{"id":66280,"date":"2026-08-05T15:29:37","date_gmt":"2026-08-05T22:29:37","guid":{"rendered":"https:\/\/silvaco.com\/%eb%b6%84%eb%a5%98%eb%90%98%ec%a7%80-%ec%95%8a%ec%9d%8c\/ai-powered-surrogates-from-process-geometry-to-i%e2%80%91v-curves\/"},"modified":"2026-08-06T14:11:12","modified_gmt":"2026-08-06T21:11:12","slug":"ai-powered-surrogates-from-process-geometry-to-i%e2%80%91v-curves","status":"publish","type":"post","link":"https:\/\/silvaco.com\/ko\/webinars-ko\/ai-powered-surrogates-from-process-geometry-to-i%e2%80%91v-curves\/","title":{"rendered":"AI-Powered Surrogates: From Process Geometry to I\u2011V Curves"},"content":{"rendered":"<div id='template_slider'  class='avia-fullwidth-slider main_color avia-shadow   avia-builder-el-0  el_before_av_section  avia-builder-el-first   container_wrap fullsize' style=' '  ><div   data-size='no scaling'  data-lightbox_size='large'  data-animation='slide'  data-conditional_play=''  data-ids='3925'  data-video_counter='0'  data-autoplay='false'  data-bg_slider='false'  data-slide_height=''  data-handle='av_slideshow_full'  data-interval='5'  data-class=' '  data-el_id=''  data-css_id=''  data-scroll_down=''  data-control_layout='av-control-default'  data-custom_markup=''  data-perma_caption=''  data-autoplay_stopper=''  data-image_attachment=''  data-min_height='110px'  data-lazy_loading='disabled'  data-src=''  data-position='top left'  data-repeat='no-repeat'  data-attach='scroll'  data-stretch=''  class='avia-slideshow avia-slideshow-1  av-control-default av-default-height-applied avia-slideshow-no scaling av_slideshow_full   avia-slide-slider '  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><ul class='avia-slideshow-inner ' style='padding-bottom: 10.46875%;' ><li  class=' av-single-slide slide-1 ' ><div data-rel='slideshow-1' class='avia-slide-wrap '   ><div class = \"caption_fullwidth av-slideshow-caption caption_bottom\"><div class = \"container caption_container\"><div class = \"slideshow_caption\"><div class = \"slideshow_inner_caption\"><div class = \"slideshow_align_caption\"><h2  style='font-size:50px; ' class='avia-caption-title   av-small-font-size-overwrite av-small-font-size-36 av-mini-font-size-overwrite av-mini-font-size-24'  itemprop=\"name\" >Webinars<\/h2><\/div><\/div><\/div><\/div><\/div><img decoding=\"async\" class=\"wp-image-18678 avia-img-lazy-loading-not-18678\"  src=\"https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar.jpg\" width=\"1920\" height=\"201\" title='Banner Blue' alt=''  itemprop=\"thumbnailUrl\"  style='min-height:110px; min-width:1051px; ' srcset=\"https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar.jpg 1920w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-300x31.jpg 300w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-1030x108.jpg 1030w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-768x80.jpg 768w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-1536x161.jpg 1536w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-1500x157.jpg 1500w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-705x74.jpg 705w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-43x5.jpg 43w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-63x7.jpg 63w, https:\/\/silvaco.com\/wp-content\/uploads\/2018\/12\/Webinar-48x5.jpg 48w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/div><\/li><\/ul><\/div><\/div>\n<div id='av_section_1'  class='avia-section main_color avia-section-small avia-no-border-styling  avia-bg-style-scroll  avia-builder-el-1  el_after_av_slideshow_full  avia-builder-el-last   container_wrap fullsize' style='background-color: #ffffff;  margin-top:0px; margin-bottom:0px; '  ><div class='container' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-66280'><div class='entry-content-wrapper clearfix'>\n<div class='flex_column_table av-equal-height-column-flextable -flextable' style='margin-top:20px; margin-bottom:0px; '><div class=\"flex_column av_three_fourth  flex_column_table_cell av-equal-height-column av-align-top first  avia-builder-el-2  el_before_av_one_fourth  avia-builder-el-first  \" style='padding:0px 0px 0px 0px ; border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><h1>AI-Powered Surrogates: From Process Geometry to I\u2011V Curves<\/h1>\n<h4><strong>Abstract<\/strong><\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-66251 alignright\" src=\"https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image.png\" alt=\"\" width=\"319\" height=\"97\" srcset=\"https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image.png 500w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image-300x91.png 300w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image-495x152.png 495w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image-43x13.png 43w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image-63x19.png 63w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/090326webinar_focus_image-48x15.png 48w\" sizes=\"(max-width: 319px) 100vw, 319px\" \/>Modern semiconductor development requires rapid exploration of large design spaces while maintaining the predictive accuracy of physics-based simulation. In this webinar, we demonstrate how to create interactive surrogates using FTCO workflows combining multiphysics simulations, data analytics and machine learning. FTCO enables engineers to transform simulation data into compact surrogate models that can be evaluated in real time for design exploration, optimization, and what-if analysis.<\/p>\n<p>The webinar begins with the preparation of Design of Experiments (DOE) projects and the extraction of geometric and electrical response data from multiphysics TCAD simulations. We then show how structural surrogates can be generated from process simulation results, enabling interactive visualization of geometry evolution as process parameters vary. Next, we demonstrate electrical surrogates, where complete I\u2011V curves and device metrics are modeled and reproduced in real time.<\/p>\n<p>Attendees will learn how machine-learning-assisted model generation, SHAP-based feature selection, prediction profilers, desirability optimization, and shareable XML model cards can dramatically reduce turnaround time while preserving insights from detailed multiphysics simulations. The result is a practical workflow for accelerating process development, device optimization, and manufacturing-aware technology exploration.<\/p>\n<h4><strong>What You Will Learn<\/strong><\/h4>\n<ul>\n<li>How to generate surrogates from multiphysics simulations<\/li>\n<li>How to build structural surrogates from process simulation data<\/li>\n<li>How to create electrical surrogates that reproduce complete I\u2011V behavior<\/li>\n<li>How to perform feature selection, surrogate model generation, and optimization<\/li>\n<li>How to deploy and share across teams and computing environments<\/li>\n<\/ul>\n<\/div><\/section><br \/>\n<div   class='hr hr-default   avia-builder-el-4  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><h2>Presenter<\/h2>\n<\/div><\/section><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p><strong><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-66255 alignleft\" src=\"https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/Christian_Caillat.jpg\" alt=\"\" width=\"122\" height=\"129\" srcset=\"https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/Christian_Caillat.jpg 213w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/Christian_Caillat-35x37.jpg 35w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/Christian_Caillat-52x55.jpg 52w, https:\/\/silvaco.com\/wp-content\/uploads\/2026\/08\/Christian_Caillat-45x48.jpg 45w\" sizes=\"(max-width: 122px) 100vw, 122px\" \/>Dr. Christian Caillat<\/strong><br \/>\n<strong> Senior Staff CAE, Silvaco<\/strong><\/p>\n<p>Dr. Christian Caillat is based in Boise, ID. Prior to joining Silvaco in June 2023, he was with Micron Technology for 13 years, where he contributed to various projects including emerging memory program collaboration with imec, 3D NAND Cell team lead, and advanced memory modeling. Dr. Caillat holds an engineering degree in Electronics and a PhD in Microelectronics from the National Polytechnical Institute of Grenoble (France).<\/p>\n<\/div><\/section><br \/>\n<div   class='hr hr-default   avia-builder-el-7  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><h3>WHO SHOULD ATTEND:<\/h3>\n<\/div><\/section><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p>Process engineers, design engineers, application engineers, product engineers fab engineers, and engineering management.<\/p>\n<\/div><\/section><\/p><\/div><div class='av-flex-placeholder'><\/div><div class=\"flex_column av_one_fourth  flex_column_table_cell av-equal-height-column av-align-top   avia-builder-el-10  el_after_av_three_fourth  avia-builder-el-last  \" style='padding:0px 0px 0px 0px ; border-radius:0px; '><p><section class=\"av_textblock_section \"  id=\"date\"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p><strong>When:<\/strong> September 3, 2026<br \/>\n<strong>Where:<\/strong> Online<br \/>\n<strong>Time:<\/strong> 10:00 Santa Clara<br \/>\n<strong>Time:<\/strong> 11:00 Paris<br \/>\n<strong>Time:<\/strong> 10:00 Beijing<br \/>\n<strong>Language:<\/strong> English<\/p>\n<\/div><\/section><br \/>\n<div   class='hr hr-default   avia-builder-el-12  el_after_av_textblock  el_before_av_codeblock '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div><br \/>\n<br \/>\n<div  class='avia-button-wrap avia-button-center  avia-builder-el-14  el_after_av_codeblock  el_before_av_hr  mfp-hide' ><a href='\/dynamicweb\/jsp\/downloads\/DownloadDocStepsAction.do?req=silen-download&amp;nm=Machine_Learning_in_the_EDA_Specific_Domain.mp4&amp;prefixname=video'  class='avia-button  avia-color-grey   avia-icon_select-no avia-size-small avia-position-center '   ><span class='avia_iconbox_title' >Register to View Archive<\/span><\/a><\/div><br \/>\n<div   class='hr hr-default   avia-builder-el-15  el_after_av_button  avia-builder-el-last '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div><\/p><\/div><\/div><!--close column table wrapper. Autoclose: 1 -->\n","protected":false},"excerpt":{"rendered":"<p><b>Registration Now Open<\/b><\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7574,7571],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.0 (Yoast SEO v24.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI-Powered Surrogates: From Process Geometry to I-V Curves<\/title>\n<meta name=\"description\" content=\"Learn how FTCO transforms TCAD simulation data into AI-powered surrogate models for real-time design exploration.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/silvaco.com\/ko\/webinars-ko\/ai-powered-surrogates-from-process-geometry-to-i\u2011v-curves\/\" \/>\n<meta property=\"og:locale\" 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