-3715e61\" data-id=\"3715e61\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68bc6c3 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"68bc6c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-handshake\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Societal Implications of AI<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-b3aa3be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b3aa3be\" data-element_type=\"section\" data-e-type=\"section\">\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-256c0f0\" data-id=\"256c0f0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a7644b8 elementor-widget elementor-widget-text-editor\" data-id=\"a7644b8\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400\">To use AI ethically in human-critical applications that could affect well-being, environment, lifestyle, etc., we need to trust the AI systems and those who develop and implement them. <a href=\"https:\/\/www.ai.gov\/strategic-pillars\/advancing-trustworthy-ai\/\" target=\"_blank\" rel=\"noopener\">The National AI Initiative<\/a> <\/span><span style=\"font-weight: 400\">notes:<\/span><\/p><p><i><span style=\"font-weight: 400\">\u201cTo be trustworthy, AI technologies must appropriately reflect characteristics such as accuracy, explainability and interpretability, privacy, reliability, robustness, safety, and security or resilience to attacks \u2013 and ensure that bias is mitigated.\u201d<\/span><\/i><\/p><p><span style=\"font-weight: 400\">This vertical will focus on these characteristics, highlighting their technical and business challenges. The following definitions have been adapted from many sources<\/span><span style=\"font-weight: 400\">[3]<\/span> <span style=\"font-weight: 400\">[4]<\/span> <span style=\"font-weight: 400\">[5]<\/span><span style=\"font-weight: 400\">.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Explainability and Interpretability. <\/span><\/i><span style=\"font-weight: 400\">Understanding is a requirement for developing trust. Explanations are necessary to enhance understanding, trust, and informed decision making. <\/span><i><span style=\"font-weight: 400\">Explainability <\/span><\/i><span style=\"font-weight: 400\">is the extent to which the internal mechanics of a model can be explained in human terms. <\/span><i><span style=\"font-weight: 400\">Interpretability<\/span><\/i><span style=\"font-weight: 400\"> is about the extent to which a cause and effect can be observed within a system.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Transparency.<\/span><\/i> <span style=\"font-weight: 400\">The AI data, system, and business models must be transparent. Humans must be aware when they are interacting with an AI system, and must be informed of its capabilities and limitations. Ultimately, transparency improves traceability and accountability<\/span><i><span style=\"font-weight: 400\">.<\/span><\/i><\/p><p><i><span style=\"font-weight: 400\">&#8211; Privacy, Governance Risk, and Compliance. <\/span><\/i><span style=\"font-weight: 400\">Besides providing privacy and data protection, data governance mechanisms must also be used, to guarantee data quality and integrity, while ensuring legitimized access to data.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Robustness<\/span><\/i><span style=\"font-weight: 400\">, <\/span><i><span style=\"font-weight: 400\">Security\/Resilience to attacks. <\/span><\/i><span style=\"font-weight: 400\">ML algorithms could be vulnerable to novel adversarial inputs. Trustworthy AI systems must have Robustness (the ability to withstand the effects of adversaries), including adversarial threats and attacks.<\/span><\/p><p><i><span style=\"font-weight: 400\">&#8211; Fairness\/Bias.<\/span><\/i><span style=\"font-weight: 400\"> Hidden biases could lead to discrimination and exclusion of underrepresented\/vulnerable groups. To prevent this, AI systems must include proper safeguards against bias and discrimination. Except for when the bias is intrinsic to the ML algorithm (<\/span><i><span style=\"font-weight: 400\">Algorithm Bias<\/span><\/i><span style=\"font-weight: 400\">), biases are usually introduced in the ML model through its training data set: <\/span><i><span style=\"font-weight: 400\">Sample<\/span><\/i> <i><span style=\"font-weight: 400\">Bias<\/span><\/i><span style=\"font-weight: 400\">, <\/span><i><span style=\"font-weight: 400\">Prejudice Bias<\/span><\/i><span style=\"font-weight: 400\">, <\/span><i><span style=\"font-weight: 400\">Measurement Bias<\/span><\/i><span style=\"font-weight: 400\">, and <\/span><i><span style=\"font-weight: 400\">Exclusion Bias<\/span><\/i><span style=\"font-weight: 400\">.<\/span><\/p>\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-e0defbe elementor-button-info elementor-widget elementor-widget-button\" data-id=\"e0defbe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ieeecscai.wpengine.com\/2023\/ethics\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">READ MORE<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-082262c elementor-widget elementor-widget-text-editor\" data-id=\"082262c\" data-element_type=\"widget\" data-e-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\t\t<p style=\"padding-left: 40px\"><span style=\"font-weight: 400\">[3] https:\/\/www.onespan.com\/blog\/trustworthy-ai-why-we-need-it-and-how-achieve-it<\/span><\/p><p style=\"padding-left: 40px\"><span style=\"font-weight: 400\">[4] https:\/\/www.technologyreview.com\/2020\/03\/25\/950291\/trustworthy-ai-is-a-framework-to-help-manage-unique-risk\/<\/span><\/p><p style=\"padding-left: 40px\"><span style=\"font-weight: 400\">[5] https:\/\/digital-strategy.ec.europa.eu\/en\/library\/ethics-guidelines-trustworthy-ai<\/span><\/p><p style=\"padding-left: 40px\"><br style=\"font-weight: 400\" \/><br style=\"font-weight: 400\" \/><\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-a6ccb61 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a6ccb61\" data-element_type=\"section\" data-e-type=\"section\">\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-de4c1e5\" data-id=\"de4c1e5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Verticals AI in Healthcare\/Life Sciences The advent of genomics and personalized medicine has generated tremendous volumes of data at different biological scales with a need for improved decision-making to assist medical practitioners. The relationships between genotype, phenotype, and environment require a large-scale AI approach to tease out critical relationships relative to disease. However, this same [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":"","_members_access_role":[],"_members_access_error":""},"class_list":["post-1558","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/pages\/1558","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/comments?post=1558"}],"version-history":[{"count":0,"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/pages\/1558\/revisions"}],"wp:attachment":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/media?parent=1558"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}