{"id":590567,"date":"2026-04-17T22:27:21","date_gmt":"2026-04-17T22:27:21","guid":{"rendered":"https:\/\/www.newsbeep.com\/us\/590567\/"},"modified":"2026-04-17T22:27:21","modified_gmt":"2026-04-17T22:27:21","slug":"fermilab-researchers-develop-ai-tools-to-advance-the-future-of-particle-accelerators","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us\/590567\/","title":{"rendered":"Fermilab researchers develop AI tools to advance the future of particle accelerators"},"content":{"rendered":"<p>Particle accelerators are some of the most powerful tools that humanity has ever built, supercharging discoveries in physics, chemistry, materials science and biology. The new technologies developed for accelerators have been critical in many modern advancements from producing lifesaving medical isotopes for cancer treatment to breakthroughs in fusion research to <a href=\"https:\/\/news.fnal.gov\/2025\/12\/fermilab-teams-up-with-proficio-to-develop-water-treatment-system-targeting-pfas\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">eliminating forever chemicals in water<\/a>.<\/p>\n<p>But particle accelerators are complicated beasts. The most advanced particle accelerators take years to research, design and build, and have tens or hundreds of thousands of devices all working in tandem to deliver a huge variety of particle beams.<\/p>\n<p class=\"quote-text\">\u201cMOAT\u2019s ultimate vision is that we integrate AI so fully into the design, construction and operations of accelerators that we fundamentally transform the pace of discovery and the resulting innovations.\u201d<\/p>\n<p class=\"quote-citation\">Jonathan Jarvis, Fermilab<\/p>\n<p>To help address this complexity, Fermilab is playing a central role in the Multi-Office particle Accelerator Team, known as MOAT, which is creating a unified advanced artificial intelligence system that is incorporated into the entire life cycle of particle accelerators to increase efficiency and innovation.<\/p>\n<p>\u201cMOAT\u2019s ultimate vision is that we integrate AI so fully into the design, construction and operations of accelerators that we fundamentally transform the pace of discovery and the resulting innovations,\u201d said Jonathan Jarvis, MOAT collaborator and director of Fermilab\u2019s Accelerator Research Division.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"473\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/04\/moat-1024x473.jpg\" alt=\"The Multi-Office particle Accelerator Team is a collaborative effort to use artificial intelligence to advance particle accelerator science. Credit: Jonathan Jarvis, Fermilab\" class=\"wp-image-339054\"  \/>The Multi-Office particle Accelerator Team is a collaborative effort to use artificial intelligence to advance particle accelerator science. Credit: Jonathan Jarvis, Fermilab<\/p>\n<p>The U.S. Department of Energy\u2019s Genesis Mission is a historic effort to advance AI and accelerate scientific discovery. MOAT is part of the Transformational AI Models Consortium, or ModCon. Fundamental to the mission, ModCon will develop and deploy self-improving AI models that leverage the DOE\u2019s data, facilities and expertise.<\/p>\n<p>Researchers from DOE national laboratories \u2014 including Berkeley, Argonne, Fermilab, Jefferson, Oak Ridge, SLAC and Brookhaven \u2014 are working together to develop MOAT.<\/p>\n<p>\u201cThere are so many applications of accelerators,\u201d said Jean-Luc Vay, head of the Advanced Modeling Program at Lawrence Berkeley National Laboratory and the MOAT project lead. \u201cThey have a really big impact across many fields.\u201d<\/p>\n<p><a href=\"https:\/\/news.fnal.gov\/2026\/03\/fermilabs-fast-iota-facility-achieves-major-milestone-in-accelerator-research\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Fermilab\u2019s accelerator technology test facility, called FAST\/IOTA<\/a>, will serve as a key demonstrator for MOAT\u2019s AI tools. FAST\/IOTA also offers flexibility for testing across several different types of accelerators and particle beams.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/04\/moat-fast-iota-1024x683.jpg\" alt=\"FAST\/IOTA, an accelerator technology test facility at Fermilab, will serve as one of the testbeds for the AI tools developed by the Multi-Office Accelerator Team. Photo: Ryan Postel, Fermilab\" class=\"wp-image-339057\"  \/>FAST\/IOTA, an accelerator technology test facility at Fermilab, will serve as one of the testbeds for the AI tools developed by the Multi-Office Accelerator Team. Photo: Ryan Postel, Fermilab <\/p>\n<p>MOAT\u2019s AI systems are still in the early stages of development, but recently MOAT presented the first demonstration of their work to the DOE Office of Science. This showcase highlighted the team\u2019s initial deployment of the <a href=\"https:\/\/arxiv.org\/html\/2508.15066v2\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Osprey AI tool<\/a>, which uses AI agents to accelerate specific tasks by a factor of 100. AI agents are autonomous software systems that can reason, plan and take actions with minimal supervision, and they are a key element of MOAT\u2019s approach and long-term vision.<\/p>\n<p>\u201cUsually each of our labs would develop our own standalone prototype,\u201d said Thorsten Hellert, MOAT collaborator at Berkeley Lab and creator of Osprey. \u201cThe Genesis Mission has really compelled our community to work together to develop and deploy this new AI software collectively.\u201d<\/p>\n<p>One immediate path to optimization lies in the decades of knowledge created from running a particle accelerator complex like Fermilab\u2019s. <a href=\"https:\/\/www.youtube.com\/watch?v=UcbG5WGVEXo\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Accelerator operators are the heart of these systems<\/a>, ensuring that the accelerator is running optimally to deliver particles to experiments. When a team responds to an error in the complex, it is critical that they can search for instances of successful problem-solving passed down from previous operators. MOAT\u2019s AI systems will be trained on all of these documented fixes from Fermilab and other DOE accelerator complexes, providing an immediate solution with citations for where the information was found.<\/p>\n<p class=\"quote-text\">\u201cThe Genesis Mission has really compelled our community to work together to develop and deploy this new AI software collectively.\u201d<\/p>\n<p class=\"quote-citation\">Thorsten Hellert, Berkeley Lab<\/p>\n<p>MOAT will also develop digital twins of each accelerator complex. These will serve as testbeds for virtual diagnostics and speculative beam tuning before any changes are applied. Unlike existing simulations, the virtual twin will be interconnected with the real particle accelerator, allowing for a continuous feedback loop. This enables the AI to learn how the accelerator responds to adjustments and evolve the digital twin to more accurately reflect the performance of the real components inside the accelerator. \u00a0<\/p>\n<p>MOAT\u2019s AI will be able to be integrated into the conception and R&amp;D phases of accelerators. Fully realized, MOAT\u2019s vision stands to save billions of dollars, years of effort and dramatically increase the performance and value of particle accelerators.<\/p>\n<p>\u201cThe goal is for MOAT to speed up how we can discover and expand our knowledge in fundamental physics, chemistry, biology, materials science, and more, faster than would be possible otherwise,\u201d said Vay. \u201cWe hope the resulting research would enable us to multiply the research that can be done, whether it\u2019s for new medication, fusion or one of the other particle accelerator applications.\u201d<\/p>\n<p>Fermi National Accelerator Laboratory is America\u2019s national laboratory for particle physics and accelerator research. Fermi Forward Discovery Group manages Fermilab for the U.S. Department of Energy Office of Science. Visit Fermilab\u2019s website at\u00a0<a href=\"http:\/\/www.fnal.gov\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">www.fnal.gov<\/a>\u00a0and follow us on social media.<\/p>\n<p>MOAT is a unified effort led by the Department of Energy\u2019s Berkeley National Laboratory, in partnership with Fermilab, Argonne, Brookhaven, Jefferson, Oak Ridge, and SLAC national laboratories.<\/p>\n<p>                  <a href=\"https:\/\/news.fnal.gov\/2026\/04\/early-career-award-recipient-aleksandra-ciprijanovic-aims-to-create-universal-ai-analysis-framework\/\" title=\"Early Career Award recipient Aleksandra \u0106iprijanovi\u0107 aims to create universal AI analysis framework\" rel=\"alternate nofollow noopener\" target=\"_blank\"><br \/>\n  \t\t\t\t\t<img width=\"540\" height=\"350\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/04\/aleksandra-landscape-540x350.jpg\" class=\"attachment-fnal-large-thumb size-fnal-large-thumb wp-post-image\" alt=\"Aleksandra \u0106iprijanovi\u0107, a Wilson Fellow and associate scientist at the U.S. Department of Energy\u2019s Fermi National Accelerator Laboratory, is a recipient of a 2025 DOE Early Career Award. Credit: Ryan Postel, Fermilab\" decoding=\"async\" loading=\"lazy\"\/>          <\/a><\/p>\n<p>                  <a href=\"https:\/\/news.fnal.gov\/2026\/03\/fermilab-drives-progress-for-national-ai-genesis-mission\/\" title=\"Fermilab drives progress for national AI Genesis Mission\" rel=\"alternate nofollow noopener\" target=\"_blank\"><br \/>\n  \t\t\t\t\t<img width=\"540\" height=\"350\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/04\/ai-overview-wilson-all-540x350.jpg\" class=\"attachment-fnal-large-thumb size-fnal-large-thumb wp-post-image\" alt=\"With expertise in high-energy physics, advanced computing, accelerator and quantum technologies, and microelectronics design, Fermilab is well-equipped to be a central contributor to the Genesis Mission\u2019s goals. Credit: Ryan Postel\/JJ Starr, Fermilab\" decoding=\"async\" loading=\"lazy\"\/>          <\/a><\/p>\n<p>              <a href=\"https:\/\/news.fnal.gov\/2026\/03\/fermilab-drives-progress-for-national-ai-genesis-mission\/\" title=\"Fermilab drives progress for national AI Genesis Mission\" rel=\"alternate nofollow noopener\" target=\"_blank\"><br \/>\n                Fermilab drives progress for national AI Genesis Mission              <\/a><\/p>\n<p>\n              March 19, 2026\n          <\/p>\n<p>The Genesis Mission is leveraging the strength of the U.S. Department of Energy\u2019s 17 national laboratories, including Fermilab, alongside American research universities and industry partners. The collaborative effort aims to supercharge innovation by integrating the transformative power of artificial intelligence across the national research landscape.<\/p>\n<p>                  <a href=\"https:\/\/news.fnal.gov\/2026\/03\/fermilabs-fast-iota-facility-achieves-major-milestone-in-accelerator-research\/\" title=\"Fermilab\u2019s FAST\/IOTA facility achieves major milestone in accelerator research\" rel=\"alternate nofollow noopener\" target=\"_blank\"><br \/>\n  \t\t\t\t\t<img width=\"540\" height=\"350\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/04\/proton-source-rf-quadrapole-540x350.jpg\" class=\"attachment-fnal-large-thumb size-fnal-large-thumb wp-post-image\" alt=\"The new IOTA proton injector integrates a low-voltage proton source with a radio-frequency-quadrupole accelerator to deliver high-intensity beam to the IOTA ring. Credit: Ryan Postel, Fermilab\" decoding=\"async\" loading=\"lazy\"\/>          <\/a><\/p>\n<p>              <a href=\"https:\/\/news.fnal.gov\/2026\/03\/fermilabs-fast-iota-facility-achieves-major-milestone-in-accelerator-research\/\" title=\"Fermilab\u2019s FAST\/IOTA facility achieves major milestone in accelerator research\" rel=\"alternate nofollow noopener\" target=\"_blank\"><br \/>\n                Fermilab\u2019s FAST\/IOTA facility achieves major milestone in accelerator research              <\/a><\/p>\n<p>\n              March 9, 2026\n          <\/p>\n<p>Fermilab\u2019s FAST\/IOTA accelerator test facility has successfully accelerated and stored its first proton beams, marking a major milestone in the lab\u2019s R&amp;D program for next-generation particle accelerator technology. This achievement paves the way for breakthroughs in high-intensity beam physics, artificial intelligence applications and innovations that will power future experiments like the Deep Underground Neutrino Experiment.<\/p>\n","protected":false},"excerpt":{"rendered":"Particle accelerators are some of the most powerful tools that humanity has ever built, supercharging discoveries in physics,&hellip;\n","protected":false},"author":2,"featured_media":590568,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[49],"tags":[182,155465,199,79],"class_list":{"0":"post-590567","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-physics","8":"tag-ai","9":"tag-particle-accelerator","10":"tag-physics","11":"tag-science"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/590567","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/comments?post=590567"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/590567\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media\/590568"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media?parent=590567"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/categories?post=590567"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/tags?post=590567"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}