{"id":3789,"date":"2025-04-04T14:45:26","date_gmt":"2025-04-04T14:45:26","guid":{"rendered":"https:\/\/araz.c4i.gmu.edu\/?page_id=3789"},"modified":"2026-06-02T23:31:38","modified_gmt":"2026-06-02T23:31:38","slug":"digital-engineering-tools-for-acquisition-support-a-systematic-approach-for-autonomous-system-acquisition-and-integration-into-sos-via-data-driven-trade-studies-advanced-model-based-tools-for-portfol","status":"publish","type":"page","link":"https:\/\/araz.c4i.gmu.edu\/?page_id=3789","title":{"rendered":"Systems Engineering Architecture for Recombinant AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3789\" class=\"elementor elementor-3789\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-73b6b46 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"73b6b46\" 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-3d4092d\" data-id=\"3d4092d\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-95a0ffb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"95a0ffb\" 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-50 elementor-inner-column elementor-element elementor-element-6c6f478\" data-id=\"6c6f478\" 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-ef6b5c2 elementor-widget elementor-widget-text-editor\" data-id=\"ef6b5c2\" 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 class=\"TextRun SCXW65395273 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">The System Architecture for Recombinant AI (SARAI) task structure <\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">provides<\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> an opportunity to advance the state of the art in Systems Engineering for AI (SE4AI) by enabling<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">quick prototyping, combination, and reuse of data and AI<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">software assets. Our team worked<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">towards the development and integration of a<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">pipeline of AI solutions within the scope of<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">document processing and triage,<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">which is shown relevant for <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">the industry<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">and also<\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> for <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">the<\/span> <span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">academia<\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">. This work<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">provides the basis for <\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">demonstrating<\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> how parallel lines of AI development efforts<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">and legacy works can <\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">benefit<\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> from an underlying system architecture that<\/span> <span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">methodically integrated various AI solutions towards a desired outcome.<\/span><span class=\"NormalTextRun SCXW65395273 BCX8\" data-ccp-parastyle=\"Normal (Web)\">\u00a0<\/span><\/span><span class=\"EOP SCXW65395273 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><div class=\"related-works\">\u00a0<\/div>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d46390a\" data-id=\"d46390a\" 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-d8f27dc elementor-widget elementor-widget-image\" data-id=\"d8f27dc\" data-element_type=\"widget\" data-e-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 fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"283\" src=\"https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/DigitalEngineeringTools-additional-img.png\" class=\"attachment-large size-large wp-image-3954\" alt=\"\" srcset=\"https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/DigitalEngineeringTools-additional-img.png 758w, https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/DigitalEngineeringTools-additional-img-300x133.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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<\/div>\n\t\t<\/section>\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-b85309f elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b85309f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-67dfb0d\" data-id=\"67dfb0d\" 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-951e8c9 elementor-widget elementor-widget-heading\" data-id=\"951e8c9\" 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<h4 class=\"elementor-heading-title elementor-size-medium\">Project Sponsors<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-284cda9 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"284cda9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-f456c65\" data-id=\"f456c65\" 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-b90e02c elementor-skin-carousel elementor-pagination-type-bullets elementor-pagination-position-outside elementor-widget elementor-widget-media-carousel\" data-id=\"b90e02c\" data-element_type=\"widget\" data-e-type=\"widget\" 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aria-label=\"Slides\">\n\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.arlis.umd.edu\/\">\t\t<div class=\"elementor-carousel-image\" role=\"img\" aria-label=\"UMD_ARLIS_left_trans_black_2\" style=\"background-image: url(&#039;https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2025\/04\/UMD_ARLIS_left_trans_black_2.png&#039;)\">\n\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\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\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>The System Architecture for Recombinant AI (SARAI) task structure provides an opportunity to advance the state of the art in Systems Engineering for AI (SE4AI) by enabling quick prototyping, combination, and reuse of data and AI software assets. Our team worked towards the development and integration of a pipeline of AI solutions within the scope [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":3509,"parent":2303,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-3789","page","type-page","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"guten_post_layout_featured_media_urls":{"full":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"thumbnail":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-150x150.png",150,150,true],"medium":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-300x300.png",300,300,true],"medium_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-768x768.png",640,640,true],"large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",640,640,false],"1536x1536":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"2048x2048":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"guten_post_layout_landscape_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-1024x800.png",1024,800,true],"guten_post_layout_portrait_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"guten_post_layout_square_large":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art.png",1024,1024,false],"guten_post_layout_landscape":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x400.png",600,400,true],"guten_post_layout_portrait":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x900.png",600,900,true],"guten_post_layout_square":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-600x600.png",600,600,true],"academix-single-team-thumb":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-360x270.png",360,270,true],"academix-team-thumbnail":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-263x216.png",263,216,true],"academix-event-thumbnail":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-555x370.png",555,370,true],"academix-event-gallery-thumb":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-227x168.png",227,168,true],"academix-blog-thumb":["https:\/\/araz.c4i.gmu.edu\/wp-content\/uploads\/2023\/06\/DALL\u00b7E-2023-03-27-13.00.17-a-UNITED-STATES-high-speed-flight-aerospace-system-in-the-atmosphere-digital-art-100x80.png",100,80,true]},"_links":{"self":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages\/3789","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/araz.c4i.gmu.edu\/index.php?rest_route=%2Fwp%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