{"id":6807,"date":"2024-04-09T06:56:24","date_gmt":"2024-04-09T06:56:24","guid":{"rendered":"https:\/\/staging5.iclickwebdesign.sg\/nscc\/?post_type=portfolio&#038;p=6807"},"modified":"2024-07-11T02:29:02","modified_gmt":"2024-07-11T02:29:02","slug":"better-ai-for-safer-self-driving","status":"publish","type":"portfolio","link":"https:\/\/www-7171.nscc.sg\/portfolio\/item\/better-ai-for-safer-self-driving\/","title":{"rendered":"Better AI for safer self-driving"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6807\" class=\"elementor elementor-6807\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-804e458 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=\"804e458\" 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-7c9445d\" data-id=\"7c9445d\" 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-bfb20c8 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=\"bfb20c8\" 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-552d1b2\" data-id=\"552d1b2\" 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-90cd3cf elementor-widget elementor-widget-itsulu-intro\" data-id=\"90cd3cf\" 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\tBetter AI for safer self-driving\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\tStrengthening the safety and robustness of AI in self-driving vehicles using NSCC\u2019s high performance computing resources.\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>Artificial Intelligence (AI) technologies are gaining wider adoption in recent years and are being increasingly deployed in critical applications such as cybersecurity and self-driving vehicles.<\/p><p>\u00a0<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-6818 alignright\" src=\"https:\/\/ncss.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165046-e1616489606171-269x300-1.png\" alt=\"\" width=\"269\" height=\"300\" srcset=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165046-e1616489606171-269x300-1.png 269w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165046-e1616489606171-269x300-1-90x100.png 90w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165046-e1616489606171-269x300-1-200x223.png 200w\" sizes=\"(max-width: 269px) 100vw, 269px\" \/><\/p><p>For self-driving cars, where safety is of the utmost importance, the AI is expected to be robust and reliable. However, research has revealed that deep learning, which powers the latest AI advancements, is prone to adversarial noise whereby the AI misclassifies images when imperceptible noises are added.<\/p><p>\u00a0<\/p><p><img decoding=\"async\" class=\"size-medium wp-image-6817 alignleft\" src=\"https:\/\/ncss.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165203-e1616490634323-300x289.png\" alt=\"\" width=\"300\" height=\"289\" srcset=\"https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165203-e1616490634323-300x289.png 300w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165203-e1616490634323-100x96.png 100w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165203-e1616490634323-200x193.png 200w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165203-e1616490634323-400x386.png 400w, https:\/\/www-7171.nscc.sg\/wp-content\/uploads\/2024\/04\/Screenshot-2021-03-23-165203-e1616490634323.png 447w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p><p>To make deep learning models robust against such noise, a team of researchers at NTU\u2019s\u00a0<a class=\"mil-accent\" href=\"http:\/\/scse.ntu.edu.sg\/Pages\/Home.aspx\" target=\"_blank\" rel=\"noopener\">School of Computer Science and Engineering<\/a>\u00a0is utilising NSCC\u2019s supercomputing resources to study the algorithms to train these models to rely on image features relevant to human eyes such as meaningful lines and edges of objects rather than superficial signals in images.<\/p><p>\u00a0<\/p><p>The team demonstrates that training a model to focus on salient features such as lines and edges of the object improves the model\u2019s robustness against adversarial noise compared to non-robust models that rely on superficial features.<\/p><p>\u00a0<\/p><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\/2021\/01\/NewsBytesFULL-Jan-2021-issueFinal.pdf\">January 2021<\/a><\/p><\/section>\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-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-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\/supercomputer-sequences-genome-of-singapores-multi-ethnic-asian-population\/\" 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\/case-studies_6.jpg\" alt=\"Supercomputer sequences genome of Singapore\u2019s multi-ethnic Asian population\" \/>\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\tSupercomputer sequences genome of Singapore\u2019s multi-ethnic Asian population\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>The analysis of this genetic data helps researchers expand the understanding of the biology of diseases that affect Singaporeans.   A new study \u2013 said to be the largest&#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\/leveraging-machine-learning-and-supercomputers-to-accelerate-new-materials-development\/\" 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\/Materials-development.png\" alt=\"Leveraging machine learning and supercomputers to accelerate new materials development\" \/>\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\tLeveraging machine learning and supercomputers to accelerate new materials development\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 NUS utilise high performance computing resources to accelerate the discovery and development of new materials. The development of novel functional materials has&#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\/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\/enhancing-the-safety-of-electric-vehicles-through-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\/Casestudy-Aug-e1695371605619.png\" alt=\"Enhancing the safety of electric vehicles through 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>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\tEnhancing the safety of electric vehicles through 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>Researchers from NUS tap on supercomputing to simulate the multi-physical processes of lithium-ion batteriesin order to develop cooling strategies for more advanced battery&#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\/increasing-the-effectiveness-of-antibiotics-by-analysing-antibiotic-resistance-using-supercomputers\/\" 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-83.png\" alt=\"Increasing the effectiveness of antibiotics by analysing antibiotic resistance using supercomputers\" \/>\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\tIncreasing the effectiveness of antibiotics by analysing antibiotic resistance using supercomputers\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 are utilising NSCC\u2019s supercomputing resources to understand the permeation of antibiotics in order to design new novel antibiotics. Antibiotic resistance is&#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\/mapping-the-evolution-of-the-500-million-year-old-horseshoe-crab\/\" 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\/case-studies_9.jpg\" alt=\"Mapping the evolution of the 500 million year-old horseshoe crab\" \/>\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\tMapping the evolution of the 500 million year-old horseshoe crab\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>The genomic study of the horseshoe crab, which was done using NSCC\u2019s supercomputing resources, can help in the conservation of the horseshoe crab and decipher its remarkably&#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":11959,"menu_order":0,"template":"template-elementor-default.php","meta":{"_acf_changed":false,"_links_to":"","_links_to_target":""},"portfolio_categories":[20],"class_list":["post-6807","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio\/6807"}],"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":38,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio\/6807\/revisions"}],"predecessor-version":[{"id":14026,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio\/6807\/revisions\/14026"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/media\/11959"}],"wp:attachment":[{"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/media?parent=6807"}],"wp:term":[{"taxonomy":"portfolio_categories","embeddable":true,"href":"https:\/\/www-7171.nscc.sg\/wp-json\/wp\/v2\/portfolio_categories?post=6807"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}