{"id":46067,"date":"2025-04-11T04:09:51","date_gmt":"2025-04-11T11:09:51","guid":{"rendered":"https:\/\/www.cohu.com\/?page_id=46067"},"modified":"2025-08-18T11:21:51","modified_gmt":"2025-08-18T18:21:51","slug":"case-studies","status":"publish","type":"page","link":"https:\/\/www.cohu.com\/tignis\/case-studies","title":{"rendered":"Case Studies"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m7thgqe7-372ffe7e55c8df375138f5eef9c18709\">\n.avia-section.av-m7thgqe7-372ffe7e55c8df375138f5eef9c18709 .av-parallax .av-parallax-inner{\nbackground-repeat:no-repeat;\nbackground-image:url(\/wp-content\/uploads\/2025\/03\/disk-wafer.jpg);\nbackground-position:50% 50%;\nbackground-attachment:scroll;\n}\n.avia-section.av-m7thgqe7-372ffe7e55c8df375138f5eef9c18709 .av-section-color-overlay{\nopacity:0.4;\nbackground-color:#000000;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-m7thgqe7-372ffe7e55c8df375138f5eef9c18709 main_color avia-section-default avia-no-border-styling  avia-builder-el-0  el_before_av_section  avia-builder-el-first  av-parallax-section avia-bg-style-parallax av-section-color-overlay-active av-minimum-height av-minimum-height-25 av-height-25  container_wrap fullsize'  data-section-bg-repeat='no-repeat' data-av_minimum_height_pc='25' data-av_min_height_opt='25'><div class='av-parallax' data-avia-parallax-ratio='0.3' ><div class='av-parallax-inner main_color avia-full-stretch'><\/div><\/div><div class=\"av-section-color-overlay-wrap\"><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-46067'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0\">\n#top .av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0{\npadding-bottom:10px;\ncolor:#ffffff;\nfont-size:3vw;\n}\nbody .av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n#top #wrap_all .av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 .av-special-heading-tag{\nfont-size:3vw;\n}\n.av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 .special-heading-inner-border{\nborder-color:#ffffff;\n}\n.av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 .av-subheading{\nfont-size:15px;\n}\n\n@media only screen and (min-width: 480px) and (max-width: 767px){ \n#top #wrap_all .av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 .av-special-heading-tag{\nfont-size:0.8em;\n}\n}\n\n@media only screen and (max-width: 479px){ \n#top #wrap_all .av-special-heading.av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 .av-special-heading-tag{\nfont-size:0.8em;\n}\n}\n<\/style>\n<div  class='av-special-heading av-m910c4sg-96fa43b26fd51485e78d5a5f11d57ef0 av-special-heading-h1 custom-color-heading blockquote modern-quote modern-centered  avia-builder-el-1  avia-builder-el-no-sibling  av-inherit-size'><h1 class='av-special-heading-tag '  itemprop=\"headline\"  >TIGNIS BROCHURES AND CASE STUDIES<\/h1><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n\n<\/div><\/div><\/main><!-- close content main element --><\/div><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1jpnw8h-b4f5b1e45ecc2e447f9f33c1364bd7db\">\n.avia-section.av-1jpnw8h-b4f5b1e45ecc2e447f9f33c1364bd7db{\nbackground-color:#f2f2f2;\nbackground-image:unset;\n}\n<\/style>\n<div id='av_section_2'  class='avia-section av-1jpnw8h-b4f5b1e45ecc2e447f9f33c1364bd7db main_color avia-section-default avia-no-border-styling  avia-builder-el-2  el_after_av_section  el_before_av_section  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-46067'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-4qp6jwz-7fc9938fd3071a300f5eed63bb39652f\">\n.flex_column.av-4qp6jwz-7fc9938fd3071a300f5eed63bb39652f{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-4qp6jwz-7fc9938fd3071a300f5eed63bb39652f av_one_half  avia-builder-el-3  el_before_av_one_half  avia-builder-el-first  first flex_column_div av-zero-column-padding  '     ><section  class='av_textblock_section av-m910r7q5-7c9db7c6b3b4d92b113abf8c7d136a39 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Tignis Overview<\/h1>\n<p>Tignis AI process control and analytics-based monitoring software combines the precise insights of physics with the most advance AI and ML data science to give unprecedented automation and process control.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Overview-040125.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m910s83v-ef0cf5eb834ef2a5509dc2707695aca2\">\n.avia-image-container.av-m910s83v-ef0cf5eb834ef2a5509dc2707695aca2 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m910s83v-ef0cf5eb834ef2a5509dc2707695aca2 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m910s83v-ef0cf5eb834ef2a5509dc2707695aca2 av-styling- av-img-linked avia-align-center  avia-builder-el-5  el_after_av_textblock  avia-builder-el-last '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Overview-040125.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Tignis-Overview'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46082 avia-img-lazy-loading-not-46082 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Tignis-Overview-728x1030.jpg\" alt='' title='Tignis-Overview'  height=\"1030\" width=\"728\"  itemprop=\"thumbnailUrl\" srcset=\"\/wp-content\/uploads\/2025\/04\/Tignis-Overview-728x1030.jpg 728w, \/wp-content\/uploads\/2025\/04\/Tignis-Overview-212x300.jpg 212w, \/wp-content\/uploads\/2025\/04\/Tignis-Overview-768x1086.jpg 768w, \/wp-content\/uploads\/2025\/04\/Tignis-Overview-1086x1536.jpg 1086w, \/wp-content\/uploads\/2025\/04\/Tignis-Overview-1060x1500.jpg 1060w, \/wp-content\/uploads\/2025\/04\/Tignis-Overview-498x705.jpg 498w, \/wp-content\/uploads\/2025\/04\/Tignis-Overview.jpg 1240w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/a><\/div><\/div><\/div><\/p><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-afweln5-f73641756d4b65c363b8952a86e90c44\">\n.flex_column.av-afweln5-f73641756d4b65c363b8952a86e90c44{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-afweln5-f73641756d4b65c363b8952a86e90c44 av_one_half  avia-builder-el-6  el_after_av_one_half  el_before_av_hr  flex_column_div av-zero-column-padding  '     ><section  class='av_textblock_section av-m910l0x5-64ada7120a78cc51d40b675634dd1190 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Semiconductor Fabrication<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">Tignis PAICe Monitor AI-driven anomaly detection and predictive maintenance platform enables process engineers to transforms in-product fault diagnoses into continuous real-time monitoring.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-Product-Sheet-032025.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-9yossdt-639e3bf1e2789877b300cbce50c03734\">\n.avia-image-container.av-9yossdt-639e3bf1e2789877b300cbce50c03734 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-9yossdt-639e3bf1e2789877b300cbce50c03734 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-9yossdt-639e3bf1e2789877b300cbce50c03734 av-styling- av-img-linked avia-align-center  avia-builder-el-8  el_after_av_textblock  avia-builder-el-last '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-Product-Sheet-032025.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Tignis-PAICe-Monitor'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46069 avia-img-lazy-loading-not-46069 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-728x1030.jpg\" alt='' title='Tignis-PAICe-Monitor'  height=\"1030\" width=\"728\"  itemprop=\"thumbnailUrl\" srcset=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-728x1030.jpg 728w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-212x300.jpg 212w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-768x1086.jpg 768w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-1086x1536.jpg 1086w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-1060x1500.jpg 1060w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor-498x705.jpg 498w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Monitor.jpg 1240w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/a><\/div><\/div><\/div><\/p><\/div><div  class='hr av-55nip3n-38e9bed4087469dcda03ffeb8e848dc6 hr-default  avia-builder-el-9  el_after_av_one_half  el_before_av_one_half '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div class='flex_column_table av-b70p7f5-14f19b96c0680cca28d1388f62c8de6f sc-av_one_half av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-b70p7f5-14f19b96c0680cca28d1388f62c8de6f\">\n.flex_column.av-b70p7f5-14f19b96c0680cca28d1388f62c8de6f{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-b70p7f5-14f19b96c0680cca28d1388f62c8de6f av_one_half  avia-builder-el-10  el_after_av_hr  el_before_av_one_half  first flex_column_table_cell av-equal-height-column av-align-top av-zero-column-padding  '     ><section  class='av_textblock_section av-m910g0rf-7434de8358afe284f24eba2d7d28340a '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Semiconductor Equipment Manufacturing<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">Tignis PAICe Maker physics-driven AI computational modeling platform accelerates leading-edge semiconductor manufacturing.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-Product-Sheet-032025.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m84odky4-ffcb197752a4c2a7f2717b0efef69a45\">\n.avia-image-container.av-m84odky4-ffcb197752a4c2a7f2717b0efef69a45 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m84odky4-ffcb197752a4c2a7f2717b0efef69a45 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m84odky4-ffcb197752a4c2a7f2717b0efef69a45 av-styling- av-img-linked avia-align-center  avia-builder-el-12  el_after_av_textblock  avia-builder-el-last '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-Product-Sheet-032025.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Tignis-PAICe-Maker'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46068 avia-img-lazy-loading-not-46068 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-728x1030.jpg\" alt='' title='Tignis-PAICe-Maker'  height=\"1030\" width=\"728\"  itemprop=\"thumbnailUrl\" srcset=\"\/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-728x1030.jpg 728w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-212x300.jpg 212w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-768x1086.jpg 768w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-1086x1536.jpg 1086w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-1060x1500.jpg 1060w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker-498x705.jpg 498w, \/wp-content\/uploads\/2025\/04\/Tignis-PAICe-Maker.jpg 1240w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/a><\/div><\/div><\/div><\/p><\/div><div class='av-flex-placeholder'><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-4h2upbn-f65e0cae3b6cac7581be55729de6d9ac\">\n.flex_column.av-4h2upbn-f65e0cae3b6cac7581be55729de6d9ac{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-4h2upbn-f65e0cae3b6cac7581be55729de6d9ac av_one_half  avia-builder-el-13  el_after_av_one_half  el_before_av_hr  flex_column_table_cell av-equal-height-column av-align-top av-zero-column-padding  '     ><section  class='av_textblock_section av-m910uc0u-7e405dca0aa9fd379939917a59b563ee '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Pharmaceutical and Biotechnology Manufacturing<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">Tignis physics-based analytics provides proactive optimization with machine learning and digital twin technology.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Pharma-Industry-Product-Overview-040325.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-3ve0pg3-352cd64d5d49eecb12825cc7dad4dbc6\">\n.avia-image-container.av-3ve0pg3-352cd64d5d49eecb12825cc7dad4dbc6 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-3ve0pg3-352cd64d5d49eecb12825cc7dad4dbc6 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-3ve0pg3-352cd64d5d49eecb12825cc7dad4dbc6 av-styling- av-img-linked avia-align-center  avia-builder-el-15  el_after_av_textblock  avia-builder-el-last '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Pharma-Industry-Product-Overview-040325.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Pharma Industry Product Overview'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46100 avia-img-lazy-loading-not-46100 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-728x1030.jpg\" alt='' title='Pharma Industry Product Overview'  height=\"1030\" width=\"728\"  itemprop=\"thumbnailUrl\" srcset=\"\/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-728x1030.jpg 728w, \/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-212x300.jpg 212w, \/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-768x1086.jpg 768w, \/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-1086x1536.jpg 1086w, \/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-1060x1500.jpg 1060w, \/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview-498x705.jpg 498w, \/wp-content\/uploads\/2025\/04\/Pharma-Industry-Product-Overview.jpg 1240w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/a><\/div><\/div><\/div><\/p><\/div><\/div><!--close column table wrapper. Autoclose: 1 -->\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-3azi8fn-2a1cda6c503117f91f6a259f96191734\">\n#top .hr.hr-invisible.av-3azi8fn-2a1cda6c503117f91f6a259f96191734{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-3azi8fn-2a1cda6c503117f91f6a259f96191734 hr-invisible  avia-builder-el-16  el_after_av_one_half  el_before_av_one_half '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2o2fqb7-0d4e66c4a65e08c7153b29fd8664d7c8\">\n.flex_column.av-2o2fqb7-0d4e66c4a65e08c7153b29fd8664d7c8{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-2o2fqb7-0d4e66c4a65e08c7153b29fd8664d7c8 av_one_half  avia-builder-el-17  el_after_av_hr  avia-builder-el-last  first flex_column_div av-zero-column-padding  '     ><section  class='av_textblock_section av-m910v99h-bdf4bdc64b1684a55da18005b2661f2e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Case Study: Chiller Plant Monitoring<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">Optimum Energy uses Tignis software to detect faults in vast amounts of chiller plant sensor data.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-040325.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-11q2qer-bcd224affdf5b63291bcf215c6f58e8b\">\n.avia-image-container.av-11q2qer-bcd224affdf5b63291bcf215c6f58e8b img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-11q2qer-bcd224affdf5b63291bcf215c6f58e8b .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-11q2qer-bcd224affdf5b63291bcf215c6f58e8b av-styling- av-img-linked avia-align-center  avia-builder-el-19  el_after_av_textblock  avia-builder-el-last '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-040325.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Tignis-Case-Study-OE'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46108 avia-img-lazy-loading-not-46108 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-728x1030.jpg\" alt='' title='Tignis-Case-Study-OE'  height=\"1030\" width=\"728\"  itemprop=\"thumbnailUrl\" srcset=\"\/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-728x1030.jpg 728w, \/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-212x300.jpg 212w, \/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-768x1086.jpg 768w, \/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-1086x1536.jpg 1086w, \/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-1060x1500.jpg 1060w, \/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE-498x705.jpg 498w, \/wp-content\/uploads\/2025\/04\/Tignis-Case-Study-OE.jpg 1240w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/a><\/div><\/div><\/div><\/p><\/div><\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='av_section_3'  class='avia-section av-2muochd-e0bbc56c52e9f6fa7e411c08de0749c5 main_color avia-section-small avia-no-border-styling  avia-builder-el-20  el_after_av_section  el_before_av_section  avia-bg-style-parallax av-minimum-height av-minimum-height-25 av-height-25  container_wrap fullsize'   data-av_minimum_height_pc='25' data-av_min_height_opt='25'><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div 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data-created_by=\"avia_inline_auto\" id=\"style-css-av-295gvtf-1cf5d20ec9d8897859b92eefb2101d77\">\n#top .hr.hr-invisible.av-295gvtf-1cf5d20ec9d8897859b92eefb2101d77{\nheight:10px;\n}\n<\/style>\n<div  class='hr av-295gvtf-1cf5d20ec9d8897859b92eefb2101d77 hr-invisible  avia-builder-el-24  el_before_av_one_full  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2krd0gh-a227ccf7b8994b78ebb0c223dcb8e8bb\">\n.flex_column.av-2krd0gh-a227ccf7b8994b78ebb0c223dcb8e8bb{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-2krd0gh-a227ccf7b8994b78ebb0c223dcb8e8bb av_one_full  avia-builder-el-25  el_after_av_hr  el_before_av_one_half  first flex_column_div av-zero-column-padding  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-vypger-c89e73738bb4bc836dd08f7588465f75\">\n#top .av_textblock_section.av-vypger-c89e73738bb4bc836dd08f7588465f75 .avia_textblock{\nfont-size:35px;\n}\n<\/style>\n<section  class='av_textblock_section av-vypger-c89e73738bb4bc836dd08f7588465f75 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p class=\"elementor-heading-title elementor-size-default\" style=\"text-align: center;\"><strong><span style=\"color: #000001;\">WHITE PAPERS<\/span><\/strong><\/p>\n<\/div><\/section><\/div><div class='flex_column_table av-m9cokl5f-fa51674a706d79c51a6cab5577d50587 sc-av_one_half av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9cokl5f-fa51674a706d79c51a6cab5577d50587\">\n.flex_column.av-m9cokl5f-fa51674a706d79c51a6cab5577d50587{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-m9cokl5f-fa51674a706d79c51a6cab5577d50587 av_one_half  avia-builder-el-27  el_after_av_one_full  el_before_av_one_half  first flex_column_table_cell av-equal-height-column av-align-top av-zero-column-padding  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9co936m-206aa862305bba98254af9dd48fda62c\">\n.avia-image-container.av-m9co936m-206aa862305bba98254af9dd48fda62c img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m9co936m-206aa862305bba98254af9dd48fda62c .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m9co936m-206aa862305bba98254af9dd48fda62c av-styling- av-img-linked avia-align-center  avia-builder-el-28  el_before_av_textblock  avia-builder-el-first '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-WP4-Risks-and-Faults-20250410.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='risk-faults-white-paper-thumbnail'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46236 avia-img-lazy-loading-not-46236 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/risk-faults-white-paper-thumbnail-495x364.jpg\" alt='' title='risk-faults-white-paper-thumbnail'  height=\"364\" width=\"495\"  itemprop=\"thumbnailUrl\"  \/><\/a><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-m9co3phj-ddf04470735ff8caee4ebaa645e0ba57 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Risk and Faults We Can Detect Using ML and Physics<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">Maintenance and reliability professionals can preemptively adjust, repair, or replace affected equipment before costly or devastating consequences occur.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-WP4-Risks-and-Faults-20250410.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><\/p><\/div><div class='av-flex-placeholder'><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1s8a5n7-a8c48f2d3889941ed7efb80cce0fa014\">\n.flex_column.av-1s8a5n7-a8c48f2d3889941ed7efb80cce0fa014{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-1s8a5n7-a8c48f2d3889941ed7efb80cce0fa014 av_one_half  avia-builder-el-30  el_after_av_one_half  el_before_av_one_half  flex_column_table_cell av-equal-height-column av-align-top av-zero-column-padding  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9codi3n-64cbbaa3b5224c8e2f6968caa933e8b8\">\n.avia-image-container.av-m9codi3n-64cbbaa3b5224c8e2f6968caa933e8b8 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m9codi3n-64cbbaa3b5224c8e2f6968caa933e8b8 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m9codi3n-64cbbaa3b5224c8e2f6968caa933e8b8 av-styling- av-img-linked avia-align-center  avia-builder-el-31  el_before_av_textblock  avia-builder-el-first '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-OK-Ive-got-24-7-Monitoring-Data-now-what-20250410.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Ok Ive 24-thumb1'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46237 avia-img-lazy-loading-not-46237 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Ok-Ive-24-thumb1-495x395.jpg\" alt='' title='Ok Ive 24-thumb1'  height=\"395\" width=\"495\"  itemprop=\"thumbnailUrl\"  \/><\/a><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-m9co4tgq-540abda8edc33694f9335fadd448b966 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>OK, I&#8217;ve Got 24\/7 Monitoring Data. Now What?<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">By overlaying schematics about systems and their IoT sensors with known facts about the physics of how each element should behave, you can discover design faults, detect potentially miscalibrated sensors, and take corrective action.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-OK-Ive-got-24-7-Monitoring-Data-now-what-20250410.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><\/p><\/div><\/div><!--close column table wrapper. Autoclose: 1 -->\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1d1o35f-d879054368d4a6953d35f338f86f2725\">\n.flex_column.av-1d1o35f-d879054368d4a6953d35f338f86f2725{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-1d1o35f-d879054368d4a6953d35f338f86f2725 av_one_half  avia-builder-el-33  el_after_av_one_half  el_before_av_one_half  first flex_column_div av-zero-column-padding  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9coei3i-0501b38a27c2eb1612922b1011bfdcae\">\n.avia-image-container.av-m9coei3i-0501b38a27c2eb1612922b1011bfdcae img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m9coei3i-0501b38a27c2eb1612922b1011bfdcae .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m9coei3i-0501b38a27c2eb1612922b1011bfdcae av-styling- av-img-linked avia-align-center  avia-builder-el-34  el_before_av_textblock  avia-builder-el-first '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Snowflake-Asset-Management-20250410.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Snowflack thumb2'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46238 avia-img-lazy-loading-not-46238 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Snowflack-thumb2-495x395.jpg\" alt='' title='Snowflack thumb2'  height=\"395\" width=\"495\"  itemprop=\"thumbnailUrl\"  \/><\/a><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-m9co5jqr-5fef4b0e1566b85ee1c90d6894630c2f '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>How the Special Snowflake Problem Impacts Asset Management &#8211; and What You Can DO<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">24\/7 system monitoring data received from parallel but unlike facilities can be optimized and distilled into action.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Snowflake-Asset-Management-20250410.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><\/p><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-29rswj-182a40adcd3dfa7d0a81659103056f9b\">\n.flex_column.av-29rswj-182a40adcd3dfa7d0a81659103056f9b{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-29rswj-182a40adcd3dfa7d0a81659103056f9b av_one_half  avia-builder-el-36  el_after_av_one_half  el_before_av_hr  flex_column_div av-zero-column-padding  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9cof9pj-670d3bdc91785c0966d7e97dc021362d\">\n.avia-image-container.av-m9cof9pj-670d3bdc91785c0966d7e97dc021362d img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m9cof9pj-670d3bdc91785c0966d7e97dc021362d .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m9cof9pj-670d3bdc91785c0966d7e97dc021362d av-styling- av-img-linked avia-align-center  avia-builder-el-37  el_before_av_textblock  avia-builder-el-first '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Bridging-the-Gap-from-Data-to-Value-20250410.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='Bridging the gap thumb3'><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-46239 avia-img-lazy-loading-not-46239 avia_image ' src=\"\/wp-content\/uploads\/2025\/04\/Bridging-the-gap-thumb3-495x395.jpg\" alt='' title='Bridging the gap thumb3'  height=\"395\" width=\"495\"  itemprop=\"thumbnailUrl\"  \/><\/a><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-m9co6h2j-f46235c8228b1b76559b601edae54ff3 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h1>Bridging the Gap from Data to Value: 3 Ways Physics-based Modeling and Digital Twin Can Help Overcome Sensor Limitation<\/h1>\n<p class=\"elementor-heading-title elementor-size-default\">Facilities are achieving a more durable, digital foundation for understanding and mapping processes and priorities.<\/p>\n<p><a href=\"\/wp-content\/uploads\/2025\/04\/Tignis-Bridging-the-Gap-from-Data-to-Value-20250410.pdf\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #fd7e14;\"><strong><span style=\"color: #fd7e14;\">OPEN PDF &gt;<\/span><\/strong><\/span><\/a><\/p>\n<\/div><\/section><\/p><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jvnztd-c7e2e2b135f3326b3dc1974fff9d4c86\">\n#top .hr.hr-invisible.av-jvnztd-c7e2e2b135f3326b3dc1974fff9d4c86{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-jvnztd-c7e2e2b135f3326b3dc1974fff9d4c86 hr-invisible  avia-builder-el-39  el_after_av_one_half  el_before_av_hr '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-16axmy9-f9fd55041d26c5fb599270571710705f\">\n#top .hr.hr-invisible.av-16axmy9-f9fd55041d26c5fb599270571710705f{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-16axmy9-f9fd55041d26c5fb599270571710705f hr-invisible  avia-builder-el-40  el_after_av_hr  avia-builder-el-last '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<\/p>\n<\/div><\/div><\/div><!-- close content main div 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