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href="https://www.lbl.gov/engage/" >Engage</a> <ul> <li> <a href="https://www.lbl.gov/engage/" >Engage Overview</a> </li> <li> <a href="https://www.lbl.gov/engage/access-our-facilities/" >Access Our Facilities</a> </li> <li> <a href="https://www.lbl.gov/engage/partner-with-us/" >Partner With Us</a> </li> <li> <a href="https://www.lbl.gov/engage/accelerate-your-career/" >Accelerate Your Career</a> </li> <li> <a href="https://www.lbl.gov/engage/community/" >Community</a> </li> <li> <a href="https://www.lbl.gov/engage/explore-educational-opportunities/" >Educational Opportunities</a> </li> <li> <a href="https://www.lbl.gov/engage/visit-and-connect/" >Visit and Connect</a> </li> </ul> </li> </ul> </nav> </lbl-header> <div id="page" class="hfeed site container"> <div id="content" class="site-content"> <div id="primary" class="content-area"> <main id="main" class="site-main"> <div id="post-wrap"> <lbl-hero-basic title="Artificial Intelligence" summary="Accelerating scientific discovery with artificial intelligence." layout="research" > <img width="2225" height="930" src="https://www.lbl.gov/wp-content/uploads/2024/08/V4_AIHeroImage_Collage.jpg" class="attachment-lbl-components-xl size-lbl-components-xl" alt="A digital image of server racks forming a tunnel, with glowing lines and dots resembling data flow emerging from a central light source." slot="media" decoding="async" /> <lbl-breadcrumbs slot="utility" text="<ul><li><a href='https://www.lbl.gov/research/'>Research</a></li><li><span>AI</span></li></ul>" > </lbl-breadcrumbs> <lbl-icon-list slot="utility" theme="hero" title="Share:" > <lbl-icon-list-item theme="hero" slot="icon-list-item" link-text="Twitter" link-url="https://twitter.com/intent/tweet?text=Artificial+Intelligence: Accelerating+scientific+discovery+with+artificial+intelligence.&url=https://www.lbl.gov/research/ai/" link-target="_blank" icon="twitter" > </lbl-icon-list-item> <lbl-icon-list-item theme="hero" slot="icon-list-item" link-text="Linkedin" link-url="https://linkedin.com/shareArticle?title=Artificial+Intelligence: Accelerating+scientific+discovery+with+artificial+intelligence.&url=https://www.lbl.gov/research/ai/" link-target="_blank" icon="linkedin" > </lbl-icon-list-item> <lbl-icon-list-item theme="hero" slot="icon-list-item" link-text="Facebook" link-url="https://www.facebook.com/sharer/sharer.php?u=https://www.lbl.gov/research/ai/" link-target="_blank" icon="facebook" > </lbl-icon-list-item> <lbl-icon-list-item theme="hero" slot="icon-list-item" link-text="Email" link-url="mailto:?subject=Artificial+Intelligence&body=Accelerating+scientific+discovery+with+artificial+intelligence.%0D%0Ahttps://www.lbl.gov/research/ai/" link-target="_blank" icon="email" > </lbl-icon-list-item> </lbl-icon-list> <lbl-pattern slot="pattern" theme="research-hero" > </lbl-pattern> </lbl-hero-basic>  <article id="post-3584" class="post-3584 page type-page status-publish has-post-thumbnail hentry" aria-label="AI"> <div class="post-content"> <div class="entry-content"> <lbl-intro-callout title="" text="Artificial intelligence is bringing transformative solutions to complex scientific challenges. Through advanced computation, network facilities, and data integration, Berkeley Lab is advancing the foundations of powerful new AI capabilities and using AI for discoveries in materials, energy, chemistry, physics, biology, climate science, and more. " theme="white" > <lbl-pattern slot="pattern" theme="intro-block" > </lbl-pattern> <lbl-eyebrow has-breakline slot="eyebrow" text="" > </lbl-eyebrow> </lbl-intro-callout> <lbl-divider></lbl-divider> <lbl-container> <lbl-quote-block text="Accelerating scientific discovery with AI depends on powerful computational resources, expertise in managing large datasets, pioneering and innovative AI models – and the opportunity to transform them into useful insights across many domains of science." name="Jonathan Carter" description="Associate Laboratory Director for Computing Sciences" > <img loading="lazy" decoding="async" width="330" height="330" src="https://www.lbl.gov/wp-content/uploads/2022/06/ALDS-Jonathan-Carter_XBD-202103-0020-006-e1657049021874.jpg" class="attachment-lbl-components-sm size-lbl-components-sm" alt="Gray-haired person in glasses wearing a purple shirt." slot="media" /> <lbl-pattern slot="pattern" theme="quote-block" > </lbl-pattern> </lbl-quote-block> </lbl-container> <lbl-divider></lbl-divider> <lbl-container> <lbl-section-header title="Our Research Pillars" text="" margin-bottom > </lbl-section-header> <lbl-asymmetrical-columns img-size="normal" layout="grid-list" link-url="" > <h3 slot="asymmetrical-col-left">AI Models</h3> <lbl-grid-card layout="" date="" text="" link-url="" link-target="_self" slot="asymmetrical-col-right" > <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">Leveraging our team science heritage, we integrate deep expertise in math, computing, data sciences, and various scientific domains to develop pioneering AI models.</span></p> </lbl-rich-text> </lbl-grid-card> </lbl-asymmetrical-columns> <lbl-asymmetrical-columns img-size="normal" layout="grid-list" link-url="" > <h3 slot="asymmetrical-col-left">Science Applications</h3> <lbl-grid-card layout="" date="" text="" link-url="" link-target="_self" slot="asymmetrical-col-right" > <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">Developing novel AI applications to answer pivotal questions and expand the boundaries of knowledge for various scientific fields.</span></p> </lbl-rich-text> </lbl-grid-card> </lbl-asymmetrical-columns> <lbl-asymmetrical-columns img-size="normal" layout="grid-list" link-url="" > <h3 slot="asymmetrical-col-left">Data</h3> <lbl-grid-card layout="" date="" text="" link-url="" link-target="_self" slot="asymmetrical-col-right" > <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">Data is the lifeblood of AI. We are generating the data, processing the data, and building the curated data repositories that power scientific AI. </span></p> </lbl-rich-text> </lbl-grid-card> </lbl-asymmetrical-columns> <lbl-asymmetrical-columns img-size="normal" layout="grid-list" link-url="" > <h3 slot="asymmetrical-col-left">Computing / Infrastructure</h3> <lbl-grid-card layout="" date="" text="" link-url="" link-target="_self" slot="asymmetrical-col-right" > <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">Providing a robust HPC and networking infrastructure for AI training, data storage, and facilitating computing access for distant experimental facilities.</span></p> </lbl-rich-text> </lbl-grid-card> </lbl-asymmetrical-columns> </lbl-container> <lbl-divider></lbl-divider> <lbl-container> <lbl-section-header title="Facilities, Centers, Projects, and Partnerships" text="" margin-bottom > </lbl-section-header> <lbl-grid columns="3" layout="grid-card" > <lbl-grid-card layout="" date="" text="" link-url="https://www.nersc.gov/research-and-development/data-analytics/aiml/" link-target="_blank" title="National Energy Research Scientific Computing Center (NERSC)" > <lbl-image slot="media" img-caption="" img-credit="" > <img loading="lazy" decoding="async" width="890" height="566" src="https://www.lbl.gov/wp-content/uploads/2022/06/RT_moores-law_capabilities-grid-module_Advanced-Technologies-Research-NERSC_XBD-202105-0066-022.jpg" class="attachment-lbl-components-md size-lbl-components-md" alt="Perlmutter super computer at Berkeley Lab." slot="media" /> </lbl-image> <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">NERSC provides computational and data resources and expertise for scalable, powerful, and easy-to-use AI/ML in scientific computing.</span></p> </lbl-rich-text> <lbl-button icon="" slot="btn" text="Visit site" link-target="_blank" link-url="https://www.nersc.gov/research-and-development/data-analytics/aiml/" type="inline" > </lbl-button> </lbl-grid-card> <lbl-grid-card layout="" date="" text="" link-url="https://www.es.net/" link-target="_blank" title="Energy Sciences Network (ESnet)" > <lbl-image slot="media" img-caption="" img-credit="" > <img loading="lazy" decoding="async" width="890" height="594" src="https://www.lbl.gov/wp-content/uploads/2022/06/Capabilities-Landing_Grid-Module_ESNET_XBD-202111-0145-005.jpg" class="attachment-lbl-components-md size-lbl-components-md" alt="Exterior shot of a building at sunset." slot="media" /> </lbl-image> <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">ESnet provides the high-speed, reliable, and secure network connections needed for efficient collaboration and processing of large datasets essential for scientific AI research, while also exploring how AI/ML models can improve network operations.</span></p> </lbl-rich-text> <lbl-button icon="" slot="btn" text="Visit site" link-target="_blank" link-url="https://www.es.net/" type="inline" > </lbl-button> </lbl-grid-card> <lbl-grid-card layout="" date="" text="" link-url="https://camera.lbl.gov/" link-target="" title="Center for Advanced Mathematics for Energy Research Applications (CAMERA)" > <lbl-image slot="media" img-caption="" img-credit="" > <img loading="lazy" decoding="async" width="407" height="271" src="https://www.lbl.gov/wp-content/uploads/2022/07/RT_computing_capabilities-grid-module_CAMERA_AD_CAMERA_M-tip-e1658768957527.png" class="attachment-lbl-components-md size-lbl-components-md" alt="CAMERA scientific figure." slot="media" /> </lbl-image> <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">CAMERA advances AI research for science by creating advanced mathematical algorithms and tools for data analysis, modeling, simulation, and automated experiments.</span></p> </lbl-rich-text> <lbl-button icon="" slot="btn" text="Explore this capability" link-target="" link-url="https://camera.lbl.gov/" type="inline" > </lbl-button> </lbl-grid-card> <lbl-grid-card layout="" date="" text="" link-url="https://newscenter.lbl.gov/2023/04/17/meet-the-autonomous-lab-of-the-future/" link-target="" title="Automated Labs" > <lbl-image slot="media" img-caption="" img-credit="" > <img loading="lazy" decoding="async" width="890" height="665" src="https://www.lbl.gov/wp-content/uploads/2024/07/890x665px_XBD-202303-048-010.jpg" class="attachment-lbl-components-md size-lbl-components-md" alt="A dark-haired researcher stands at the left of a large, enclosed automated lab." slot="media" /> </lbl-image> <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">Berkeley Lab researchers are developing automated labs that use robots guided by artificial intelligence to advance science. A-Lab, which accelerates materials discovery, is one example.</span></p> </lbl-rich-text> <lbl-button icon="" slot="btn" text="Explore this capability" link-target="" link-url="https://newscenter.lbl.gov/2023/04/17/meet-the-autonomous-lab-of-the-future/" type="inline" > </lbl-button> </lbl-grid-card> <lbl-grid-card layout="" date="" text="" link-url="https://www.lbl.gov/capabilities/facilities-and-centers/#data-collaboratives" link-target="" title="Data Collaboratives" > <lbl-image slot="media" img-caption="" img-credit="" > <img loading="lazy" decoding="async" width="890" height="500" src="https://www.lbl.gov/wp-content/uploads/2024/07/ML-background2-890x500-1.jpg" class="attachment-lbl-components-md size-lbl-components-md" alt="Abstract digital background with bright, colorful lines and binary code patterns converging towards a central point, resembling data flow or a digital network." slot="media" /> </lbl-image> <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">AI is fueled by data. Berkeley Lab curates and stores huge scientific datasets in areas such as materials, environment, biology, genomics, and physics.</span></p> </lbl-rich-text> <lbl-button icon="" slot="btn" text="Explore this capability" link-target="" link-url="https://www.lbl.gov/capabilities/facilities-and-centers/#data-collaboratives" type="inline" > </lbl-button> </lbl-grid-card> <lbl-grid-card layout="" date="" text="" link-url="https://it.lbl.gov/ai/" link-target="" title="Lawrencium " > <lbl-image slot="media" img-caption="" img-credit="" > <img loading="lazy" decoding="async" width="890" height="593" src="https://www.lbl.gov/wp-content/uploads/2024/07/hand-7014643-scaled-1-890x593-1.jpg" class="attachment-lbl-components-md size-lbl-components-md" alt="Robot hand on navy background." slot="media" /> </lbl-image> <lbl-rich-text slot="rich-text"> <p><span style="font-weight: 400;">Berkeley Lab IT offers the lab community a comprehensive suite of AI services for scientific research, including access to the Lawrencium computing platform.</span></p> </lbl-rich-text> <lbl-button icon="" slot="btn" text="Visit site" link-target="" link-url="https://it.lbl.gov/ai/" type="inline" > </lbl-button> </lbl-grid-card> </lbl-grid> </lbl-container> <lbl-container no-overflow > <lbl-cta-image-text img-size="normal" layout="left" title="Machine Learning for Science " theme="cloud" link-url="https://www.lbl.gov/ai-projects/" link-target="" > <img loading="lazy" decoding="async" width="890" height="415" src="https://www.lbl.gov/wp-content/uploads/2023/10/LBL_1995x930px_iStock-1329831663-890x415.jpg" class="attachment-lbl-components-md size-lbl-components-md" alt="A blue supercomputing facility." slot="media" /> <lbl-rich-text slot="rich-text" > <p><span style="font-weight: 400;">Berkeley Lab scientists leverage AI to make transformative discoveries across our science domains. Our scientists also develop foundational and robust AI methods that are consistent with physical laws and capable of being interpreted in scientifically meaningful ways.</span></p> </lbl-rich-text> <lbl-eyebrow slot="byline" text="Our Impact" has-breakline > </lbl-eyebrow> <lbl-button slot="btn" text="View all projects and capabilities" link-target="" link-url="https://www.lbl.gov/ai-projects/" type="inline-go" > </lbl-button> <lbl-pattern slot="pattern" theme="image-text-cta" > </lbl-pattern> </lbl-cta-image-text> </lbl-container> <lbl-container> <lbl-section-header title="Featured Experts" text="" margin-bottom > </lbl-section-header> <lbl-grid columns="3" layout="profile-card" > <lbl-profile-card title="Ana Kupresanin" sub-title="Director" layout="stacked" img-size="" link-target="" link-url="https://crd.lbl.gov/divisions/scidata/about-scidata/office-of-the-director/ana-kupresanin/" description="Scientific Data Division" > <img loading="lazy" decoding="async" width="330" height="330" src="https://www.lbl.gov/wp-content/uploads/2024/07/Newscenter_1025x685px_AnaKupresanin-e1721345174977-330x330-1.jpeg" class="attachment-lbl-components-sm size-lbl-components-sm" alt="Ana Kupresanin, a person wearing a blue scarf and glasses." slot="media" /> <lbl-rich-text slot="text"> <p>"Our collaborative approach to science and cutting-edge facilities empowers us to push the boundaries of what's possible in AI-driven science."</p> </lbl-rich-text> <lbl-button link-target="" link-text="" link-url="https://crd.lbl.gov/divisions/scidata/about-scidata/office-of-the-director/ana-kupresanin/" slot="go-btn" type="go" > </lbl-button> <lbl-button text="Meet Ana" link-target="" link-url="https://crd.lbl.gov/divisions/scidata/about-scidata/office-of-the-director/ana-kupresanin/" slot="inline-btn" type="inline" > </lbl-button> </lbl-profile-card> <lbl-profile-card title="Héctor García Martín" sub-title="Staff Scientist" layout="stacked" img-size="" link-target="" link-url="https://profiles.lbl.gov/20194-hector-garcia-martin" description="Biological Systems and Engineering Division" > <img loading="lazy" decoding="async" width="330" height="330" src="https://www.lbl.gov/wp-content/uploads/2024/07/HGM-profile-pic-e1720818813979-330x330-1.jpg" class="attachment-lbl-components-sm size-lbl-components-sm" alt="Hector Garcia Martin, a person wearing a dark blue quarter zip with their arms crossed." slot="media" /> <lbl-rich-text slot="text"> <p> "I think an intense application of AI and robotics/automation to synthetic biology can accelerate synthetic biology timelines approximately 20-fold."</p> </lbl-rich-text> <lbl-button link-target="" link-text="" link-url="https://profiles.lbl.gov/20194-hector-garcia-martin" slot="go-btn" type="go" > </lbl-button> <lbl-button text="Meet Héctor" link-target="" link-url="https://profiles.lbl.gov/20194-hector-garcia-martin" slot="inline-btn" type="inline" > </lbl-button> </lbl-profile-card> <lbl-profile-card title="Ben Nachman" sub-title="Staff Scientist" layout="stacked" img-size="" link-target="" link-url="https://profiles.lbl.gov/22845-benjamin-nachman/about" description="Physics Division" > <img loading="lazy" decoding="async" width="330" height="221" src="https://www.lbl.gov/wp-content/uploads/2024/07/BLDS-NEWS-IMAGE-1025x685px-Ben-Nachman-4web-330x221-1.jpg" class="attachment-lbl-components-sm size-lbl-components-sm" alt="Ben Nachman, a person with light brown hair and glasses." slot="media" /> <lbl-rich-text slot="text"> <p>"Machine learning allows physicists to do what they couldn’t before, such as hunting for new particles by automatically identifying subtle patterns in complex data at herculean scales. The potential for discovery was unimaginable even a few years ago."</p> </lbl-rich-text> <lbl-button link-target="" link-text="" link-url="https://profiles.lbl.gov/22845-benjamin-nachman/about" slot="go-btn" type="go" > </lbl-button> <lbl-button text="Meet Ben" link-target="" link-url="https://profiles.lbl.gov/22845-benjamin-nachman/about" slot="inline-btn" type="inline" > </lbl-button> </lbl-profile-card> </lbl-grid> </lbl-content-filter> </lbl-container> <lbl-impact-story title="How Scientists Are Accelerating Chemistry Discoveries With Automation" link-text="Read the article" link-url="https://newscenter.lbl.gov/2024/04/08/how-scientists-are-accelerating-chemistry-discoveries-with-automation/" link-target="" quote-text="I’m very excited about this work as it applies novel data-driven methods to the age-old problem of accelerating synthesis and characterization." quote-name="Kristin Persson, Faculty Senior Scientist" > <img loading="lazy" decoding="async" width="1995" height="1332" src="https://www.lbl.gov/wp-content/uploads/2024/07/2024_Texture_ChemistryDiscovery_ALAB_1995x1332.jpg" class="attachment-lbl-components-xl size-lbl-components-xl" alt="Illustration of a computer, robotic arm, and various chemical flasks." slot="media-hero" /> <img loading="lazy" decoding="async" width="330" height="330" src="https://www.lbl.gov/wp-content/uploads/2022/06/RT_emerging-ideas_quote-module_Kristin-Persson_XBD201504-00079-01-e1656375004265.jpg" class="attachment-lbl-components-sm size-lbl-components-sm" alt="Kristin Persson, a brown-haired person wearing a black turtleneck, smiles at her desk." slot="media-quote" /> <lbl-eyebrow slot="byline" text="Our Impact" has-breakline > </lbl-eyebrow> <lbl-rich-text slot="rich-text" > <p>A new automated workflow developed by scientists at Berkeley Lab has the potential to allow researchers to analyze the products of their reaction experiments in real time, a key capability needed for future automated chemical processes.</p> <p>The developed workflow – which applies statistical analysis to process data from nuclear magnetic resonance (NMR) spectroscopy – could help speed the discovery of new pharmaceutical drugs, and accelerate the development of new chemical reactions.</p> </lbl-rich-text> <lbl-button slot="btn" text="Read the article" link-url="https://newscenter.lbl.gov/2024/04/08/how-scientists-are-accelerating-chemistry-discoveries-with-automation/" link-target="" type="inline-go" > </lbl-button> </lbl-impact-story> <lbl-container> <lbl-section-header title="Related News" text="" margin-bottom > </lbl-section-header> <lbl-grid columns="3" layout="grid-card" > <lbl-grid-card layout="" date="June 21, 2024" text="For the past several months, the ALS Computing group has been traveling around the world for beamtime. 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