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<a href="/electronics" class="usa-nav__link">Electronics</a>
|
|||
|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/energy" class="usa-nav__link">Energy</a>
|
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|
</li>
|
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|
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/environment" class="usa-nav__link">Environment</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/fire" class="usa-nav__link">Fire</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/forensic-science" class="usa-nav__link">Forensic science</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/health" class="usa-nav__link">Health</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/information-technology" class="usa-nav__link">Information technology</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/infrastructure" class="usa-nav__link">Infrastructure</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/manufacturing" class="usa-nav__link">Manufacturing</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/materials" class="usa-nav__link">Materials</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/mathematics-statistics" class="usa-nav__link">Mathematics and statistics</a>
|
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|
</li>
|
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|
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/metrology" class="usa-nav__link">Metrology</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/nanotechnology" class="usa-nav__link">Nanotechnology</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/neutron-research" class="usa-nav__link">Neutron research</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/performance-excellence" class="usa-nav__link">Performance excellence</a>
|
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</li>
|
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<li class="usa-nav__submenu-item">
|
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|
<a href="/physics" class="usa-nav__link">Physics</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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<a href="/public-safety" class="usa-nav__link">Public safety</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/quantum-information-science" class="usa-nav__link">Quantum information science</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/resilience" class="usa-nav__link">Resilience</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/standards" class="usa-nav__link">Standards</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/transportation" class="usa-nav__link">Transportation</a>
|
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|
</li>
|
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|
</ul>
|
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|
</div>
|
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|
</div>
|
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|
</div>
|
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|
</li>
|
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|
<li class="usa-nav__primary-item">
|
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|
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-3"><span>Labs & Major Programs</span></button>
|
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<div id="primary_menu-3" class="usa-nav__submenu usa-megamenu">
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<div class="grid-row">
|
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<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/adlp" class="usa-nav__link">Assoc Director of Laboratory Programs</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/laboratories" class="usa-nav__link">Laboratories</a>
|
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|
<ul class="usa-nav__submenu-list">
|
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|
<li>
|
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|
<a href="/ctl" class="usa-nav__link">Communications Technology Laboratory</a>
|
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|
</li>
|
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|
<li>
|
|||
|
<a href="/el" class="usa-nav__link">Engineering Laboratory</a>
|
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|
</li>
|
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|
<li>
|
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|
<a href="/itl" class="usa-nav__link">Information Technology Laboratory</a>
|
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|
</li>
|
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|
<li>
|
|||
|
<a href="/mml" class="usa-nav__link">Material Measurement Laboratory</a>
|
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|
</li>
|
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|
<li>
|
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|
<a href="/pml" class="usa-nav__link">Physical Measurement Laboratory</a>
|
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|
</li>
|
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|
</ul>
|
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|
</li>
|
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|
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/user-facilities" class="usa-nav__link">User Facilities</a>
|
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|
<ul class="usa-nav__submenu-list">
|
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|
<li>
|
|||
|
<a href="/ncnr" class="usa-nav__link">NIST Center for Neutron Research</a>
|
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|
</li>
|
|||
|
<li>
|
|||
|
<a href="/cnst" class="usa-nav__link">CNST NanoFab</a>
|
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|
</li>
|
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|
</ul>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
|||
|
<a href="/labs-major-programs/research-test-beds" class="usa-nav__link">Research Test Beds</a>
|
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|
</li>
|
|||
|
<li class="usa-nav__submenu-item">
|
|||
|
<a href="/laboratories/projects-programs" class="usa-nav__link">Research Projects</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
|||
|
<a href="/laboratories/tools-instruments" class="usa-nav__link">Tools & Instruments</a>
|
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|
</li>
|
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|
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
|||
|
<a href="/major-programs" class="usa-nav__link">Major Programs</a>
|
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|
<ul class="usa-nav__submenu-list">
|
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|
<li>
|
|||
|
<a href="/baldrige" class="usa-nav__link">Baldrige Performance Excellence Program</a>
|
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|
</li>
|
|||
|
<li>
|
|||
|
<a href="/chips" class="usa-nav__link">CHIPS for America Initiative</a>
|
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|
</li>
|
|||
|
<li>
|
|||
|
<a href="/mep" class="usa-nav__link">Manufacturing Extension Partnership (MEP)</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/oam" class="usa-nav__link">Office of Advanced Manufacturing</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/spo" class="usa-nav__link">Special Programs Office</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/tpo" class="usa-nav__link">Technology Partnerships Office</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</div>
|
|||
|
</div>
|
|||
|
</div>
|
|||
|
</li>
|
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|
<li class="usa-nav__primary-item">
|
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|
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-4"><span>Services & Resources</span></button>
|
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|
<div id="primary_menu-4" class="usa-nav__submenu usa-megamenu">
|
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|
<div class="grid-row">
|
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|
<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
|||
|
<li class="usa-nav__submenu-item">
|
|||
|
<a href="/content/standards-measurements" class="usa-nav__link">Standards and Measurements</a>
|
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|
<ul class="usa-nav__submenu-list">
|
|||
|
<li>
|
|||
|
<a href="/calibrations" class="usa-nav__link">Calibration Services</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/nvlap" class="usa-nav__link">Laboratory Accreditation (NVLAP)</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/nist-quality-system" class="usa-nav__link">Quality System</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/srm" class="usa-nav__link">Standard Reference Materials (SRMs)</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/sri" class="usa-nav__link">Standard Reference Instruments (SRIs)</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/standardsgov" class="usa-nav__link">Standards.gov</a>
|
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|
</li>
|
|||
|
<li>
|
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|
<a href="/pml/time-and-frequency-division/time-services" class="usa-nav__link">Time Services</a>
|
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|
</li>
|
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|
<li>
|
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|
<a href="/pml/owm" class="usa-nav__link">Office of Weights and Measures</a>
|
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|
</li>
|
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|
</ul>
|
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|
</li>
|
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|
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/services-resources/software" class="usa-nav__link">Software</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/data" class="usa-nav__link">Data</a>
|
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|
<ul class="usa-nav__submenu-list">
|
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|
<li>
|
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|
<a href="https://webbook.nist.gov/chemistry/" class="usa-nav__link">Chemistry WebBook</a>
|
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|
</li>
|
|||
|
<li>
|
|||
|
<a href="https://nvd.nist.gov/" class="usa-nav__link">National Vulnerability Database</a>
|
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|
</li>
|
|||
|
<li>
|
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|
<a href="/pml/productsservices/physical-reference-data" class="usa-nav__link">Physical Reference Data</a>
|
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|
</li>
|
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|
<li>
|
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|
<a href="/srd" class="usa-nav__link">Standard Reference Data (SRD)</a>
|
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|
</li>
|
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|
</ul>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="https://shop.nist.gov/" class="usa-nav__link">Storefront</a>
|
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</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/tpo" class="usa-nav__link">License & Patents</a>
|
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</li>
|
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</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="https://csrc.nist.gov/" class="usa-nav__link">Computer Security Resource Center (CSRC)</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/nist-research-library" class="usa-nav__link">NIST Research Library</a>
|
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|
</li>
|
|||
|
</ul>
|
|||
|
</div>
|
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|
</div>
|
|||
|
</div>
|
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|
</li>
|
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|
<li class="usa-nav__primary-item">
|
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|
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-5"><span>News & Events</span></button>
|
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|
<div id="primary_menu-5" class="usa-nav__submenu usa-megamenu">
|
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|
<div class="grid-row">
|
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|
<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/news-events/news" class="usa-nav__link">News</a>
|
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</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/news-events/events" class="usa-nav__link">Events</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/blogs" class="usa-nav__link">Blogs</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/feature-stories" class="usa-nav__link">Feature Stories</a>
|
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</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/awards" class="usa-nav__link">Awards</a>
|
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</li>
|
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</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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<li class="usa-nav__submenu-item">
|
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<a href="/video-gallery" class="usa-nav__link">Video Gallery</a>
|
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|
</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/image-gallery" class="usa-nav__link">Image Gallery</a>
|
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</li>
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/pao/media-contacts" class="usa-nav__link">Media Contacts</a>
|
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</li>
|
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|
</ul>
|
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|
</div>
|
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|
</div>
|
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|
</div>
|
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|
</li>
|
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|
<li class="usa-nav__primary-item">
|
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<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-6"><span>About NIST</span></button>
|
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<div id="primary_menu-6" class="usa-nav__submenu usa-megamenu">
|
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<div class="grid-row">
|
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<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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|
<li class="usa-nav__submenu-item">
|
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|
<a href="/about-nist" class="usa-nav__link">About Us</a>
|
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|
<ul class="usa-nav__submenu-list">
|
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<li>
|
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<a href="/director/leadership" class="usa-nav__link">Leadership</a>
|
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|
</li>
|
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<li>
|
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|
<a href="/director/nist-organization-structure" class="usa-nav__link">Organization Structure</a>
|
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</li>
|
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<li>
|
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<a href="/about-nist/budget-planning" class="usa-nav__link">Budget & Planning</a>
|
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</li>
|
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</ul>
|
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</li>
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<li class="usa-nav__submenu-item">
|
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|
<a href="/about-nist/contact-us" class="usa-nav__link">Contact Us</a>
|
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</li>
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<li class="usa-nav__submenu-item">
|
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<a href="/about-nist/visit" class="usa-nav__link">Visit</a>
|
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</li>
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<li class="usa-nav__submenu-item">
|
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<a href="/careers" class="usa-nav__link">Careers</a>
|
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<ul class="usa-nav__submenu-list">
|
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<li>
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<a href="/iaao/academic-affairs-office" class="usa-nav__link">Student programs</a>
|
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</li>
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</ul>
|
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</li>
|
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</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
|
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<li class="usa-nav__submenu-item">
|
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<a href="/about-nist/work-nist" class="usa-nav__link">Work with NIST</a>
|
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</li>
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<li class="usa-nav__submenu-item">
|
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<a href="/history" class="usa-nav__link">History</a>
|
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<ul class="usa-nav__submenu-list">
|
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<li>
|
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|
<a href="http://nistdigitalarchives.contentdm.oclc.org/" class="usa-nav__link">NIST Digital Archives</a>
|
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</li>
|
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<li>
|
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<a href="/nist-museum" class="usa-nav__link">NIST Museum</a>
|
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</li>
|
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<li>
|
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<a href="/nist-and-nobel" class="usa-nav__link">NIST and the Nobel</a>
|
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</ul>
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<li class="usa-nav__submenu-item">
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<a href="/education" class="usa-nav__link">Educational Resources</a>
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</ul>
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</div>
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</div>
|
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</div>
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</li>
|
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</ul>
|
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</div>
|
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</nav>
|
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</header>
|
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|
<!-- nist-index-ignore-end -->
|
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|
</div>
|
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|
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|
<div class="grid-container">
|
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</div>
|
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|
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|
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|
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|
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|
|
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|
<div
|
|||
|
id="block-nist-www-content" class="nist-block"
|
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|
>
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
<section
|
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|
class="nist-page__content usa-section clearfix"
|
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>
|
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|
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|
<a id="main-content" tabindex="-1"></a>
|
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<div
|
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class="nist-page__region nist-page__region--content-top-full"
|
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|
>
|
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<div
|
|||
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class="nist-block"
|
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>
|
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<div class="nist-section-header nist-section-header--781216 nist-section-header--menu nist-section-header--interior">
|
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<div class="nist-section-header__top grid-container">
|
|||
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<a href="/ctl">Communications Technology Laboratory</a>
|
|||
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</div>
|
|||
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<div class="nist-section-header__sub">
|
|||
|
<div class="nist-section-header__main grid-container">
|
|||
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<div class="nist-section-header__title">
|
|||
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<h2><a href="/ctl/pscr">Public Safety Communications Research Division</a></h2>
|
|||
|
</div>
|
|||
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</div>
|
|||
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</div>
|
|||
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</div>
|
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</div>
|
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</div>
|
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<div class="grid-container margin-top-4">
|
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<div class="grid-row grid-gap-6">
|
|||
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|
|||
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<aside class="nist-page__region nist-page__region--sidebar-first tablet-lg:grid-col-4 desktop-lg:grid-col-3">
|
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<div>
|
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|
<!-- nist-index-ignore-start -->
|
|||
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<div
|
|||
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class="views-element-container nist-block nist-block--section-nav" data-elastic-exclude=""
|
|||
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>
|
|||
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|
|||
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|
|||
|
<div><div class="js-view-dom-id-75724b45ce14c0d21c5e68fb4a45bd752482815fef0186aad2dd81aa9640df75">
|
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|
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|
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|||
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|
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<div><div class="views-field views-field-nid"><span class="field-content">
|
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|
|||
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<nav>
|
|||
|
<ul class="usa-sidenav usa-accordion ">
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/about" title="About PSCR" data-drupal-link-system-path="">About</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-1"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-1" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/awards" data-drupal-link-system-path="">Awards</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/people" data-drupal-link-system-path="">People</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/newsroom" data-drupal-link-system-path="">Newsroom</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/virtual-tour" title="PSCR's Virtual Lab Tour" data-drupal-link-system-path="">Virtual Tour</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/public-safety-innovation-impacts" data-drupal-link-system-path="">Public Safety Innovation Impacts</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/public-safety-immersive-test-center" data-drupal-link-system-path="">Public Safety Immersive Test Center</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/about/collaborate-pscr" data-drupal-link-system-path="">Collaborate with PSCR</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/research-portfolios" data-drupal-link-system-path="">Research Portfolios</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-2"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-2" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/research-portfolios/user-interfaceuser-experience" data-drupal-link-system-path="">User Interface/User Experience</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/research-portfolios/public-safety-mission-critical-voice" data-drupal-link-system-path="">Public Safety Mission Critical Voice</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/research-portfolios/location-based-services" data-drupal-link-system-path="">Location-Based Services</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/research-portfolios/security" data-drupal-link-system-path="">Security</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/research-portfolios/uncrewed-aircraft-systems" data-drupal-link-system-path="">Uncrewed Aircraft Systems</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="https://www.nist.gov/ctl/pscr/research-portfolios#ArchivedPortfolios" title="Archived Research Portfolios" data-drupal-link-system-path="">Archived Portfolios</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-2-6"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-2-6" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/public-safety-analytics" data-drupal-link-system-path="">Public Safety Analytics</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/resilient-systems" data-drupal-link-system-path="">Resilient Systems</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/funding-opportunities" data-drupal-link-system-path="">Funding Opportunities</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/grants-and-cooperative-agreements" data-drupal-link-system-path="">Grants and Cooperative Agreements</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities" data-drupal-link-system-path="">Past Funding Opportunities</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022" data-drupal-link-system-path="">PSIAP-2022</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-1"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-1" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/firstmodular-designing-and" data-drupal-link-system-path="">FirstModulAR: Designing and Integrating Augmented Reality User Interface Modules for First Responders</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/rapid-scalable-outdoor-and" data-drupal-link-system-path="">Rapid, Scalable Outdoor and Indoor Machine Learning-Based Mapping of Fire Department Pre-Plans</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/5g-enabled-indoor-positioning" data-drupal-link-system-path="">5G-enabled Indoor Positioning System for Firefighters using UAVs (5G-IPS)</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/augmented-reality-wildland" data-drupal-link-system-path="">Augmented Reality Wildland Urban Interface (WUI) Mitigation Framework and Application</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/broadimport-importing-european" data-drupal-link-system-path="">BroadImPort: Importing European BroadPort MCX concepts to US market needs</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/digital-twin-enabled-testbed" data-drupal-link-system-path="">A Digital-Twin Enabled Testbed for Public Safety Communication Technologies</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/first-responder-intelligent" data-drupal-link-system-path="">First Responder Intelligent Assistant (FRIA)</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2022/navigation-environment-merging" data-drupal-link-system-path="">Navigation Environment merging Virtuality, Ecotone, and Reality enabled by microtechnology for Localization Of Subjects and Things (NEVERLOST)</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-artificial-intelligence-iot" data-drupal-link-system-path="">PSIAP Artificial Intelligence for IoT Information</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-2"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-2" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-artificial-intelligence-iot/smart" data-drupal-link-system-path="">Smart Communities, Smart Responders (SCSR) – An AI for IoT Prize Competition</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-public-safety-radio-data" data-drupal-link-system-path="">PSIAP Public Safety Radio Data</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-3"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-3" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-public-safety-radio-data/creating" data-drupal-link-system-path="">Creating a Shared Public Safety Radio Data Set for Research and Analysis</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality" data-drupal-link-system-path="">PSIAP Augmented Reality</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-4"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-4" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/augmented-reality" data-drupal-link-system-path="">Augmented Reality Interface for Public Safety Operations</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/extreme-reality" data-drupal-link-system-path="">Extreme Reality (EXR) Telemetry Interface for Real-Time Operation and Training</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/natural" data-drupal-link-system-path="">Natural Authentication for Emergency Management AR</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/archangel" data-drupal-link-system-path="">ARCHANGEL</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/first-responder" data-drupal-link-system-path="">First Responder Augmented Reality Test Bed</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/searchar-user" data-drupal-link-system-path="">SearchAR User-Centered Adaptive Augmented Reality</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/context-aware" data-drupal-link-system-path="">Context-Aware Augmented Reality for Cognitive Assistance</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-augmented-reality/easyvizar-edge" data-drupal-link-system-path="">EasyVizAR: Edge-Supported, Assistive Augmented Reality for Indoor First Responder Scenarios</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-fr3d-prize" data-drupal-link-system-path="">PSIAP FR3D Prize</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-5"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-5" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-fr3d-prize/indiana-first-responder" data-drupal-link-system-path="">Indiana First Responder 3D Indoor Tracking Challenge</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-test-equipment" data-drupal-link-system-path="">PSIAP MCV Test Equipment</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-6"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-6" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-test-equipment/valid8-mcx-client" data-drupal-link-system-path="">The Valid8 MCX Client Conformance Tester</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-test-equipment/mcs-taasting" data-drupal-link-system-path="">MCS TaaSting</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-test-equipment/mission-critical" data-drupal-link-system-path="">Mission Critical Test Platform</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-i-axis" data-drupal-link-system-path="">PSIAP i-Axis</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-7"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-7" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-i-axis/accelerating-adoption-and-use" data-drupal-link-system-path="">Accelerating Adoption and Use of Emerging LBS by Public Safety</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-qoe" data-drupal-link-system-path="">PSIAP MCV QoE</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-8"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-8" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-qoe/artemis-quarc-quality-under" data-drupal-link-system-path="">ARTEMIS QUARC - Quality Under Adjustable Realistic Conditions</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-mcv-qoe/experimentally-driven" data-drupal-link-system-path="">Experimentally-driven mapping of QoS-to-QoE for Mission-Critical Voice</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-point-cloud-city" data-drupal-link-system-path="">PSIAP Point Cloud City</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-9"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-9" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-point-cloud-city/creating-catalog" data-drupal-link-system-path="">Creating a Catalog of Point Clouds for Public Buildings in Enfield, Connecticut</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-point-cloud-city/map-901-building" data-drupal-link-system-path="">Map 901: Building Rich Interior Hazard Maps for First Responders</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-point-cloud-city/hancock-county" data-drupal-link-system-path="">Hancock County Point Cloud City</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface" data-drupal-link-system-path="">PSIAP User Interface</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-10"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-10" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/design-prototyping" data-drupal-link-system-path="">Design, Prototyping and Evaluation of Next Generation Public Safety User Interfaces</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/investigating" data-drupal-link-system-path="">Investigating Emergency Response Performance with VR-Based Intelligent User Interfaces</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/firstsimvr-evaluating" data-drupal-link-system-path="">FirstSimVR: Evaluating Future Tools Using Today's VR</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/cognition-driven" data-drupal-link-system-path="">Cognition-driven Display for Navigation Activities</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/ar-testing-equipment" data-drupal-link-system-path="">AR Testing of Equipment and Multiple Immersive Simulations</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/glove-based-home" data-drupal-link-system-path="">Glove Based Home to Ambulance Simulation Environment</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-user-interface/mixed-reality" data-drupal-link-system-path="">A Mixed Reality Training and Testing Facility for First Responders</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2017" data-drupal-link-system-path="">PSIAP 2017</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-3-2-11"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-3-2-11" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2017/psiap-2017-public-safety" data-drupal-link-system-path="">PSIAP 2017 - Public Safety Mission Critical Voice</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2017/psiap-2017-location-based" data-drupal-link-system-path="">PSIAP 2017 - Location-Based Services</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2017/psiap-2017-public-safety-0" data-drupal-link-system-path="">PSIAP 2017 - Public Safety Analytics</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/funding-opportunities/past-funding-opportunities/psiap-2017/psiap-2017-resilient-systems" data-drupal-link-system-path="">PSIAP 2017 - Resilient Systems</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/award-recipient-resource-center" data-drupal-link-system-path="">Award Recipient Resource Center</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/funding-opportunities/award-recipient-database" title="Find PSCR grant and cooperative agreement award recipients by institution." data-drupal-link-system-path="">Award Recipient Database</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges" data-drupal-link-system-path="">Open Innovation Prize Challenges</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-4"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-4" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/current-and-upcoming-prize-challenges" data-drupal-link-system-path="">Current and Upcoming Prize Challenges</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-4-1"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-4-1" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/current-and-upcoming-prize-challenges/2024-first-responder" data-drupal-link-system-path="">2024 First Responder UAS Wireless Data Gatherer Challenge</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges" data-drupal-link-system-path="">Past Prize Challenges</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-4-2"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-4-2" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2023-first-responder-uas-3d-mapping" title="This webpage provides an overview of the UAS 5.0 3D mapping challenge" data-drupal-link-system-path="">2023 First Responder UAS 3D Mapping Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2022-commanding-tech-challenge" title="2022 CommanDING Tech Challenge" data-drupal-link-system-path="">2022 CommanDING Tech Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2022-first-responder-uas-indoor" data-drupal-link-system-path="">2022 First Responder UAS Indoor Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2021-mobile-fingerprinting" data-drupal-link-system-path="">2021 Mobile Fingerprinting Innovation Technology Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2021-first-responder-uas-triple" data-drupal-link-system-path="">2021 First Responder UAS Triple Challenge</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-4-2-5"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-4-2-5" class="usa-sidenav__sublist">
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2021-first-responder-uas-triple/uas" data-drupal-link-system-path="">UAS 3.1: FastFind</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2021-first-responder-uas-triple-0" data-drupal-link-system-path="">UAS 3.2: LifeLink</a>
|
|||
|
</li>
|
|||
|
<li>
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2021-first-responder-uas-triple-1" data-drupal-link-system-path="">UAS 3.3: Shields Up!</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2020-chariot-challenge" data-drupal-link-system-path="">2020 CHARIoT Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2020-first-responder-uas-endurance" data-drupal-link-system-path="">2020 First Responder UAS Endurance Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2020-enhancing-computer-vision" data-drupal-link-system-path="">2020 Enhancing Computer Vision for Public Safety Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2020-automated-stream-analysis" data-drupal-link-system-path="">2020 Automated Stream Analysis for Public Safety Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2020-differential-privacy-temporal" data-drupal-link-system-path="">2020 Differential Privacy Temporal Map Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2019-tech-protect-challenge" data-drupal-link-system-path="">2019 Tech to Protect Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2019-expanding-sim-card-use-public" data-drupal-link-system-path="">2019 Expanding the SIM Card Use for Public Safety Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2019-haptic-interfaces-public-safety" data-drupal-link-system-path="">2019 Haptic Interfaces for Public Safety Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2018-differential-privacy-synthetic" data-drupal-link-system-path="">2018 Differential Privacy Synthetic Data Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2018-unlinkable-data-challenge" data-drupal-link-system-path="">2018 The Unlinkable Data Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2018-virtual-reality-heads-display" data-drupal-link-system-path="">2018 Virtual Reality Heads-Up-Display Navigation Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2018-unmanned-aerial-systems-flight" data-drupal-link-system-path="">2018 Unmanned Aerial Systems Flight and Payload Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2017-virtual-public-safety-test" data-drupal-link-system-path="">2017 Virtual Public Safety Test Environment Challenge</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2017-future-public-safety-technology" data-drupal-link-system-path="">2017 Future of Public Safety Technology 100k Video Series</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/commercialization" data-drupal-link-system-path="">Commercialization</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-5"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-5" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/commercialization/economic-impact" data-drupal-link-system-path="">Economic Impact</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/commercialization/pulse-accelerator" data-drupal-link-system-path="">Pulse Accelerator</a>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/commercialization/psiap-taba-demonstration" title="Follow-on Funding for Technical and Business Assistance and Demonstration Projects with Public Safety Agencies" data-drupal-link-system-path="">PSIAP TABA & Demonstration</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/5x5-public-safety-innovation-summit" data-drupal-link-system-path="">5x5: The Public Safety Innovation Summit</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-6"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-6" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/5x5-public-safety-innovation-summit/5x5-resource-center" data-drupal-link-system-path="">5x5 Resource Center</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
<li class="usa-sidenav__item usa-sidenav__item--parent">
|
|||
|
<a href="/ctl/pscr/resource-library" data-drupal-link-system-path="">Resource Library</a>
|
|||
|
<button class="usa-accordion__button" aria-expanded="false" aria-controls="menu-public-safety-communication-7"><span class="usa-sr-only">Expand or Collapse</span></button>
|
|||
|
<ul id="menu-public-safety-communication-7" class="usa-sidenav__sublist usa-accordion">
|
|||
|
<li class="usa-sidenav__item">
|
|||
|
<a href="/ctl/pscr/resource-library/pscr-webinar-series" data-drupal-link-system-path="">PSCR Webinar Series</a>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</li>
|
|||
|
</ul>
|
|||
|
</nav>
|
|||
|
|
|||
|
</span></div></div>
|
|||
|
|
|||
|
|
|||
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|
|||
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|
|||
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|
|||
|
|
|||
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|
|||
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|
|||
|
</div>
|
|||
|
</div>
|
|||
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|
|||
|
|
|||
|
</div>
|
|||
|
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|
|||
|
<!-- nist-index-ignore-start -->
|
|||
|
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|
|||
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|
|||
|
</div>
|
|||
|
</aside>
|
|||
|
|
|||
|
|
|||
|
<div
|
|||
|
class="nist-page__region nist-page__region--content tablet-lg:grid-col-8 desktop-lg:grid-col-9"
|
|||
|
>
|
|||
|
|
|||
|
<div
|
|||
|
class="nist-block"
|
|||
|
>
|
|||
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|
|||
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|
|||
|
<h1 class="nist-page__title">Team UCLANESL</h1>
|
|||
|
|
|||
|
|
|||
|
</div>
|
|||
|
|
|||
|
<div
|
|||
|
class="nist-block"
|
|||
|
>
|
|||
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|
|||
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|
|||
|
<!-- nist-index-ignore-start -->
|
|||
|
<div data-elastic-exclude class="nist-block nist-social__wrapper">
|
|||
|
<h2 class="nist-social__title">Share</h2>
|
|||
|
<div class="social-media-sharing">
|
|||
|
<div class="nist-social__wrapper--share">
|
|||
|
<div>
|
|||
|
<a target="_blank" rel="noopener" href="https://www.facebook.com/share.php?u=https://www.nist.gov/ctl/pscr/team-uclanesl"
|
|||
|
title="Facebook" class="nist-social nist-social--facebook-gray">
|
|||
|
<span>Facebook</span>
|
|||
|
</a>
|
|||
|
</div>
|
|||
|
<div>
|
|||
|
<a target="_blank" rel="noopener" href="https://www.linkedin.com/shareArticle?mini=true&url=https://www.nist.gov/ctl/pscr/team-uclanesl&source=https://www.nist.gov/ctl/pscr/team-uclanesl"
|
|||
|
title="Linkedin" class="nist-social nist-social--linkedin-gray">
|
|||
|
<span>Linkedin</span>
|
|||
|
</a>
|
|||
|
</div>
|
|||
|
<div>
|
|||
|
<a target="_blank" rel="noopener" href="https://x.com/intent/tweet?url=https://www.nist.gov/ctl/pscr/team-uclanesl&status=https://www.nist.gov/ctl/pscr/team-uclanesl"
|
|||
|
title="X.com" class="nist-social nist-social--x-gray">
|
|||
|
<span>X.com</span>
|
|||
|
</a>
|
|||
|
</div>
|
|||
|
<div>
|
|||
|
<a href="mailto:?subject=NIST.gov&body=Check out this site https://www.nist.gov/ctl/pscr/team-uclanesl"
|
|||
|
title="Email" class="nist-social nist-social--envelope-gray">
|
|||
|
<span>Email</span>
|
|||
|
</a>
|
|||
|
</div>
|
|||
|
</div>
|
|||
|
</div>
|
|||
|
</div>
|
|||
|
<!-- nist-index-ignore-end -->
|
|||
|
|
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<h3>The Differential Privacy Synthetic Data Challenge<br>
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5th Place - $3,000 Prize</h3>
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<p>*An additional $4,000 was awarded for posting their full code solution in an <a href="https://www.nist.gov/itl/applied-cybersecurity/privacy-engineering/collaboration-space/browse/de-identification-tools#dpchallenge">open source repository</a>.</p>
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<img alt="University of California Los Angeles logo" height="104" loading="lazy" src="/sites/default/files/styles/220_x_220_limit/public/images/2022/07/19/University%20of%20California%20Los%20Angeles.jpg?itok=CqPQkWSg" typeof="foaf:Image" width="220">
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<hr>
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<h4>About the Team</h4>
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<img alt="Graphic with four male team member's photos, names, and associations below the team name and logos of their organizations" height="360" loading="lazy" src="/sites/default/files/styles/480_x_480_limit/public/images/2019/07/31/uclanesl_team_logo.jpeg?itok=SAt5Om5V" typeof="foaf:Image" width="480">
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<p>The team UCLANESL has members with different levels of experience and academic backgrounds. All team members share a strong interest in privacy and machine learning. Members: Moustafa Alzantot (UCLA), Supriyo Chakraborty (IBM Research), Nathaniel Snyder (UCLA), and Mani Srivastava (UCLA).<br>
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<br>
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Team UCLANESL used the NIST Collaboration Space as their open source repository and can be accessed <a href="https://github.com/nesl/nist_differential_privacy_synthetic_data_challenge">here</a>. <em>*Note that other contestant source code may also be found on this site.</em></p>
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<p class="equation"><strong>Mani Srivastava</strong> is on the faculty at UCLA where he is associated with the ECE Department with a joint appointment in the CS Department. His research group, the UCLA Networked and Embedded Systems Laboratory, conducts research in the broad area of embedded and cyber-physical systems for applications in IoT, ubiquitous and mobile computing, and pervasive sensing and control. His interests are in problems related to making these systems learning-enabled, secure, privacy-aware, human-coupled, wirelessly-networked, and energy-efficient in the context of systems and applications for mobile health and sustainable buildings. He is a fellow of both the ACM and the IEEE. For more details about Mani, please see <a href="http://www.seas.ucla.edu/~mbs">http://www.seas.ucla.edu/~mbs</a>.</p>
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<p class="equation"><strong>Moustafa Alzantot</strong> is a fifth year Ph.D. student at the Department of Computer Science, UCLA. His research interests are adversarial machine learning, privacy and security of machine learning models. He is also broadly interested in novel applications of machine learning. He has published many research papers in machine learning and mobile sensing conferences and journals and he is an inventor of two U.S. patents. Among others, he is the recipient of several awards including the COMESA 2013 innovation award and the UCLA graduate division award. He interned at several companies and research labs including: Google, Facebook, and Bell-labs.<br>
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Find more about Moustafa at his personal webpage:<a href="https://slack-redir.net/link?url=http%3A%2F%2Fweb.cs.ucla.edu%2F~malzantot%2F">http://web.cs.ucla.edu/~malzantot/</a></p>
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<p class="equation"><strong>Supriyo Chakraborty</strong> is researcher working with the Distributed Artificial Intelligence group at IBM T.J. Watson Research Lab, U.S. Prior to this he obtained his Ph.D. in Electrical Engineering from the University of California, Los Angeles. He is the recipient of several awards including the Dissertation Year Fellowship award at UCLA, the Qualcomm Innovation Fellowship award, and the IBM Outstanding Technical Achievement award. His research interests are in information theoretic privacy, differential privacy, applied cryptography and adversarial machine learning. He has published more than 40 journal and conference papers in top-tier venues, and authored more than 20 patents. For more details about Supriyo please visit: <a href="https://slack-redir.net/link?url=https%3A%2F%2Fresearcher.watson.ibm.com%2Fresearcher%2Fview.php%3Fperson%3Dus-supriyo">https://researcher.watson.ibm.com/researcher/view.php?person=us-supriyo</a></p>
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<p class="equation"><strong>Nathaniel Snyder</strong> is a second year Systems and Control PhD student at UCLA within the Department of Mechanical and Aerospace Engineering. He works cross-departmental within the Network and Embedded Systems Lab (NESL) under Dr. Mani Srivastava. His research has been focused around developing machine learning safety and sensing algorithms for autonomous systems. His academic interests are mechatronics, machine-learning and control/estimation. For more details about Nathaniel please visit:<a href="https://slack-redir.net/link?url=http%3A%2F%2Fnesl.ee.ucla.edu%2Fpeople%2F494">http://nesl.ee.ucla.edu/people/494</a></p>
|
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|
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<h4>The Solution</h4>
|
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|
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<p><em>Differentially Private Synthetic Data Generation using Wasserstein GANs</em></p>
|
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<p>Team UCLANESL's solution is based on a combination of generative adversarial networks (GAN) model, a state of the art techniques for training generative models, with moments accountant, a state-of-the-art approach for differential privacy loss tracking. During GAN training, they simultaneously train two competing neural network models. The first model, the generator, learns how to generate synthetic records by mapping its input which is a randomly sampled noise vector to samples drawn from the distribution it learns about training data. The second model, discriminator, learns how to distinguish between samples drawn from the training dataset and samples generated by the generator model. Alternately, the team updates the discriminator by giving it labeled examples from both generator outputs and training data, and they update the generator by giving it feedback from the discriminator output on the samples it produces. Eventually, the generator model learns how to produce synthetic examples that closely mimic the samples of the training dataset. Therefore, at the end of the training, they use the generator to produce synthetic records through feeding random noise vectors into it. To address, the challenges of instability in GAN training, Team UCLANESL uses the Wasserstein distance function as the GAN training objective.</p>
|
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<p>To ensure that their model satisfies the differential privacy requirement, they apply the Gaussian mechanism to the discriminator gradient updates. This is achieved in two main steps. First, they gradient update for each example and clip them to ensure they have a bounded sensitivity. Second, the team adds Gaussian noise to the clipped gradients before applying them to the discriminator model weights. Since the generator is updated solely based on the feedback it receives from discriminator, this will also make the generator differentially private due to the post-processing invariance of the differential privacy. Finally, the team use the moments' accountant as a tool to keep track of the privacy loss and, if needed, abort the training once we have reached the limits of permissible privacy budget.</p>
|
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<p> </p>
|
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|
|||
|
<p><a href="https://www.nist.gov/communications-technology-laboratory/pscr/funding-opportunities/open-innovation-prize-challenges-1">Back to Differential Privacy Synthetic Data Challenge Page</a></p>
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<div class="text-italic font-sans-2xs">
|
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Created July 31, 2019, Updated July 19, 2022
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