{"id":5945,"date":"2024-04-05T06:53:15","date_gmt":"2024-04-05T06:53:15","guid":{"rendered":"https:\/\/staging5.iclickwebdesign.sg\/nscc\/?post_type=portfolio&#038;p=5945"},"modified":"2024-07-11T02:38:47","modified_gmt":"2024-07-11T02:38:47","slug":"using-digital-twin-technology-to-optimise-the-industrial-3d-printing-process","status":"publish","type":"portfolio","link":"https:\/\/www-7171.nscc.sg\/portfolio\/item\/using-digital-twin-technology-to-optimise-the-industrial-3d-printing-process\/","title":{"rendered":"Using Digital Twin Technology to Optimise the Industrial 3D Printing Process"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5945\" class=\"elementor elementor-5945\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d53582e elementor-section-full_width elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"d53582e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-6a98e1e\" data-id=\"6a98e1e\" data-element_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-fc41688 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"fc41688\" data-element_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-inner-column elementor-element elementor-element-e7fe9ee\" data-id=\"e7fe9ee\" data-element_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-0c2f002 elementor-widget elementor-widget-itsulu-intro\" data-id=\"0c2f002\" data-element_type=\"widget\" data-widget_type=\"itsulu-intro.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- banner -->\n\t\t<div class=\"mil-banner-sm\">\n\t\t\t\t\t\t<div class=\"mil-banner-content\">\n\t\t\t\t\t\t\t\t<div class=\"mil-breadcrumbs mil-mb-30 mil-light\">\n\t\t\t\t\t<ul><li><a href=\"https:\/\/www-7171.nscc.sg\" title=\"NSCC\"><span>NSCC Singapore<\/span><\/a><\/li><li class=\"current\"><span><\/span><\/li><\/ul>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"mil-h2 mil-uppercase mil-light\">\n\t\t\t\t\t<span >\n\t\t\t\t\t\tUsing Digital Twin Technology to Optimise the Industrial 3D Printing Process\t\t\t\t\t<\/span>\n\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-suptitle mil-accent mil-light\">\n\t\t\t\t\t<span >\n\t\t\t\t\t\tResearchers from the Institute of High-Performance Computing (IHPC) are utilizing supercomputers to create a digital twin that furnishes users with comprehensive information about manufactured parts.\t\t\t\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t<!-- banner end -->\n\n\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-daf0b91 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"daf0b91\" data-element_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-c4a8aa7\" data-id=\"c4a8aa7\" data-element_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-61161cf elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"61161cf\" data-element_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-6d913d9\" data-id=\"6d913d9\" data-element_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-25fcf2d elementor-widget elementor-widget-text-editor\" data-id=\"25fcf2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 26-06-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>\u00a0<\/p><p>In industrial 3D printing, quality inconsistencies in the final printed product still pose a bottleneck issue for the broader industry adoption of this technology. Printing quality is influenced by the choice of alloy composition, printer settings, and part orientation during the build. Trial and error is often necessary before successfully printing the parts, thereby limiting the wider adoption of Additive Manufacturing. In order to overcome these challenges and facilitate the industry in harnessing the benefits of 3D printing, the researchers at IHPC have developed a digital twin of the 3D printing process.<\/p><p>\u00a0<\/p><p>Before the development of the Additive Manufacturing Digital Twin (AM-DT), no software was capable of showing the detailed aspects of a printed component to the user, which includes defects, microstructure, and mechanical properties. Consequently, the industry incurred significant costs in determining optimal process parameters through trial and error with actual test prints.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0b8bba elementor-widget elementor-widget-image\" data-id=\"c0b8bba\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 26-06-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"396\" height=\"437\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Case-Study-Jan24.png\" class=\"attachment-large size-large wp-image-5964\" alt=\"\" srcset=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Case-Study-Jan24.png 396w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Case-Study-Jan24-272x300.png 272w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Case-Study-Jan24-200x221.png 200w\" sizes=\"(max-width: 396px) 100vw, 396px\" \/>\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<div class=\"elementor-element elementor-element-5f94ecb elementor-widget elementor-widget-itsulu-divider\" data-id=\"5f94ecb\" data-element_type=\"widget\" data-widget_type=\"itsulu-divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<div class=\"mil-divider\"><\/div>\n\n\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-e1f7764 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"e1f7764\" data-element_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-c2d9e62\" data-id=\"c2d9e62\" data-element_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-74c0e8a elementor-widget elementor-widget-accordion\" data-id=\"74c0e8a\" data-element_type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 26-06-2024 *\/\n.elementor-accordion{text-align:start}.elementor-accordion .elementor-accordion-item{border:1px solid #d5d8dc}.elementor-accordion .elementor-accordion-item+.elementor-accordion-item{border-top:none}.elementor-accordion .elementor-tab-title{margin:0;padding:15px 20px;font-weight:700;line-height:1;cursor:pointer;outline:none}.elementor-accordion .elementor-tab-title .elementor-accordion-icon{display:inline-block;width:1.5em}.elementor-accordion .elementor-tab-title .elementor-accordion-icon svg{width:1em;height:1em}.elementor-accordion .elementor-tab-title .elementor-accordion-icon.elementor-accordion-icon-right{float:right;text-align:right}.elementor-accordion .elementor-tab-title .elementor-accordion-icon.elementor-accordion-icon-left{float:left;text-align:left}.elementor-accordion .elementor-tab-title .elementor-accordion-icon .elementor-accordion-icon-closed{display:block}.elementor-accordion .elementor-tab-title .elementor-accordion-icon .elementor-accordion-icon-opened,.elementor-accordion .elementor-tab-title.elementor-active .elementor-accordion-icon-closed{display:none}.elementor-accordion .elementor-tab-title.elementor-active .elementor-accordion-icon-opened{display:block}.elementor-accordion .elementor-tab-content{display:none;padding:15px 20px;border-top:1px solid #d5d8dc}@media (max-width:767px){.elementor-accordion .elementor-tab-title{padding:12px 15px}.elementor-accordion .elementor-tab-title .elementor-accordion-icon{width:1.2em}.elementor-accordion .elementor-tab-content{padding:7px 15px}}.e-con-inner>.elementor-widget-accordion,.e-con>.elementor-widget-accordion{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1221\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1221\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">The Research<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1221\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1221\"><p>The IHPC researchers used the supercomputers at NSCC to develop a digital twin of the 3D printing process. This involved employing advanced physics models that accurately simulate the printing outcome by processing information about the printer type, materials used and printing conditions. The virtual product provides users with full information about the quality of the printed part, encompassing details such as thermal history, microstructure, defects, mechanical properties, residual stress, and part distortion.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1222\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1222\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">The Technology<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1222\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1222\"><p><strong><em>Digital Twin<\/em><\/strong>\u00a0\u2013 Advanced computational modeling and virtual simulations were conducted to minimize the amount of experimental work required to derive a perfect physical product. Massive computational power was required to achieve a very high resolution in the calculation of the 3D-printed parts.<\/p><p>\u00a0<\/p><p><strong><em>Batch processing<\/em><\/strong>\u00a0\u2013 The queuing system facilitated the execution of numerous individual calculations employed for code development, testing, and validation. The researchers executed over a hundred jobs, each demanding 256 CPU cores and approximately 200 GB of scratch disk.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1223\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1223\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">The Impact<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1223\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1223\"><p>The research outcome, AM-DT, has been transformed into robust software that can be directly implemented in an industrial setting by any user. Currently, several companies have already integrated AM-DT into their operations and manufacturing processes.<\/p><p>With AM-DT, companies can digitally design their parts before initiating an actual print, determine the optimal process parameters, and pre-assess the expected mechanical properties. Users can explore workflows fully digitally rather than relying on experimental methods, resulting in significant time and cost savings.<\/p><p>For instance, in collaboration with Hitachi Metals, the research team has developed an integrated simulation platform for Laser Powder Bed Fusion (LPBF). A noteworthy advancement in the platform is its ability to predict the performance of sophisticated metal powders during the printing process.<\/p><p>\u00a0<\/p><p><img decoding=\"async\" class=\"aligncenter wp-image-5965 size-full\" src=\"https:\/\/ncss.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2024-01-30-164508-768x398-1.png\" alt=\"\" width=\"768\" height=\"398\" srcset=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2024-01-30-164508-768x398-1.png 768w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2024-01-30-164508-768x398-1-300x155.png 300w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2024-01-30-164508-768x398-1-200x104.png 200w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2024-01-30-164508-768x398-1-400x207.png 400w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/p><\/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<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adc66de elementor-widget elementor-widget-text-editor\" data-id=\"adc66de\" data-element_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<p>To find out more about how NSCC\u2019s HPC resources can help you, please contact\u00a0<a class=\"mil-accent\" href=\"mailto:e-news@nscc.sg\">e-news@nscc.sg<\/a>.<\/p><p>\u00a0<\/p><section class=\"case-studies-info\"><p style=\"text-align: left;\">NSCC NewsBytes <a class=\"mil-accent\" href=\"https:\/\/www.nscc.sg\/wp-content\/uploads\/2024\/01\/Jan-2024-Newsbytes_Final.pdf\">January 2024<\/a><\/p><\/section>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2228a96 elementor-widget elementor-widget-itsulu-button\" data-id=\"2228a96\" data-element_type=\"widget\" data-widget_type=\"itsulu-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t\t\t<!-- Button -->\n\t\t<a class=\"mil-link\" href=\"\/nscc\/case-studies\/\">\n\t\t\t\t\t\t<span >\n\t\t\t\tBack To Case Studies\t\t\t<\/span>\n\t\t\t<i class=\"fas fa-arrow-right\"><\/i>\t\t\t    \t<\/a>\n\t\t\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7f64ca elementor-widget elementor-widget-spacer\" data-id=\"e7f64ca\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 26-06-2024 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container{height:100%;width:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty,.e-con>.elementor-widget-spacer.elementor-widget-empty{position:relative;min-height:22px;min-width:22px}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty .elementor-widget-empty-icon,.e-con>.elementor-widget-spacer.elementor-widget-empty .elementor-widget-empty-icon{position:absolute;top:0;bottom:0;left:0;right:0;margin:auto;padding:0;width:22px;height:22px}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-c9c0f27 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"c9c0f27\" data-element_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-7fd8922\" data-id=\"7fd8922\" data-element_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-dd6ce82 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"dd6ce82\" data-element_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-inner-column elementor-element elementor-element-2e9c877\" data-id=\"2e9c877\" data-element_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-d543c4d elementor-widget elementor-widget-heading\" data-id=\"d543c4d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 26-06-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"mil-accent\">Other<\/span> Case Studies<\/h2>\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<div class=\"elementor-element elementor-element-f0e21bb elementor-widget elementor-widget-itsulu-portfolio-carousel\" data-id=\"f0e21bb\" data-element_type=\"widget\" data-widget_type=\"itsulu-portfolio-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t\t\t<div class=\"swiper-container mil-events-slider\" data-autoplay=\"6000\">\n\t\t\t<div class=\"mil-adaptive-right\">\n\t\t\t\t<div class=\"mil-slider-nav\">\n\t\t\t\t\t<div class=\"mil-slider-btn-prev mil-events-prev\"><i class=\"fas fa-arrow-left\"><\/i><span class=\"mil-h6\">Prev<\/span><\/div>\n\t\t\t\t\t<div class=\"mil-slider-btn-next mil-events-next\"><span class=\"mil-h6\">Next<\/span><i class=\"fas fa-arrow-right\"><\/i><\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\n\n<div class=\"swiper-slide\">\n\t<a href=\"https:\/\/www-7171.nscc.sg\/portfolio\/item\/urban-planning-simulation-tool-based-on-hpc-technology-wins-presidents-technology-award-pta\/\" class=\"mil-card-2\">\n\t\t\t\t<div class=\"mil-cover-frame\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Urban-planning.png\" alt=\"Urban planning simulation tool based on HPC technology wins President\u2019s Technology Award (PTA)\" \/>\n\t\t<\/div>\n\t\t\t\t<div class=\"mil-description\">\n\t\t\t<div class=\"mil-card-title\">\n\t\t\t\t\t\t\t\t<div class=\"mil-h6 mil-accent mil-mb-10\">\n\t\t\t\t\t<span>Urban Solutions and Sustainability<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-h4 mil-mb-15\">\n\t\t\t\t\tUrban planning simulation tool based on HPC technology wins President\u2019s Technology Award (PTA)\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"mil-card-text\">\n\t\t\t\t<div>\n\t\t\t\t\t<p>Using the ASPIRE 1 supercomputer, the tool was used to create a complete three-dimensional (3D) air flow simulation encompassing Singapore\u2019s built environment. A research team&#8230;<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n\n<div class=\"swiper-slide\">\n\t<a href=\"https:\/\/www-7171.nscc.sg\/portfolio\/item\/balancing-skin-bacterial-composition-for-healthier-skin\/\" class=\"mil-card-2\">\n\t\t\t\t<div class=\"mil-cover-frame\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Untitled-design-39.png\" alt=\"Balancing skin bacterial composition for healthier skin\" \/>\n\t\t<\/div>\n\t\t\t\t<div class=\"mil-description\">\n\t\t\t<div class=\"mil-card-title\">\n\t\t\t\t\t\t\t\t<div class=\"mil-h6 mil-accent mil-mb-10\">\n\t\t\t\t\t<span>Health and Biomedical Sciences<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-h4 mil-mb-15\">\n\t\t\t\t\tBalancing skin bacterial composition for healthier skin\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"mil-card-text\">\n\t\t\t\t<div>\n\t\t\t\t\t<p>NSCC\u2019s supercomputer help analyse the Asian skin microbiome in order to develop products to improve skin treatments and maintain skin health. Our skin harbours a complex&#8230;<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n\n<div class=\"swiper-slide\">\n\t<a href=\"https:\/\/www-7171.nscc.sg\/portfolio\/item\/supercomputers-help-scientists-better-understand-peanut-allergies\/\" class=\"mil-card-2\">\n\t\t\t\t<div class=\"mil-cover-frame\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Untitled-design-22.png\" alt=\"Supercomputers help scientists better understand peanut allergies\" \/>\n\t\t<\/div>\n\t\t\t\t<div class=\"mil-description\">\n\t\t\t<div class=\"mil-card-title\">\n\t\t\t\t\t\t\t\t<div class=\"mil-h6 mil-accent mil-mb-10\">\n\t\t\t\t\t<span>Health and Biomedical Sciences<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-h4 mil-mb-15\">\n\t\t\t\t\tSupercomputers help scientists better understand peanut allergies\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"mil-card-text\">\n\t\t\t\t<div>\n\t\t\t\t\t<p>Researchers from A*STAR leverage high-performance computing (HPC) resources to develop advanced structural model and simulations of the interactions between antigens and&#8230;<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n\n<div class=\"swiper-slide\">\n\t<a href=\"https:\/\/www-7171.nscc.sg\/portfolio\/item\/training-conventional-surveillance-systems-to-be-smarter\/\" class=\"mil-card-2\">\n\t\t\t\t<div class=\"mil-cover-frame\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Credit-NTU-5.png\" alt=\"Training conventional surveillance systems to be smarter\" \/>\n\t\t<\/div>\n\t\t\t\t<div class=\"mil-description\">\n\t\t\t<div class=\"mil-card-title\">\n\t\t\t\t\t\t\t\t<div class=\"mil-h6 mil-accent mil-mb-10\">\n\t\t\t\t\t<span>Advanced Manufacturing and Engineering<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-h4 mil-mb-15\">\n\t\t\t\t\tTraining conventional surveillance systems to be smarter\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"mil-card-text\">\n\t\t\t\t<div>\n\t\t\t\t\t<p>Researchers at NTU are using HPC to design smart and autonomous cameras to aid in digital monitoring and crime prevention. Video surveillance systems have been around for many&#8230;<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n\n<div class=\"swiper-slide\">\n\t<a href=\"https:\/\/www-7171.nscc.sg\/portfolio\/item\/accelerating-the-discovery-of-new-2d-materials-using-hpc\/\" class=\"mil-card-2\">\n\t\t\t\t<div class=\"mil-cover-frame\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Discovery-of-2D-materials-using-HPC.png\" alt=\"Accelerating the discovery of new 2D materials using HPC\" \/>\n\t\t<\/div>\n\t\t\t\t<div class=\"mil-description\">\n\t\t\t<div class=\"mil-card-title\">\n\t\t\t\t\t\t\t\t<div class=\"mil-h6 mil-accent mil-mb-10\">\n\t\t\t\t\t<span>Advanced Manufacturing and Engineering<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-h4 mil-mb-15\">\n\t\t\t\t\tAccelerating the discovery of new 2D materials using HPC\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"mil-card-text\">\n\t\t\t\t<div>\n\t\t\t\t\t<p>New 2D materials are being discovered every day. At the NUS Centre for Advanced 2D Materials (CA2DM), researchers have been building up a database of 6,000 candidate 2D&#8230;<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n\n<div class=\"swiper-slide\">\n\t<a href=\"https:\/\/www-7171.nscc.sg\/portfolio\/item\/monitoring-the-health-of-trees-with-supercomputer-enabled-deep-learning-tools\/\" class=\"mil-card-2\">\n\t\t\t\t<div class=\"mil-cover-frame\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Untitled-design-21.png\" alt=\"Monitoring the health of trees with supercomputer-enabled deep learning tools\" \/>\n\t\t<\/div>\n\t\t\t\t<div class=\"mil-description\">\n\t\t\t<div class=\"mil-card-title\">\n\t\t\t\t\t\t\t\t<div class=\"mil-h6 mil-accent mil-mb-10\">\n\t\t\t\t\t<span>Urban Solutions and Sustainability<\/span>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mil-h4 mil-mb-15\">\n\t\t\t\t\tMonitoring the health of trees with supercomputer-enabled deep learning tools\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"mil-card-text\">\n\t\t\t\t<div>\n\t\t\t\t\t<p>Researchers from NTU leverage high-performance computing to develop tools to assess tree health in order to prevent tree falls. For Singapore\u2019s thriving, lush greenery, the&#8230;<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\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<\/div>\n\t\t","protected":false},"featured_media":5950,"menu_order":0,"template":"template-elementor-default.php","meta":{"_acf_changed":false,"_links_to":"","_links_to_target":""},"portfolio_categories":[20],"class_list":["post-5945","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio\/5945"}],"collection":[{"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/types\/portfolio"}],"version-history":[{"count":45,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio\/5945\/revisions"}],"predecessor-version":[{"id":14056,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio\/5945\/revisions\/14056"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/media\/5950"}],"wp:attachment":[{"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/media?parent=5945"}],"wp:term":[{"taxonomy":"portfolio_categories","embeddable":true,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio_categories?post=5945"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}