1826 lines
125 KiB
Text
1826 lines
125 KiB
Text
<!DOCTYPE html>
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<html lang="en" dir="ltr" prefix="content: http://purl.org/rss/1.0/modules/content/ dc: http://purl.org/dc/terms/ foaf: http://xmlns.com/foaf/0.1/ og: http://ogp.me/ns# rdfs: http://www.w3.org/2000/01/rdf-schema# schema: http://schema.org/ sioc: http://rdfs.org/sioc/ns# sioct: http://rdfs.org/sioc/types# skos: http://www.w3.org/2004/02/skos/core# xsd: http://www.w3.org/2001/XMLSchema# ">
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<head>
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value="8661">All NIST Publications</option><option
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value="2747816">Advanced Manufacturing Series (NIST AMS)</option><option
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value="8726">Building Science Series</option><option
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value="8701">Federal Inf. Process. Stds. (NIST FIPS)</option><option
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value="8691">Grant/Contract Reports (NISTGCR)</option><option
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value="8676">Handbook (NIST HB)</option><option
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value="8736">ITL Bulletin</option><option
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value="8671">J. Phys. & Chem. Ref. Data (JPCRD)</option><option
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value="8666">Journal of Research (NIST JRES)</option><option
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value="8721">Letter Circular</option><option
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value="8716">Monograph (NIST MN)</option><option
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value="8706">National Construction Safety Team Act Reports (NIST NCSTAR)</option><option
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value="8696">Natl Std. Ref. Data Series (NIST NSRDS)</option><option
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value="8711">NIST Interagency/Internal Report (NISTIR)</option><option
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value="8731">Product Standards</option><option
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value="8681">Special Publication (NIST SP)</option><option
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value="8686">Technical Note (NIST TN)</option><option
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value="8741">Other</option></select></div>
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NIST Topic Areas
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<select data-drupal-selector="edit-ta" multiple="multiple" name="ta[]" id="edit-ta--2" size="9" class="form-select usa-select"><option
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value="249466">Advanced communications</option><option
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value="2806886">-Open Radio Access Network (Open-RAN)</option><option
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value="248311">-Quantum communications</option><option
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||
value="2806891">-Spectrum sharing</option><option
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||
value="248316">-Wireless (RF)</option><option
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value="248321">Bioscience</option><option
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||
value="2816256">-Bioeconomy</option><option
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value="2816351">--Biological data</option><option
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value="2813411">-Bioimaging</option><option
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value="2806896">-Bioinformatics</option><option
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value="248876">-Biomanufacturing</option><option
|
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value="248326">-Biomaterials</option><option
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||
value="2816261">-Biometrology</option><option
|
||
value="2816266">-Biosecurity</option><option
|
||
value="2816271">--Biosurveillance</option><option
|
||
value="2816276">--Genomic cybersecurity</option><option
|
||
value="2816356">--Nucleic acid sequence screening</option><option
|
||
value="248336">-Cell measurements</option><option
|
||
value="248341">-Engineering / synthetic biology</option><option
|
||
value="2816281">--Biofabrication</option><option
|
||
value="2813416">--Cell-free systems</option><option
|
||
value="2816286">--Genome engineering</option><option
|
||
value="2816291">--Protein engineering</option><option
|
||
value="2813421">-Gene delivery systems</option><option
|
||
value="2813426">-Genome editing</option><option
|
||
value="248346">-Genomics</option><option
|
||
value="248351">-Glycomics</option><option
|
||
value="2784896">-Metabolomics</option><option
|
||
value="248361">-Microbial measurements</option><option
|
||
value="248366">-Proteomics</option><option
|
||
value="2813436">-Transcriptomics</option><option
|
||
value="248371">Buildings and Construction</option><option
|
||
value="248376">-Building codes and standards</option><option
|
||
value="248381">-Building control systems</option><option
|
||
value="248386">-Building damage and repair</option><option
|
||
value="248391">-Building economics</option><option
|
||
value="248396">-Building materials</option><option
|
||
value="248551">-Energy efficiency</option><option
|
||
value="248401">-Heating, ventilation and air conditioning equipment</option><option
|
||
value="248406">-Indoor air quality</option><option
|
||
value="248411">-Structural engineering</option><option
|
||
value="2788796">-Thermal comfort</option><option
|
||
value="248416">Chemistry</option><option
|
||
value="248421">-Analytical chemistry</option><option
|
||
value="248426">-Chemical engineering and processing</option><option
|
||
value="248431">-Chemical thermodynamics and chemical properties</option><option
|
||
value="248436">-Molecular characterization</option><option
|
||
value="248441">-Theoretical chemistry and modeling</option><option
|
||
value="248446">-Thermochemical properties</option><option
|
||
value="248486">Electronics</option><option
|
||
value="248491">-Electromagnetics</option><option
|
||
value="248526">-Flexible electronics</option><option
|
||
value="248496">-Magnetoelectronics</option><option
|
||
value="248501">-Optoelectronics</option><option
|
||
value="249491">-Organic electronics</option><option
|
||
value="248511">-Semiconductors</option><option
|
||
value="248516">-Sensors</option><option
|
||
value="248521">-Superconducting electronics</option><option
|
||
value="248531">Energy</option><option
|
||
value="248536">-Alternative energy</option><option
|
||
value="248541">-Conventional energy</option><option
|
||
value="248546">-Electric power / smart grid</option><option
|
||
value="248556">-Fuels</option><option
|
||
value="248561">Environment</option><option
|
||
value="248566">-Air / water / soil quality</option><option
|
||
value="2788551">-Climate Measurements</option><option
|
||
value="248571">-Environmental health</option><option
|
||
value="248576">-Greenhouse gas measurements</option><option
|
||
value="248581">-Marine science</option><option
|
||
value="2746596">-Sustainability</option><option
|
||
value="248586">Fire</option><option
|
||
value="248591">-Fire detection</option><option
|
||
value="2746901">-Fire dynamics and science</option><option
|
||
value="248596" selected="selected">-Fire fighting</option><option
|
||
value="248601">-Fire modeling</option><option
|
||
value="248606">-Fire risk reduction</option><option
|
||
value="248611">-Materials flammability</option><option
|
||
value="2746906">-Structural fire resistance</option><option
|
||
value="2746911">-Wildland urban interface fire</option><option
|
||
value="248616">Forensic Science</option><option
|
||
value="248626">-Digital evidence</option><option
|
||
value="248636">-Drugs and toxicology</option><option
|
||
value="248621">-Firearms and toolmarks</option><option
|
||
value="248641">-Forensic biometrics</option><option
|
||
value="248631">-Forensic genetics</option><option
|
||
value="248646">-Trace evidence</option><option
|
||
value="248651">Health</option><option
|
||
value="248681">-Biopharmaceuticals</option><option
|
||
value="2813441">-Cell and gene therapy</option><option
|
||
value="248661">-Clinical diagnostics</option><option
|
||
value="2816296">--Cancer</option><option
|
||
value="248676">--Medical imaging</option><option
|
||
value="248671">-Food and nutrition</option><option
|
||
value="2813446">-Human microbiome</option><option
|
||
value="248686">-Precision medicine</option><option
|
||
value="248656">-Regenerative medicine and advanced therapy</option><option
|
||
value="2816301">--Flow cytometry</option><option
|
||
value="249421">Information technology</option><option
|
||
value="2753736">-Artificial intelligence</option><option
|
||
value="2800826">--AI measurement and evaluation</option><option
|
||
value="2788806">--Applied AI</option><option
|
||
value="2788801">--Fundamental AI</option><option
|
||
value="2800831">--Hardware for AI</option><option
|
||
value="2800991">--Machine learning</option><option
|
||
value="2800836">--Trustworthy and responsible AI</option><option
|
||
value="248701">-Biometrics</option><option
|
||
value="248706">-Cloud computing and virtualization</option><option
|
||
value="248711">-Complex systems</option><option
|
||
value="248716">-Computational science</option><option
|
||
value="248721">-Conformance testing</option><option
|
||
value="248726">-Cyber-physical systems</option><option
|
||
value="2746861">--Smart cities</option><option
|
||
value="248731">-Cybersecurity</option><option
|
||
value="248746">--Cryptography</option><option
|
||
value="2753741">--Cybersecurity education and workforce development</option><option
|
||
value="2788811">--Cybersecurity measurement</option><option
|
||
value="248736">--Identity and access management</option><option
|
||
value="2788816">--Privacy engineering</option><option
|
||
value="248751">--Risk management</option><option
|
||
value="2788821">--Securing emerging technologies</option><option
|
||
value="2788826">--Trustworthy networks</option><option
|
||
value="2788831">--Trustworthy platforms</option><option
|
||
value="248756">-Data and informatics</option><option
|
||
value="248761">--Human language technology</option><option
|
||
value="248766">--Information retrieval</option><option
|
||
value="248771">--Natural language processing</option><option
|
||
value="248781">-Federal information processing standards (FIPS)</option><option
|
||
value="248786">-Health IT</option><option
|
||
value="2748441">-Internet of Things (IoT)</option><option
|
||
value="248796">-Interoperability testing</option><option
|
||
value="2806901">-Location based services</option><option
|
||
value="248801">-Mobile</option><option
|
||
value="248806">-Networking</option><option
|
||
value="2753766">--Mobile and wireless networking</option><option
|
||
value="2753756">--Network management and monitoring</option><option
|
||
value="248811">--Network modeling and analysis</option><option
|
||
value="2753746">--Network security and robustness</option><option
|
||
value="2753751">--Network test and measurement</option><option
|
||
value="248816">--Next generation networks</option><option
|
||
value="2753761">--Protocol design and standardization</option><option
|
||
value="2753771">--Software defined and virtual networks</option><option
|
||
value="248821">-Privacy</option><option
|
||
value="248826">-Software research</option><option
|
||
value="248841">--Software testing</option><option
|
||
value="248846">-Usability and human factors</option><option
|
||
value="248851">--Accessibility</option><option
|
||
value="248776">-Video analytics</option><option
|
||
value="2788836">-Virtual / augmented reality</option><option
|
||
value="248856">-Visualization research</option><option
|
||
value="248861">-Voting systems</option><option
|
||
value="2748236">Infrastructure</option><option
|
||
value="248866">Manufacturing</option><option
|
||
value="248871">-Additive manufacturing</option><option
|
||
value="2746601">-Factory communications</option><option
|
||
value="248886">-Factory operations planning and control</option><option
|
||
value="248891">-Interoperability in manufacturing</option><option
|
||
value="248901">-Machining</option><option
|
||
value="2788841">-Manufacturing economics</option><option
|
||
value="248916">-Manufacturing quality assurance</option><option
|
||
value="248906">-Manufacturing systems design and analysis</option><option
|
||
value="2784921">-Monitoring, diagnostics and prognostics</option><option
|
||
value="2748446">-Process improvement</option><option
|
||
value="248911">-Process measurement and control</option><option
|
||
value="2748451">-Product data</option><option
|
||
value="248921">-Robotics in manufacturing</option><option
|
||
value="2748476">--Agility and adaptability</option><option
|
||
value="2748456">--Collaborative robots</option><option
|
||
value="2748461">--Dexterous grasping</option><option
|
||
value="2748471">--Manipulation</option><option
|
||
value="2748466">--Mobility and industrial autonomous vehicles</option><option
|
||
value="2748486">--Navigation / actuation / control</option><option
|
||
value="2748481">--Sensing and perception</option><option
|
||
value="248926">-Supply chain</option><option
|
||
value="248931">-Sustainable manufacturing</option><option
|
||
value="2748491">-Systems engineering</option><option
|
||
value="2748496">-Systems integration</option><option
|
||
value="248936">-Technology commercialization</option><option
|
||
value="248946">Materials</option><option
|
||
value="248951">-Ceramics</option><option
|
||
value="248956">-Composites</option><option
|
||
value="248961">-Concrete / cement</option><option
|
||
value="248966">-Materials characterization</option><option
|
||
value="248971">--Composition and structure</option><option
|
||
value="248981">--Mechanical properties</option><option
|
||
value="248986">--Thermal properties</option><option
|
||
value="248991">-Metals</option><option
|
||
value="248996">-Modeling and computational material science</option><option
|
||
value="249001">-Polymers</option><option
|
||
value="249006">-Superconductors</option><option
|
||
value="249011">Mathematics and statistics</option><option
|
||
value="249016">-Experiment design</option><option
|
||
value="249021">-Image and signal processing</option><option
|
||
value="249031">-Modeling and simulation research</option><option
|
||
value="249036">-Numerical methods and software</option><option
|
||
value="249041">-Statistical analysis</option><option
|
||
value="249046">-Uncertainty quantification</option><option
|
||
value="249051">Metrology</option><option
|
||
value="249061">-Amount of substance</option><option
|
||
value="249066">-Dimensional metrology</option><option
|
||
value="249071">-Electrical / electromagnetic metrology</option><option
|
||
value="249081">-Flow metrology and rheology</option><option
|
||
value="249086">-Force metrology</option><option
|
||
value="249091">-Humidity metrology</option><option
|
||
value="249096">-Ionizing radiation metrology</option><option
|
||
value="249101">-Mass metrology</option><option
|
||
value="2746606">-Metric</option><option
|
||
value="249106">-Optical / photometry / laser metrology</option><option
|
||
value="249111">-Pressure and vacuum metrology</option><option
|
||
value="249116">-Thermometry metrology</option><option
|
||
value="249121">-Time and frequency metrology</option><option
|
||
value="2746611">-Weights and measures</option><option
|
||
value="249126">Nanotechnology</option><option
|
||
value="249131">-Nanobiotechnology</option><option
|
||
value="249136">-Nanochemistry</option><option
|
||
value="249141">-Nanoelectronics</option><option
|
||
value="249146">-Nanofabrication / manufacturing</option><option
|
||
value="249151">--Lithography</option><option
|
||
value="249156">--Self-assembly</option><option
|
||
value="249161">-Nanofluidics</option><option
|
||
value="249166">-Nanomagnetics</option><option
|
||
value="249171">-Nanomaterials</option><option
|
||
value="249176">-Nanomechanics</option><option
|
||
value="249181">-Nanometrology</option><option
|
||
value="249186">-Nanophotonics</option><option
|
||
value="249191">-Nanophysics</option><option
|
||
value="249196">-Nanoplasmonics</option><option
|
||
value="249451">Neutron research</option><option
|
||
value="249426">Performance excellence</option><option
|
||
value="249211">-Assessment tools and services</option><option
|
||
value="249431">-Baldrige award</option><option
|
||
value="249436">-Baldrige examiners</option><option
|
||
value="249226">-Baldrige Framework and Criteria</option><option
|
||
value="249231">-Best practices</option><option
|
||
value="249236">-Leadership development</option><option
|
||
value="249241">Physics</option><option
|
||
value="249246">-Atomic / molecular / quantum</option><option
|
||
value="249251">-Biological physics</option><option
|
||
value="249256">-Condensed matter</option><option
|
||
value="249261">-Electron physics</option><option
|
||
value="249266">-Magnetics</option><option
|
||
value="249271">-Nuclear physics</option><option
|
||
value="249276">-Optical physics and communications</option><option
|
||
value="249281">-Quantum information science</option><option
|
||
value="249286">-Radiation</option><option
|
||
value="249291">-Spectroscopy</option><option
|
||
value="249296">-Thermodynamics</option><option
|
||
value="249301">-Time and frequency</option><option
|
||
value="249461">Public safety</option><option
|
||
value="249311">-Chemical / Biological / Radiological / Nuclear / Explosives (CBRNE)</option><option
|
||
value="249316">-First responder preparedness</option><option
|
||
value="249321">-Law enforcement</option><option
|
||
value="249331">-Public safety communications research</option><option
|
||
value="249336">-Response robots</option><option
|
||
value="249456">Resilience</option><option
|
||
value="2746576">-Community resilience</option><option
|
||
value="2816306">--Recovery</option><option
|
||
value="2816311">--Resilience metrics</option><option
|
||
value="248456">-Disaster and failure studies</option><option
|
||
value="248466">-Earthquake risk reduction</option><option
|
||
value="2788846">-Resilience economics</option><option
|
||
value="2746891">-Resilient materials</option><option
|
||
value="248481">-Windstorm impact reduction</option><option
|
||
value="249341">Standards</option><option
|
||
value="249346">-Accreditation</option><option
|
||
value="249416">-Calibration services</option><option
|
||
value="249366">-Conformity assessment</option><option
|
||
value="249371">-Documentary standards</option><option
|
||
value="2748516">-Frameworks</option><option
|
||
value="2813451">-Quality assurance</option><option
|
||
value="249376">-Reference data</option><option
|
||
value="249381">-Reference instruments</option><option
|
||
value="249386">-Reference materials</option><option
|
||
value="249391">-Standards education</option><option
|
||
value="2813456">Technology transfer</option><option
|
||
value="249396">Transportation</option><option
|
||
value="249401">-Aerospace</option><option
|
||
value="249406">-Automotive</option></select>
|
||
|
||
|
||
|
||
</div>
|
||
<div class="form-item js-form-item form-type-textfield js-form-type-textfield form-item-n js-form-item-n">
|
||
<label for="edit-n--2" class="usa-label">
|
||
Report Number
|
||
</label>
|
||
|
||
|
||
<input data-drupal-selector="edit-n" type="text" id="edit-n--2" name="n" value="" size="30" maxlength="128" class="form-text usa-input" />
|
||
|
||
|
||
|
||
</div>
|
||
<div data-drupal-selector="edit-d-wrapper" id="edit-d-wrapper--3" class="js-form-wrapper form-wrapper"><div data-drupal-selector="edit-d-wrapper" id="edit-d-wrapper--4" class="js-form-wrapper form-wrapper"><div class="form-item js-form-item form-type-date js-form-type-date form-item-d-min js-form-item-d-min">
|
||
<label for="edit-d-min--2" class="usa-label">
|
||
Publication Date
|
||
</label>
|
||
|
||
|
||
<input placeholder="From" class="bef-datepicker form-date usa-input" autocomplete="off" data-drupal-selector="edit-d-min" type="date" id="edit-d-min--2" name="d[min]" value="" size="30" />
|
||
|
||
|
||
|
||
</div>
|
||
<div class="form-item js-form-item form-type-date js-form-type-date form-item-d-max js-form-item-d-max form-no-label">
|
||
<label for="edit-d-max--2" class="usa-label usa-sr-only">
|
||
<span class="usa-sr-only">Max Publication Date</span>
|
||
</label>
|
||
|
||
|
||
<input placeholder="To" class="bef-datepicker margin-top-0 form-date usa-input" autocomplete="off" data-drupal-selector="edit-d-max" type="date" id="edit-d-max--2" name="d[max]" value="" size="30" />
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</li>
|
||
</ul><!-- USWDS fieldset end -->
|
||
<div class="grid-col-12 form-actions js-form-wrapper form-wrapper" data-drupal-selector="edit-actions" id="edit-actions--2"><input data-drupal-selector="edit-submit-search-pubs-solr-2" type="submit" id="edit-submit-search-pubs-solr--2" value="Search" class="button js-form-submit form-submit usa-button" /><input data-drupal-selector="edit-reset-search-pubs-solr-2" type="submit" id="edit-reset-search-pubs-solr--2" name="reset" value="Reset" class="button js-form-submit form-submit usa-button" /></div>
|
||
|
||
|
||
</form>
|
||
|
||
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</aside>
|
||
|
||
|
||
<div
|
||
class="nist-page__region nist-page__region--content tablet-lg:grid-col-8 desktop-lg:grid-col-9"
|
||
>
|
||
|
||
|
||
<div
|
||
id="block-nist-www-content" class="nist-block"
|
||
>
|
||
|
||
|
||
<div class="views-element-container"><div class="js-view-dom-id-484a304c8fe473255e06340c025e29f66496ffb289c4397ab7b7723db6487d67">
|
||
|
||
|
||
|
||
|
||
<header>
|
||
NIST Authors in <strong>Bold</strong>
|
||
<p></p>Displaying 1 - 25 of 77
|
||
</header>
|
||
|
||
|
||
|
||
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/cost-effective-data-driven-approach-flashover-prediction-across-diverse-residential">A Cost-Effective Data-driven Approach to Flashover Prediction across Diverse Residential Layouts for Enhanced Firefighters Situational Awareness</a></h3>
|
||
<div class="nist-teaser__date">
|
||
December 30, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Linhao Fan, <span class="nist-author">Hongqiang Fang</span>, Tianshui Liang, <span class="nist-author">Wai Cheong Tam</span>, Qixing Zhang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper presents gFlashNet, a generic flashover prediction model, designed to address the limitations of existing models that are restricted to specific residential building layouts. The aim of this research is to improve the scalability and
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/examining-effects-deep-learning-model-structure-model-interpretability-time-series">Examining the Effects of Deep Learning Model Structure on Model Interpretability for Time-Series Classifications in Fire Research</a></h3>
|
||
<div class="nist-teaser__date">
|
||
September 13, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Fan Linhao, <span class="nist-author">Qi Tong</span>, Fang Hongqiang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This present work utilizes an interpretability model to understand and explain the decisions of deep learning models. The use of DeepLIFT is proposed and attributions of a study case are obtained. Benchmarking against two other interpretability models
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/detecting-firefighters-thermal-risks-commercial-building-structure-using-machine">Detecting Firefighter's Thermal Risks in a Commercial Building Structure Using Machine Learning</a></h3>
|
||
<div class="nist-teaser__date">
|
||
August 30, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Qi Tong</span>, <span class="nist-author">David Stroup</span>, <span class="nist-author">Wai Cheong Tam</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
A multi-input and multi-output (MIMO) machine learning model is developed to simultaneously detect firefighter's thermal risks across a commercial building structure. A total of 2000 numerical experiments with a wide range of fire and ventilation scenarios
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/towards-better-understanding-deep-learning-model-time-series-forecasting-fire-research">Towards Better Understanding of Deep Learning Model for Time Series Forecasting in Fire Research</a></h3>
|
||
<div class="nist-teaser__date">
|
||
July 29, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Linhao Fan, <span class="nist-author">Qi Tong</span>, Hongqiang FANG, Wei Zhong, <span class="nist-author">Wai Cheong Tam</span>, Tianshui Liang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
Deep learning model has been a viable approach to forecast critical events in fire development. However, prior to its implementation in real-life firefighting, it is imperative to further understand the black box and assess its rationale. In this paper, an
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/effect-mandatory-fitness-requirements-cardiovascular-events-state-state-analysis-using">The Effect of Mandatory Fitness Requirements on Cardiovascular Events: A State-by-State Analysis Using a National Database</a></h3>
|
||
<div class="nist-teaser__date">
|
||
March 1, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Dillon Dzikowicz, Sankalp Saoji, <span class="nist-author">Wai Cheong Tam</span>, Wendy Brunner, Mary Carey</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
Background: Cardiovascular events are known to be the leading cause of death among on-duty firefighters. Implementing fitness standards may help reduce the incidence of cardiovascular deaths; however, standards vary between firefighter type and states. We
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/building-fire-hazard-predictions-using-machine-learning">Building Fire Hazard Predictions Using Machine Learning</a></h3>
|
||
<div class="nist-teaser__date">
|
||
January 26, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Eugene Yujun Fu, <span class="nist-author">Wai Cheong Tam</span>, Tianhang Zhang, Xinyan Huang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
The lack of information on the fire ground has always been the leading factor in making wrong decisions . Wrong decisions can be made by individual firefighters, their local chiefs, and/or the incident commander. Any wrong decision at any level (scale)
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/data-driven-wireless-fire-hose-flow-rate-apparatus">Data-Driven Wireless Fire Hose Flow Rate Apparatus</a></h3>
|
||
<div class="nist-teaser__date">
|
||
January 25, 2024
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Christopher U. Brown</span>, <span class="nist-author">Gregory W. Vogl</span>, <span class="nist-author">Wai Cheong Tam</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/towards-real-time-heart-health-monitoring-firefighting-using-convolutional-neural">Towards Real-Time Heart Health Monitoring in Firefighting Using Convolutional Neural Networks</a></h3>
|
||
<div class="nist-teaser__date">
|
||
June 28, 2023
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Jiajia Li</span>, <span class="nist-author">Christopher U. Brown</span>, Dillon Dzikowicz, Mary Carey, <span class="nist-author">Wai Cheong Tam</span>, Michael Xuelin Huang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
A machine learning-based heart health monitoring model, named H2M, was developed. 24-hour electrocardiogram (ECG) data from 112 professional firefighters was used to train the proposed model. The model used carefully designed multi-layer convolution neural
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/explainable-machine-learning-based-flashover-prediction-model-using-dimension-wise">Explainable Machine Learning Based Flashover Prediction Model Using Dimension-Wise Class Activation Map</a></h3>
|
||
<div class="nist-teaser__date">
|
||
June 26, 2023
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Linhao Fan, <span class="nist-author">Wai Cheong Tam</span>, Qi Tong, Eugene Yujun Fu, Tianshui Liang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper presents the development of an explainable machine learning based flashover prediction model, named xFlashNet. Synthetic temperature data from more than 17 000 fire cases are used for model development. The effect of missing data due from heat
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/real-time-flashover-prediction-model-multi-compartment-building-structures-using">Real-Time Flashover Prediction Model for Multi-Compartment Building Structures Using Attention Based Recurrent Neural Networks</a></h3>
|
||
<div class="nist-teaser__date">
|
||
March 17, 2023
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Eugene Yujun Fu, Jiajia Li, <span class="nist-author">Richard D. Peacock</span>, <span class="nist-author">Paul A. Reneke</span>, <span class="nist-author">Thomas Cleary</span>, Grace Ngai, Hong Va Leong, Michael Xuelin Huang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper presents the development of an attention based bi-directional gated recurrent unit model, P-Flashv2, for the prediction of potential occurrence of flashover in a traditional 111 m2 single story ranch-style family home. Synthetic temperature data
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/measuring-water-flow-rate-fire-hose-using-wireless-sensor-network-smart-fire-fighting-1">Measuring Water Flow Rate for a Fire Hose Using a Wireless Sensor Network for Smart Fire Fighting: An Update Using Various Hose Conditions</a></h3>
|
||
<div class="nist-teaser__date">
|
||
January 26, 2023
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Christopher U. Brown</span>, <span class="nist-author">Gregory W. Vogl</span>, <span class="nist-author">Wai Cheong Tam</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
A wireless sensor network was created to measure water-flow rate in a fire hose. An integrated electronic piezoelectric (IEPE) accelerometer was chosen as the sensor to measure the flow rate based on the vibrations generated by water flowing through a fire
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/thermal-and-gas-mixture-composition-measurements-preceding-backdrafts-25th-scale">Thermal and gas mixture composition measurements preceding backdrafts in a 2/5th scale compartment</a></h3>
|
||
<div class="nist-teaser__date">
|
||
September 1, 2022
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Ryan Falkenstein-Smith</span>, <span class="nist-author">Thomas Cleary</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This report documents real-time and time-averaged temperature, global and local equivalence ratios, and oxygen, carbon dioxide, and carbon monoxide concentration measurements made at various positions in an isolated 2/5th scale compartment prior to a
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/spatial-temporal-graph-neural-network-model-predicting-flashover-arbitrary-building">A Spatial Temporal Graph Neural Network Model for Predicting Flashover in Arbitrary Building Floorplans</a></h3>
|
||
<div class="nist-teaser__date">
|
||
August 3, 2022
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Eugene Yujun Fu, <span class="nist-author">Jiajia Li</span>, Xinyan Huang, Jian Chen, Michael Xuelin Huang</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
Rapid fire progression, such as flashover, has been one of the leading causes for firefighter deaths and injuries in residential building environments. Due to long computational time of and the required prior knowledge about the fire scene, existing models
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/real-time-forecast-compartment-fire-and-flashover-based-deep-learning">Real-time Forecast of Compartment Fire and Flashover based on Deep Learning</a></h3>
|
||
<div class="nist-teaser__date">
|
||
April 6, 2022
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Tianhang Zhang, Zilong Wang, Ho Yin Wong, <span class="nist-author">Wai Cheong Tam</span>, Xinyan Huang, Fu Xiao</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
Forecasting building fire development and critical fire events in real-time is of great significance for firefighting and rescue operations. This work proposes an artificial intelligence (AI) system to fast forecast the compartment fire development and
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/development-flashover-prediction-model-compartment-fires-using-support-vector">Development of a Flashover Prediction Model for Compartment Fires Using Support Vector Regression</a></h3>
|
||
<div class="nist-teaser__date">
|
||
April 1, 2022
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Jun Wang, <span class="nist-author">Richard D. Peacock</span>, <span class="nist-author">Paul A. Reneke</span>, Eugene Yujun Fu, <span class="nist-author">Thomas Cleary</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This report provides additional technical details to an article entitled P-Flash – A Machine Learning-based Model for Flashover Prediction using Recovered Temperature Data. Research was conducted to examine the use of Support Vector Regression (SVR) to
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/generic-flashover-prediction-model-residential-buildings-using-graph-neural-network">A Generic Flashover Prediction Model for Residential Buildings Using Graph Neural Network</a></h3>
|
||
<div class="nist-teaser__date">
|
||
November 11, 2021
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Eugene Yujun Fu, <span class="nist-author">Paul A. Reneke</span>, <span class="nist-author">Richard D. Peacock</span>, <span class="nist-author">Thomas Cleary</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
A generic graph neural network-based model is developed to predict the potential occurrence of flashover for different building structures. The proposed model transforms multivariate temperature data into graph-structure data. Utilizing graph convolution
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/p-flash-machine-learning-based-model-flashover-prediction-using-recovered-temperature">P-Flash - A Machine Learning-based Model for Flashover Prediction using Recovered Temperature Data</a></h3>
|
||
<div class="nist-teaser__date">
|
||
April 4, 2021
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Jun Wang, <span class="nist-author">Andy Tam</span>, Youwei Jia, <span class="nist-author">Richard Peacock</span>, <span class="nist-author">Paul A. Reneke</span>, Eugene Yujun Fu, <span class="nist-author">Thomas Cleary</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
Research was conducted to examine the use of Support Vector Regression (SVR) to build a model to forecast the potential occurrence of flashover in a single-floor, multi-room compartment fire. Synthetic temperature data for heat detectors in different rooms
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/predicting-flashover-occurrence-using-surrogate-temperature-data">Predicting Flashover Occurrence using Surrogate Temperature Data</a></h3>
|
||
<div class="nist-teaser__date">
|
||
February 9, 2021
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Andy Tam</span>, Eugene Yujun Fu, <span class="nist-author">Richard Peacock</span>, <span class="nist-author">Paul A. Reneke</span>, Jun Wang, Grace Ngai, Hong Va Leong, <span class="nist-author">Thomas Cleary</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
Fire fighter fatalities and injuries in the U.S. remain too high and fire fighting too hazardous. Until now, fire fighters rely only on their experience to avoid life-threatening fire events, such as flashover. In this paper, we describe the development of
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/measuring-water-flow-rate-fire-hose-using-wireless-sensor-network-smart-fire-fighting-0">Measuring Water Flow Rate for a Fire Hose Using a Wireless Sensor Network for Smart Fire Fighting</a></h3>
|
||
<div class="nist-teaser__date">
|
||
January 2, 2021
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Christopher U. Brown</span>, <span class="nist-author">Gregory W. Vogl</span>, <span class="nist-author">Andy Tam</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
A wireless sensor network was created to measure water-flow rate in a fire hose. An integrated electronic piezoelectric accelerometer was chosen as the sensor to measure the flow rate based on the vibrations generated by water flowing through a fire hose
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/use-machine-learning-models-forecast-flashover-occurrence-compartment">On the Use of Machine Learning Models to Forecast Flashover Occurrence in a Compartment</a></h3>
|
||
<div class="nist-teaser__date">
|
||
September 15, 2020
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Jun Wang, <span class="nist-author">Andy Tam</span>, <span class="nist-author">Paul A. Reneke</span>, <span class="nist-author">Richard Peacock</span>, <span class="nist-author">Thomas Cleary</span>, Eugene Yujun Fu, Grace Ngai, Hong Va Leong</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper presents a study to examine the potential use of machine learning algorithms to build a model to forecast the likelihood of flashover occurrence for a single-floor multi-room compartment. Synthetic temperature data for heat detectors from
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/time-series-feature-extraction-and-selection-tool-fire-data">Time Series Feature Extraction and Selection Tool for Fire Data</a></h3>
|
||
<div class="nist-teaser__date">
|
||
September 15, 2020
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item">Jun Wang, Youwei Jia, Eugene Yujun Fu, Jiajia Li, <span class="nist-author">Andy Tam</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper aims to facilitate the use of machine learning to carry out supervised classification/regression tasks for time series data in fire research. Specifically, a feature engineering tool, FAST (Feature extrAction and Selection for Time-series), is
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/generating-synthetic-sensor-data-facilitate-machine-learning-paradigm-prediction-0">Generating Synthetic Sensor Data to Facilitate Machine Learning Paradigm for Prediction of Building Fire Hazard</a></h3>
|
||
<div class="nist-teaser__date">
|
||
July 10, 2020
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Eugene Yujun Fu, <span class="nist-author">Richard D. Peacock</span>, <span class="nist-author">Paul A. Reneke</span>, Jun Wang, Jiajia Li, <span class="nist-author">Thomas G. Cleary</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper presents a learning-by-synthesis approach to facilitate the utilization of a machine learning paradigm to enhance situational awareness for fire fighting in buildings. An automated Fire Data Generator (FD-Gen) is developed. The overview of FD
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/prevention-cooktop-ignition-using-detection-and-multi-step-machine-learning-algorithms">Prevention of Cooktop Ignition Using Detection and Multi-Step Machine Learning Algorithms</a></h3>
|
||
<div class="nist-teaser__date">
|
||
April 27, 2020
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Wai Cheong Tam</span>, Eugene Yujun Fu, <span class="nist-author">Amy E. Mensch</span>, <span class="nist-author">Anthony P. Hamins</span>, Christina Yu, Grace Ngai, Hong va Leong</div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
This paper presents a study to examine the potential use of machine learning models to build a real-time detection algorithm for prevention of unattended cooking fires. 16 sets of time- dependent sensor signals were obtained from 60 normal/ignition cooking
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/voices-first-responders151nationwide-public-safety-communication-survey-methodology">Voices of First Responders&#151;Nationwide Public Safety Communication Survey Methodology: Development, Dissemination, and Demographics, Phase 2, Volume 1</a></h3>
|
||
<div class="nist-teaser__date">
|
||
March 20, 2020
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">Kristen Greene</span>, <span class="nist-author">Shanee T. Dawkins</span>, <span class="nist-author">Sandra S. Prettyman</span>, <span class="nist-author">Pamela J. Konkol</span>, <span class="nist-author">Mary F. Theofanos</span>, <span class="nist-author">Kevin C. Mangold</span>, <span class="nist-author">Susanne M. Furman</span>, <span class="nist-author">Michelle P. Steves</span></div>
|
||
</div>
|
||
</div>
|
||
|
||
</header>
|
||
<div class="nist-teaser__content">
|
||
With the newly created Nationwide Public Safety Broadband Network (NPSBN), the public safety community is in the process of supplementing the use of land mobile radios (LMR) to a technology ecosystem that will include a variety of new communication tools
|
||
|
||
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
<div>
|
||
|
||
<article
|
||
class="nist-teaser"
|
||
>
|
||
<div class="nist-teaser__content-wrapper">
|
||
<header>
|
||
<h3 class="nist-teaser__title"><a href="/publications/economics-firefighter-injuries-united-states-executive-summary">The Economics of Firefighter Injuries in the United States: Executive Summary</a></h3>
|
||
<div class="nist-teaser__date">
|
||
December 23, 2019
|
||
</div>
|
||
<div class="nist-teaser__type">
|
||
<div class="nist-field nist-field--label-inline">
|
||
<div class="nist-field__label">Author(s)</div>
|
||
<div class="nist-field__item"><span class="nist-author">David T. Butry</span>, <span class="nist-author">David H. Webb</span>, <span class="nist-author">Stanley W. Gilbert</span>, Jennifer Taylor</div>
|
||
</div>
|
||
</div>
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