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Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm - CERN Document Server
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We have developed a jet reconstruction algorithm using a cone centred on an energetic seed from these Particle Flow candidates. The implementation is designed to find up to 16 jets in each Xilinx Ultrascale+ FPGA, with a latency of less than 1 $\mu$s, and event throughput of 6.7 MHz to fit within the L1T system constraints. Pipelined processing enables reconstruction of jet collections with different cone sizes for little additional resource cost. The design of the algorithm also provides a platform for additional computation using the jet constituents, such as jet tagging using neural networks. In this talk we will describe the implementation, its jet reconstruction performance, computational metrics, and the developments towards jet tagging. The Phase-2 Upgrade of the CMS Level-1 Trigger (L1T) will reconstruct particles using the Particle Flow algorithm, connecting information from the tracker, muon, and calorimeter detectors, and enabling fine-grained reconstruction of high level physics objects like jets. We have developed a jet reconstruction algorithm using a cone centred on an energetic seed from these Particle Flow candidates. The implementation is designed to find up to 16 jets in each Xilinx Ultrascale+ FPGA, with a latency of less than 1 µs, and event throughput of 6.7 MHz to fit within the L1T system constraints. Pipelined processing enables reconstruction of jet collections with different cone sizes for little additional resource cost. The design of the algorithm also provides a platform for additional computation using the jet constituents, such as jet tagging using neural networks. We will describe the implementation, its jet reconstruction performance, computational metrics, and the developments towards jet tagging. The Phase-2 Upgrade of the CMS Level-1 Trigger (L1T) will reconstruct particles using the Particle Flow algorithm, connecting information from the tracker, muon, and calorimeter detectors, and enabling fine-grained reconstruction of high level physics objects like jets. We have developed a jet reconstruction algorithm using a cone centred on an energetic seed from these Particle Flow candidates. The implementation is designed to find up to 16 jets in each Xilinx Ultrascale+ FPGA, with a latency of less than 1 μs, and event throughput of 6.7 MHz to fit within the L1T system constraints. Pipelined processing enables reconstruction of jet collections with different cone sizes for little additional resource cost. The design of the algorithm also provides a platform for additional computation using the jet constituents, such as jet tagging using neural networks. We will describe the implementation, its jet reconstruction performance, computational metrics, and the developments towards jet tagging. Summers, Sioni; Bestintzanos, Ioannis; Petrucciani, Giovanni" /> <meta name="keywords" content="Trigger" /> <script type="text/javascript" src="https://cds.cern.ch/js/jquery.min.js"></script> <!-- WebNews CSS library --> <link rel="stylesheet" href="https://cds.cern.ch/img/webnews.css" type="text/css" /> <!-- WebNews JS library --> <script type="text/javascript" src="https://cds.cern.ch/js/webnews.js?v=20131009"></script> <meta property="fb:app_id" content="137353533001720"/> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ tex2jax: {inlineMath: [['$','$']], processEscapes: true}, showProcessingMessages: false, messageStyle: "none" }); </script> <script src="/MathJax/MathJax.js?config=TeX-AMS_CHTML" type="text/javascript"> </script> <!-- GoogleScholar --> <meta content="EDP Sciences : Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm" name="citation_title" /> <meta content="Summers, Sioni" name="citation_author" /> <meta content="Bestintzanos, Ioannis" name="citation_author" /> <meta content="Petrucciani, Giovanni" name="citation_author" /> <meta content="10.1051/epjconf/202429502024" name="citation_doi" /> <meta content="EPJ Web Conf." name="citation_journal_title" /> <meta content="295" name="citation_volume" /> <meta content="02024" name="citation_firstpage" /> <meta content="2023/08/16" name="citation_publication_date" /> <meta name="citation_online_date" content="2023/09/25"> <meta content="arXiv:2310.08062" name="citation_technical_report_number" /> <meta content="CMS-CR-2023-118" name="citation_technical_report_number" /> <meta content="10.1051/epjconf/202429502024" name="citation_doi" /> <meta name="citation_pdf_url" content="https://cds.cern.ch/record/2872269/files/CR2023_118.pdf" /> <meta name="citation_pdf_url" content="https://cds.cern.ch/record/2872269/files/2310.08062.pdf" /> <meta name="citation_pdf_url" content="https://cds.cern.ch/record/2872269/files/document.pdf" /> <!-- OpenGraph --> <meta content="Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm" property="og:title" /> <meta content="EDP Sciences" property="og:title" /> <meta content="website" property="og:type" /> <meta content="website" property="og:type" /> <meta content="website" property="og:type" /> <meta content="https://cds.cern.ch/record/2872269" property="og:url" /> <meta name="twitter:image" content="https://cds.cern.ch/record/2872269/files/qcd_effi_threshs.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/qcd_effi_threshs.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/qcd_effi_threshs.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/qcd_effi_70kHz.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/qcd_effi_70kHz.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/ttbar_scakmatch.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/ttbar_scakmatch.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/qcd_scakmatch.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/qcd_scakmatch.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/scj_timeline.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/scj_timeline.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/minbias_rate_sc4ak4.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/minbias_rate_sc4ak4.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/ttbar_effi_70kHz.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/ttbar_effi_70kHz.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/ttbar_effi_threshs.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/ttbar_effi_threshs.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/deregionizer_truncation.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/deregionizer_truncation.png" /> <meta property="og:image" content="https://cds.cern.ch/record/2872269/files/scj_floorplan.png" /> <meta property="og:image:secure_url" content="https://cds.cern.ch/record/2872269/files/scj_floorplan.png" /> <meta content="CERN Document Server" property="og:site_name" /> <meta content="The Phase-2 Upgrade of the CMS Level-1 Trigger (L1T) will reconstruct particles using the Particle Flow algorithm, connecting information from the tracker, muon, and calorimeter detectors, and enabling fine-grained reconstruction of high level physics objects like jets. We have developed a jet reconstruction algorithm using a cone centred on an energetic seed from these Particle Flow candidates. The implementation is designed to find up to 16 jets in each Xilinx Ultrascale+ FPGA, with a latency of less than 1 $\mu$s, and event throughput of 6.7 MHz to fit within the L1T system constraints. Pipelined processing enables reconstruction of jet collections with different cone sizes for little additional resource cost. The design of the algorithm also provides a platform for additional computation using the jet constituents, such as jet tagging using neural networks. 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Pipelined processing enables reconstruction of jet collections with different cone sizes for little additional resource cost. The design of the algorithm also provides a platform for additional computation using the jet constituents, such as jet tagging using neural networks. We will describe the implementation, its jet reconstruction performance, computational metrics, and the developments towards jet tagging." property="og:description" /> <meta content="EDP Sciences" property="og:description" /> <!-- Twitter Card --> <meta content="summary" name="twitter:card" /> <meta content="summary" name="twitter:card" /> <meta content="summary" name="twitter:card" /> <style></style> </head> <body class="CMS32Preprints search" lang="en"> <!-- toolbar starts --> <div id="cern-toolbar"> <h1><a href="http://cern.ch" title="CERN">CERN <span>Accelerating science</span></a></h1> <ul> <li class="cern-accountlinks"><a class="cern-account" href="https://cds.cern.ch/youraccount/login?ln=en&referer=https%3A//cds.cern.ch/record/2872269/references%3Fln%3Den" title="Sign in to your CERN account">Sign in</a></li> <li><a class="cern-directory" href="http://cern.ch/directory" title="Search CERN resources and browse the directory">Directory</a></li> </ul> </div> <!-- toolbar ends --> <!-- Nav header starts--> <div role="banner" class="clearfix" id="header"> <div class="header-inner inner"> <hgroup class="clearfix"> <h2 id="site-name"> <a rel="home" title="Home" href="/"><span>CERN Document Server</span></a> </h2> <h3 id="site-slogan">Access articles, reports and multimedia content in HEP</h3> </hgroup><!-- /#name-and-slogan --> <div role="navigation" id="main-navigation" class="cdsmenu"> <h2 class="element-invisible">Main menu</h2><ul class="links inline clearfix"> <li class="menu-386 first active-trail"><a class="active-trail" href="https://cds.cern.ch/?ln=en">Search</a></li> <li class="menu-444 "><a class="" title="" href="https://cds.cern.ch/submit?ln=en">Submit</a></li> <li class="menu-426 "><a class="" href="https://cds.cern.ch/help/?ln=en">Help</a></li> <li class="leaf hassubcdsmenu"> <a hreflang="en" class="header" href="https://cds.cern.ch/youraccount/display?ln=en">Personalize</a> <ul class="subsubcdsmenu"><li><a href="https://cds.cern.ch/youralerts/list?ln=en">Your alerts</a></li><li><a href="https://cds.cern.ch/yourbaskets/display?ln=en">Your baskets</a></li><li><a href="https://cds.cern.ch/yourcomments?ln=en">Your comments</a></li><li><a href="https://cds.cern.ch/youralerts/display?ln=en">Your searches</a></li></ul></li> </ul> </div> </div> </div> <!-- Nav header ends--> <table class="navtrailbox"> <tr> <td class="navtrailboxbody"> <a href="/?ln=en" class="navtrail">Home</a> > <a href="/collection/CMS%20Collection?ln=en" class="navtrail">CMS Collection</a> > <a href="/collection/CMS%20Preprints?ln=en" class="navtrail">CMS Preprints</a> > <a class="navtrail" href="/record/2872269">Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm</a> > References </td> </tr> </table> </div> <div class="pagebody"><div class="pagebodystripemiddle"> <div class="detailedrecordbox"> <div class="detailedrecordtabs"> <div> <ul class="detailedrecordtabs"><li class="first"><a href="/record/2872269/?ln=en">Information </a></li><li class="on"><a href="/record/2872269/references?ln=en">References </a></li><li class=""><a href="/record/2872269/comments?ln=en">Discussion (0) </a></li><li class=""><a href="/record/2872269/files?ln=en">Files </a></li></ul> <div id="tabsSpacer" style="clear:both;height:0px"> </div></div> </div> <div class="detailedrecordboxcontent"> <div class="top-left-folded"></div> <div class="top-right-folded"></div> <div class="inside"> <!--<div style="height:0.1em;"> </div> <p class="notopgap"> </p>--> <div id="detailedrecordshortreminder"> <div id="clip"> </div> <div id="HB"> <strong><a href="/record/2872269?ln=en">Reconstructing jets in the Phase-2 upgrade of the CMS Level-1 Trigger with a seeded cone algorithm</a></strong> - <a href="/search?f=author&p=Summers%2C%20Sioni&ln=en">Summers, Sioni</a> <em>et al</em> - arXiv:2310.08062CMS-CR-2023-118 </div> </div> <div style="clear:both;height:1px"> </div> <div style="margin-left:30px;min-height:100px;"> <h2>No references were found for this record.<h2> </div> <div class="bottom-left-folded"></div> <div class="bottom-right-folded" style="text-align:right;padding-bottom:2px;"> <span class="moreinfo" style="margin-right:10px;"><a href="/search?ln=en&p=recid%3A2872269&rm=wrd" class="moreinfo">Similar records</a></span></div> </div> </div> </div> <br/> </div></div> <footer id="footer" class="pagefooter clearfix"> <!-- replaced page footer --> <div class="pagefooterstripeleft"> CERN Document Server :: <a class="footer" href="https://cds.cern.ch/?ln=en">Search</a> :: <a class="footer" href="https://cds.cern.ch/submit?ln=en">Submit</a> :: <a class="footer" href="https://cds.cern.ch/youraccount/display?ln=en">Personalize</a> :: <a class="footer" href="https://cds.cern.ch/help/?ln=en">Help</a> :: <a class="footer" href="https://cern.service-now.com/service-portal?id=privacy_policy&se=CDS-Service" target="_blank">Privacy Notice</a> :: <a class="footer" href="https://repository.cern/content-policy" target="_blank">Content Policy</a> :: <a class="footer" href="https://repository.cern/terms" target="_blank">Terms and Conditions</a> <br /> Powered by <a class="footer" href="http://invenio-software.org/">Invenio</a> <br /> Maintained by <a class="footer" href="https://cern.service-now.com/service-portal?id=service_element&name=CDS-Service">CDS Service</a> - 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