publicdata/nist-gov
1
0
Fork 0
Code Issues Pull requests Projects Releases Packages Wiki Activity Actions
nist-gov/www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes

1399 lines
118 KiB
Text
Raw Normal View History

Initital commit.
2025-03-05 18:59:57 +00:00
<!DOCTYPE html>
<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# ">
<head>
<meta charset="utf-8" /><script type="text/javascript">(window.NREUM||(NREUM={})).init={ajax:{deny_list:["bam.nr-data.net"]}};(window.NREUM||(NREUM={})).loader_config={licenseKey:"37b7ccb661",applicationID:"1089704227"};;/*! For license information please see nr-loader-rum-1.283.2.min.js.LICENSE.txt */
(()=>{var e,t,r={122:(e,t,r)=>{"use strict";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||"object"!=typeof e)return(0,n.R)(3);if(!t||"object"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),o=0===Object.keys(r).length?e:r;for(let a in o)if(void 0!==e[a])try{if(null===e[a]){r[a]=null;continue}Array.isArray(e[a])&&Array.isArray(t[a])?r[a]=Array.from(new Set([...e[a],...t[a]])):"object"==typeof e[a]&&"object"==typeof t[a]?r[a]=i(e[a],t[a]):r[a]=e[a]}catch(e){(0,n.R)(1,e)}return r}catch(e){(0,n.R)(2,e)}}},555:(e,t,r)=>{"use strict";r.d(t,{Vp:()=>c,fn:()=>s,x1:()=>u});var n=r(384),i=r(122);const o={beacon:n.NT.beacon,errorBeacon:n.NT.errorBeacon,licenseKey:void 0,applicationID:void 0,sa:void 0,queueTime:void 0,applicationTime:void 0,ttGuid:void 0,user:void 0,account:void 0,product:void 0,extra:void 0,jsAttributes:{},userAttributes:void 0,atts:void 0,transactionName:void 0,tNamePlain:void 0},a={};function s(e){try{const t=c(e);return!!t.licenseKey&&!!t.errorBeacon&&!!t.applicationID}catch(e){return!1}}function c(e){if(!e)throw new Error("All info objects require an agent identifier!");if(!a[e])throw new Error("Info for ".concat(e," was never set"));return a[e]}function u(e,t){if(!e)throw new Error("All info objects require an agent identifier!");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r&&(r.info=a[e])}},217:(e,t,r)=>{"use strict";r.d(t,{D0:()=>m,gD:()=>v,xN:()=>h});r(860).K7.genericEvents;const n="experimental.marks",i="experimental.measures",o="experimental.resources",a=e=>{if(!e||"string"!=typeof e)return!1;try{document.createDocumentFragment().querySelector(e)}catch{return!1}return!0};var s=r(614),c=r(944),u=r(384),l=r(122);const d="[data-nr-mask]",f=()=>{const e={feature_flags:[],experimental:{marks:!1,measures:!1,resources:!1},mask_selector:"*",block_selector:"[data-nr-block]",mask_input_options:{color:!1,date:!1,"datetime-local":!1,email:!1,month:!1,number:!1,range:!1,search:!1,tel:!1,text:!1,time:!1,url:!1,week:!1,textarea:!1,select:!1,password:!0}};return{ajax:{deny_list:void 0,block_internal:!0,enabled:!0,autoStart:!0},distributed_tracing:{enabled:void 0,exclude_newrelic_header:void 0,cors_use_newrelic_header:void 0,cors_use_tracecontext_headers:void 0,allowed_origins:void 0},get feature_flags(){return e.feature_flags},set feature_flags(t){e.feature_flags=t},generic_events:{enabled:!0,autoStart:!0},harvest:{interval:30},jserrors:{enabled:!0,autoStart:!0},logging:{enabled:!0,autoStart:!0},metrics:{enabled:!0,autoStart:!0},obfuscate:void 0,page_action:{enabled:!0},page_view_event:{enabled:!0,autoStart:!0},page_view_timing:{enabled:!0,autoStart:!0},performance:{get capture_marks(){return e.feature_flags.includes(n)||e.experimental.marks},set capture_marks(t){e.experimental.marks=t},get capture_measures(){return e.feature_flags.includes(i)||e.experimental.measures},set capture_measures(t){e.experimental.measures=t},capture_detail:!0,resources:{get enabled(){return e.feature_flags.includes(o)||e.experimental.resources},set enabled(t){e.experimental.resources=t},asset_types:[],first_party_domains:[],ignore_newrelic:!0}},privacy:{cookies_enabled:!0},proxy:{assets:void 0,beacon:void 0},session:{expiresMs:s.wk,inactiveMs:s.BB},session_replay:{autoStart:!0,enabled:!1,preload:!1,sampling_rate:10,error_sampling_rate:100,collect_fonts:!1,inline_images:!1,fix_stylesheets:!0,mask_all_inputs:!0,get mask_text_selector(){return e.mask_selector},set mask_text_selector(t){a(t)?e.mask_selector="".concat(t,",").concat(d):""===t||null===t?e.mask_selector=d:(0,c.R)(5,t)},get block_class(){return"nr-block"},get ignore_class(){return"nr-ignore"},get mask_text_class(){return"nr-mask"},get block_selector(){return e.block_selector},set block_selector(t){a(t)?e.block_selector+=",".concat(t):""!==t&&(0,c.R)(6,t)},get mask_input_options(){return e.mask_input_options},set mask_input_options(t){t&&"object"==typeof t?e.mask_input_options={...t,password:!0}:(0,c.R)(7,t)}},session_trace:{enabled:!0,autoStart:!0},soft_navigations:{enabled:!0,autoStart:!0},spa:{enabled:!0,autoStart:!0
<noscript><style>form.antibot * :not(.antibot-message) { display: none !important; }</style>
</noscript><script async src="https://www.googletagmanager.com/gtag/js?id=G-HEQ0YF2VYL"></script>
<script>window.dataLayer = window.dataLayer || [];function gtag(){dataLayer.push(arguments)};gtag("js", new Date());gtag("set", "developer_id.dMDhkMT", true);gtag('set', {'cookie_flags': 'SameSite=None;Secure', 'cookie_domain': 'www.nist.gov'});gtag("config", "G-HEQ0YF2VYL", {"groups":"default","page_placeholder":"PLACEHOLDER_page_location","link_attribution":true,"allow_ad_personalization_signals":false});gtag("config", "G-CSLL4ZEK4L", {"groups":"default","page_placeholder":"PLACEHOLDER_page_location","link_attribution":true,"allow_ad_personalization_signals":false});gtag("event", "custom", {"node_title":" NIST Explores AI-Enhanced Monitoring in Manufacturing Processes","node_id":"1845541","blog_author":"Michael Sharp","content_type":"Blog entry"});</script>
<meta name="description" content="American manufacturing is associated with high-quality standards meant to ensure both the reliability and longevity of the p" />
<link rel="canonical" href="https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes" />
<link rel="shortlink" href="https://www.nist.gov/node/1845541" />
<meta name="citation_title" content="NIST Explores AI-Enhanced Monitoring in Manufacturing Processes | NIST" />
<meta property="og:site_name" content="NIST" />
<meta property="og:type" content="Article" />
<meta property="og:url" content="https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes" />
<meta property="og:title" content="NIST Explores AI-Enhanced Monitoring in Manufacturing Processes" />
<meta property="og:description" content="American manufacturing is associated with high-quality standards meant to ensure both the reliability and longevity of the p" />
<meta property="og:image" content="https://www.nist.gov/sites/default/files/styles/social/public/images/2024/04/12/ai-monitor-blogFeaturedImage.png?itok=SzDxLasT" />
<meta property="og:image" content="https://www.nist.gov/themes/custom/nist_www/img/homepage/nist_mark.png" />
<meta property="og:image:width" content="763" />
<meta property="og:image:height" content="330" />
<meta property="og:image:alt" content="Engineer hand using digital tablet to check robotics automatic arms machine" />
<meta property="article:author" content="Michael Sharp" />
<meta property="article:published_time" content="2024-04-03T08:00-04:00" />
<meta property="article:modified_time" content="2024-04-12T17:44-04:00" />
<meta name="dcterms.title" content="NIST Explores AI-Enhanced Monitoring in Manufacturing Processes" />
<meta name="dcterms.creator" content="Michael Sharp" />
<meta name="dcterms.description" content="American manufacturing is associated with high-quality standards meant to ensure both the reliability and longevity of the p" />
<meta name="dcterms.publisher" content="Michael Sharp" />
<meta name="dcterms.contributor" content="NIST" />
<meta name="dcterms.date" content="2024-04-03T08:00-04:00" />
<meta name="dcterms.type" content="text" />
<meta name="dcterms.format" content="text/html" />
<meta name="dcterms.identifier" content="https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes" />
<meta name="dcterms.source" content="NIST" />
<meta name="dcterms.created" content="2024-04-03T08:00-04:00" />
<meta name="dcterms.modified" content="2024-04-12T17:44-04:00" />
<meta name="twitter:card" content="summary_large_image" />
<meta name="twitter:description" content="American manufacturing is associated with high-quality standards meant to ensure both the reliability and longevity of the p" />
<meta name="twitter:site" content="NIST" />
<meta name="twitter:title" content="NIST Explores AI-Enhanced Monitoring in Manufacturing Processes" />
<meta name="google-site-verification" content="QMu0ODkER3rN5hLcMLqNVf7e3bkjYsNLTuhqfH48jCA" />
<meta name="Generator" content="Drupal 10 (https://www.drupal.org)" />
<meta name="MobileOptimized" content="width" />
<meta name="HandheldFriendly" content="true" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="nist_search_modified" class="elastic" content="2024-04-12T17:44:00-04:00" />
<script type="application/ld+json">{
"@context": "https://schema.org",
"@graph": [
{
"@type": "Article",
"@id": "https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes",
"headline": "NIST Explores AI-Enhanced Monitoring in Manufacturing Processes",
"name": "NIST Explores AI-Enhanced Monitoring in Manufacturing Processes",
"description": "American manufacturing is associated with high-quality standards meant to ensure both the reliability and longevity of the p",
"image": {
"@type": "ImageObject",
"url": "https://www.nist.gov/sites/default/files/styles/social/public/images/2024/04/12/ai-monitor-blogFeaturedImage.png?itok=SzDxLasT",
"width": "763",
"height": "330"
},
"datePublished": "2024-04-03T08:00-04:00",
"dateModified": "2024-04-12T17:44-04:00",
"author": {
"@type": "Person",
"@id": "https://www.nist.gov/blogs/taking-measure/authors/michael-sharp",
"name": "Michael Sharp",
"url": "https://www.nist.gov/blogs/taking-measure/authors/michael-sharp"
},
"publisher": {
"@type": "GovernmentOrganization",
"@id": "https://www.nist.gov/",
"name": "National Institute of Standards and Technology",
"url": "https://www.nist.gov/"
}
}
]
}</script>
<meta name="nist_search_bundle" class="elastic" content="blog" />
<link rel="icon" href="/themes/custom/nist_www/favicon.ico" type="image/vnd.microsoft.icon" />
<title>NIST Explores AI-Enhanced Monitoring in Manufacturing Processes | NIST</title>
<link rel="stylesheet" media="all" href="/sites/default/files/css/css_ZtlGKjRlcsetYFZOgm4XEB79Us1_9Rfto8uYAe8uLYA.css?delta=0&amp;language=en&amp;theme=nist_www&amp;include=eJxNTgsOwyAIvZCpRzKorCNFaYTW9fazXZctIYT38j5ESEswGbP6-LsDJamuklqwJxYcnHCEFopkn0khMgamujg91LAMr-Kl9zNLBP54e-9fjC879T63bQWebuh2wq7-2tPI3vhOKTBXelByKomAQ8FMcLYMiuGQzcJ4I8mO7fBSMclfZaHURMnwDRYUV3Y" />
<link rel="stylesheet" media="all" href="/sites/default/files/css/css_kGS0ApDpFo-_3JI4Ijxg4RCWlTqsImK3lqH7bCv5v2U.css?delta=1&amp;language=en&amp;theme=nist_www&amp;include=eJxNTgsOwyAIvZCpRzKorCNFaYTW9fazXZctIYT38j5ESEswGbP6-LsDJamuklqwJxYcnHCEFopkn0khMgamujg91LAMr-Kl9zNLBP54e-9fjC879T63bQWebuh2wq7-2tPI3vhOKTBXelByKomAQ8FMcLYMiuGQzcJ4I8mO7fBSMclfZaHURMnwDRYUV3Y" />
<link rel="stylesheet" media="print" href="/sites/default/files/css/css_-IXwLuTUdm8IGHxib8GX8wWKw3LjKsNWSYYskZ5fEGg.css?delta=2&amp;language=en&amp;theme=nist_www&amp;include=eJxNTgsOwyAIvZCpRzKorCNFaYTW9fazXZctIYT38j5ESEswGbP6-LsDJamuklqwJxYcnHCEFopkn0khMgamujg91LAMr-Kl9zNLBP54e-9fjC879T63bQWebuh2wq7-2tPI3vhOKTBXelByKomAQ8FMcLYMiuGQzcJ4I8mO7fBSMclfZaHURMnwDRYUV3Y" />
<link rel="stylesheet" media="all" href="/sites/default/files/css/css_RS8YGnRq2Xi5aD-GQC3GKwBe6bOWBBmEmXrb2xB5FMM.css?delta=3&amp;language=en&amp;theme=nist_www&amp;include=eJxNTgsOwyAIvZCpRzKorCNFaYTW9fazXZctIYT38j5ESEswGbP6-LsDJamuklqwJxYcnHCEFopkn0khMgamujg91LAMr-Kl9zNLBP54e-9fjC879T63bQWebuh2wq7-2tPI3vhOKTBXelByKomAQ8FMcLYMiuGQzcJ4I8mO7fBSMclfZaHURMnwDRYUV3Y" />
<script src="/sites/default/files/js/js_GM8kl6wk698qKTTwusj83bCoGHHtOZ1UinjY1sE_Qbk.js?scope=header&amp;delta=0&amp;language=en&amp;theme=nist_www&amp;include=eJxdjQEOwiAMRS-02SM1ZXRYB5QAE729sGk0Jm3S99v_a2jZsGqvBOY7461MTtV5Rorkn1WWAv_CFKVUXKVrVlv0ShZr7iESHTg610UqS0hZ7wz_wvhyaPXKgftf9YYyBrVgpZDpwV7idtyA82rIz28LXJks5w9ia-3ngh91GMHmPZG_vPE0BnJRVlmmkij0jqBm3ctClae7cCt420PCwHGHg-fB8-AXog13Bw"></script>
</head>
<body class="node-1845541">
<a href="#main-content" class="visually-hidden focusable" data-elastic-exclude>
Skip to main content
</a>
<div class="dialog-off-canvas-main-canvas" data-off-canvas-main-canvas>
<!-- nist-index-ignore-start -->
<section data-elastic-exclude class="usa-banner" aria-label="Official government website">
<div class="usa-accordion">
<header class="usa-banner__header">
<div class="usa-banner__inner">
<div class="grid-col-auto">
<img class="usa-banner__header-flag" src="/libraries/nist-component-library/dist/img/us_flag_small.png" alt="U.S. flag">
</div>
<div class="grid-col-fill tablet:grid-col-auto">
<p class="usa-banner__header-text">An official website of the United States government</p>
<p class="usa-banner__header-action" aria-hidden="true">Here’s how you know</p>
</div>
<button class="usa-accordion__button usa-banner__button" aria-expanded="false" aria-controls="gov-banner-default">
<span class="usa-banner__button-text">Here’s how you know</span>
</button>
</div>
</header>
<div class="usa-banner__content usa-accordion__content" id="gov-banner-default">
<div class="grid-row grid-gap-lg">
<div class="usa-banner__guidance tablet:grid-col-6">
<img class="usa-banner__icon usa-media-block__img" src="/libraries/nist-component-library/dist/img/icon-dot-gov.svg" role="img" alt="" aria-hidden="true">
<div class="usa-media-block__body">
<p>
<strong>Official websites use .gov</strong>
<br/>
A <strong>.gov</strong> website belongs to an official government organization in the United States.
</p>
</div>
</div>
<div class="usa-banner__guidance tablet:grid-col-6">
<img class="usa-banner__icon usa-media-block__img" src="/libraries/nist-component-library/dist/img/icon-https.svg" role="img" alt="" aria-hidden="true">
<div class="usa-media-block__body">
<p>
<strong>Secure .gov websites use HTTPS</strong>
<br/>
A <strong>lock</strong> ( <span class="icon-lock">
<svg xmlns="http://www.w3.org/2000/svg" width="52" height="64" viewbox="0 0 52 64" class="usa-banner__lock-image" role="img" aria-labelledby="banner-lock-title banner-lock-description" focusable="false">
<title id="banner-lock-title">Lock</title>
<desc id="banner-lock-description">A locked padlock</desc><path fill="#000000" fill-rule="evenodd" d="M26 0c10.493 0 19 8.507 19 19v9h3a4 4 0 0 1 4 4v28a4 4 0 0 1-4 4H4a4 4 0 0 1-4-4V32a4 4 0 0 1 4-4h3v-9C7 8.507 15.507 0 26 0zm0 8c-5.979 0-10.843 4.77-10.996 10.712L15 19v9h22v-9c0-6.075-4.925-11-11-11z"/></svg>
</span>
) or <strong>https://</strong> means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.
</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- nist-index-ignore-end -->
<div data-elastic-exclude>
<!-- nist-index-ignore-start -->
<div class="nist-print-header" style="display:none;">
<p class="nist-print-header__url">https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes</p>
<img class="nist-print-header__logo" width="289" height="38" src="/libraries/nist-component-library/dist/img/logo/nist_logo_sidestack.svg" alt="National Institute of Standards and Technology" />
</div>
<div class="usa-overlay"></div>
<header class="usa-header nist-header--www nist-header--minimal" role="banner">
<div class="usa-navbar">
<div class="usa-logo flex-fill">
<a href="/" title="National Institute of Standards and Technology" aria-label="Home">
<img src="/libraries/nist-component-library/dist/img/logo/logo.svg" alt="National Institute of Standards and Technology" width="300px" height="80px" />
</a>
</div>
<div class="usa-header__right grid-row flex-auto">
<div class="grid-col-fill nist-header__search-group">
<form class="usa-search usa-search--small"
accept-charset="UTF-8"
action="/search"
id="search_form"
method="get">
<div role="search">
<label class="usa-sr-only" for="search-form">Search NIST</label>
<input class="usa-input" id="search-form" type="search" name="s" placeholder="Search NIST" required="" maxlength="128">
<button class="usa-button" type="submit"><img src="/libraries/nist-component-library/dist/img/usa-icons-bg/search--white.svg" class="usa-search__submit-icon" alt="Search"></button>
</div>
</form>
</div>
<div class="grid-col-auto padding-left-1">
<button class="usa-menu-btn">Menu</button>
</div>
</div>
</div>
<nav aria-label="Primary navigation" class="usa-nav">
<div class="usa-nav__inner">
<button class="usa-nav__close">Close</button>
<ul class="usa-nav__primary usa-accordion">
<li class="usa-nav__primary-item">
<a class="usa-nav__link" href="/publications">Publications</a>
</li>
<li class="usa-nav__primary-item">
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-2"><span>What We Do</span></button>
<div id="primary_menu-2" class="usa-nav__submenu usa-megamenu">
<div class="grid-row">
<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/topics" class="usa-nav__link">All Topics</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/advanced-communications" class="usa-nav__link">Advanced communications</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/artificial-intelligence" class="usa-nav__link">Artificial intelligence</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/bioscience" class="usa-nav__link">Bioscience</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/buildings-construction" class="usa-nav__link">Buildings and construction</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/chemistry" class="usa-nav__link">Chemistry</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/cybersecurity" class="usa-nav__link">Cybersecurity</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/electronics" class="usa-nav__link">Electronics</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/energy" class="usa-nav__link">Energy</a>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/environment" class="usa-nav__link">Environment</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/fire" class="usa-nav__link">Fire</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/forensic-science" class="usa-nav__link">Forensic science</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/health" class="usa-nav__link">Health</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/information-technology" class="usa-nav__link">Information technology</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/infrastructure" class="usa-nav__link">Infrastructure</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/manufacturing" class="usa-nav__link">Manufacturing</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/materials" class="usa-nav__link">Materials</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/mathematics-statistics" class="usa-nav__link">Mathematics and statistics</a>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/metrology" class="usa-nav__link">Metrology</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/nanotechnology" class="usa-nav__link">Nanotechnology</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/neutron-research" class="usa-nav__link">Neutron research</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/performance-excellence" class="usa-nav__link">Performance excellence</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/physics" class="usa-nav__link">Physics</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/public-safety" class="usa-nav__link">Public safety</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/quantum-information-science" class="usa-nav__link">Quantum information science</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/resilience" class="usa-nav__link">Resilience</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/standards" class="usa-nav__link">Standards</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/transportation" class="usa-nav__link">Transportation</a>
</li>
</ul>
</div>
</div>
</div>
</li>
<li class="usa-nav__primary-item">
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-3"><span>Labs &amp; Major Programs</span></button>
<div id="primary_menu-3" class="usa-nav__submenu usa-megamenu">
<div class="grid-row">
<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/adlp" class="usa-nav__link">Assoc Director of Laboratory Programs</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/laboratories" class="usa-nav__link">Laboratories</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="/ctl" class="usa-nav__link">Communications Technology Laboratory</a>
</li>
<li>
<a href="/el" class="usa-nav__link">Engineering Laboratory</a>
</li>
<li>
<a href="/itl" class="usa-nav__link">Information Technology Laboratory</a>
</li>
<li>
<a href="/mml" class="usa-nav__link">Material Measurement Laboratory</a>
</li>
<li>
<a href="/pml" class="usa-nav__link">Physical Measurement Laboratory</a>
</li>
</ul>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/user-facilities" class="usa-nav__link">User Facilities</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="/ncnr" class="usa-nav__link">NIST Center for Neutron Research</a>
</li>
<li>
<a href="/cnst" class="usa-nav__link">CNST NanoFab</a>
</li>
</ul>
</li>
<li class="usa-nav__submenu-item">
<a href="/labs-major-programs/research-test-beds" class="usa-nav__link">Research Test Beds</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/laboratories/projects-programs" class="usa-nav__link">Research Projects</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/laboratories/tools-instruments" class="usa-nav__link">Tools &amp; Instruments</a>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/major-programs" class="usa-nav__link">Major Programs</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="/baldrige" class="usa-nav__link">Baldrige Performance Excellence Program</a>
</li>
<li>
<a href="/chips" class="usa-nav__link">CHIPS for America Initiative</a>
</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>
<li class="usa-nav__primary-item">
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-4"><span>Services &amp; Resources</span></button>
<div id="primary_menu-4" class="usa-nav__submenu usa-megamenu">
<div class="grid-row">
<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>
<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>
</li>
<li>
<a href="/pml/time-and-frequency-division/time-services" class="usa-nav__link">Time Services</a>
</li>
<li>
<a href="/pml/owm" class="usa-nav__link">Office of Weights and Measures</a>
</li>
</ul>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/services-resources/software" class="usa-nav__link">Software</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/data" class="usa-nav__link">Data</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="https://webbook.nist.gov/chemistry/" class="usa-nav__link">Chemistry WebBook</a>
</li>
<li>
<a href="https://nvd.nist.gov/" class="usa-nav__link">National Vulnerability Database</a>
</li>
<li>
<a href="/pml/productsservices/physical-reference-data" class="usa-nav__link">Physical Reference Data</a>
</li>
<li>
<a href="/srd" class="usa-nav__link">Standard Reference Data (SRD)</a>
</li>
</ul>
</li>
<li class="usa-nav__submenu-item">
<a href="https://shop.nist.gov/" class="usa-nav__link">Storefront</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/tpo" class="usa-nav__link">License &amp; Patents</a>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="https://csrc.nist.gov/" class="usa-nav__link">Computer Security Resource Center (CSRC)</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/nist-research-library" class="usa-nav__link">NIST Research Library</a>
</li>
</ul>
</div>
</div>
</div>
</li>
<li class="usa-nav__primary-item">
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-5"><span>News &amp; Events</span></button>
<div id="primary_menu-5" class="usa-nav__submenu usa-megamenu">
<div class="grid-row">
<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/news-events/news" class="usa-nav__link">News</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/news-events/events" class="usa-nav__link">Events</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/blogs" class="usa-nav__link">Blogs</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/feature-stories" class="usa-nav__link">Feature Stories</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/awards" class="usa-nav__link">Awards</a>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/video-gallery" class="usa-nav__link">Video Gallery</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/image-gallery" class="usa-nav__link">Image Gallery</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/pao/media-contacts" class="usa-nav__link">Media Contacts</a>
</li>
</ul>
</div>
</div>
</div>
</li>
<li class="usa-nav__primary-item">
<button class="usa-accordion__button usa-nav__link" aria-expanded="false" aria-controls="primary_menu-6"><span>About NIST</span></button>
<div id="primary_menu-6" class="usa-nav__submenu usa-megamenu">
<div class="grid-row">
<div class="tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/about-nist" class="usa-nav__link">About Us</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="/director/leadership" class="usa-nav__link">Leadership</a>
</li>
<li>
<a href="/director/nist-organization-structure" class="usa-nav__link">Organization Structure</a>
</li>
<li>
<a href="/about-nist/budget-planning" class="usa-nav__link">Budget &amp; Planning</a>
</li>
</ul>
</li>
<li class="usa-nav__submenu-item">
<a href="/about-nist/contact-us" class="usa-nav__link">Contact Us</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/about-nist/visit" class="usa-nav__link">Visit</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/careers" class="usa-nav__link">Careers</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="/iaao/academic-affairs-office" class="usa-nav__link">Student programs</a>
</li>
</ul>
</li>
</ul></div><div class="column-break tablet:grid-col-fill"><ul class="usa-nav__submenu-list">
<li class="usa-nav__submenu-item">
<a href="/about-nist/work-nist" class="usa-nav__link">Work with NIST</a>
</li>
<li class="usa-nav__submenu-item">
<a href="/history" class="usa-nav__link">History</a>
<ul class="usa-nav__submenu-list">
<li>
<a href="http://nistdigitalarchives.contentdm.oclc.org/" class="usa-nav__link">NIST Digital Archives</a>
</li>
<li>
<a href="/nist-museum" class="usa-nav__link">NIST Museum</a>
</li>
<li>
<a href="/nist-and-nobel" class="usa-nav__link">NIST and the Nobel</a>
</li>
</ul>
</li>
<li class="usa-nav__submenu-item">
<a href="/education" class="usa-nav__link">Educational Resources</a>
</li>
</ul>
</div>
</div>
</div>
</li>
</ul>
</div>
</nav>
</header>
<!-- nist-index-ignore-end -->
</div>
<div class="grid-container">
</div>
<div
id="block-nist-www-content" class="nist-block"
>
<section
class="nist-page__content usa-section clearfix"
>
<a id="main-content" tabindex="-1"></a>
<div
class="nist-page__region nist-page__region--content-top-full"
>
<div
class="nist-block"
>
<div class="entity-reference">
<div class="nist-blog-header nist-blog-header--inner">
<div class="nist-blog-header__bkgrd">
<div class="nist-blog-header__main grid-container">
<div class="grid-row">
<h2 class="nist-blog-header__title">
<a href="/blogs/manufacturing-innovation-blog"> Manufacturing Innovation Blog
</a>
</h2>
<div class="nist-blog-header__tagline">
<p class="text">Powered by the <a href="/mep">Manufacturing Extension Partnership</a></p>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="grid-container margin-top-4">
<div
class="nist-page__region nist-page__region--content-top"
>
<div
class="nist-block"
>
<h1 class="nist-page__title">NIST Explores AI-Enhanced Monitoring in Manufacturing Processes</h1>
</div>
<div
class="font-body-md"
>
<div class="daterange"><time datetime="2024-04-03T12:00:00Z">April 3, 2024</time>
</div>
</div>
<div
class="nist-block"
>
<span>By: </span>
<a href="/blogs/taking-measure/authors/michael-sharp" hreflang="en">Michael Sharp</a>
</div>
<div
class="nist-block"
>
<!-- 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/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes"
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&amp;url=https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes&amp;source=https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes"
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/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes&amp;status=https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes"
title="X.com" class="nist-social nist-social--x-gray">
<span>X.com</span>
</a>
</div>
<div>
<a href="mailto:?subject=NIST.gov&amp;body=Check out this site https://www.nist.gov/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes"
title="Email" class="nist-social nist-social--envelope-gray">
<span>Email</span>
</a>
</div>
</div>
</div>
</div>
<!-- nist-index-ignore-end -->
</div>
</div>
</div>
<div class="grid-container margin-top-4">
<div class="grid-row grid-gap-6">
<div
class="nist-page__region nist-page__region--content tablet-lg:grid-col-8"
>
<div
class="nist-block"
>
<div class="text-with-summary">
<figure class="nist-image">
<img loading="lazy" src="/sites/default/files/styles/960_x_960_limit/public/images/2024/04/12/ai-monitor-blogFeaturedImage.png?itok=o5jBRBNX" width="763" height="330" alt="Engineer hand using digital tablet to check robotics automatic arms machine" typeof="foaf:Image" />
<figcaption class="nist-image__caption">
<div data-caption-editable="true" class="nist-image__caption-content">
</div>
<div class="nist-image__credit">
<span class="nist-image__credit-label">Credit:</span>
iStock/greenbutterfly
</div>
</figcaption>
</figure>
<p class="MsoTitle"><span lang="EN">American manufacturing is associated with high-quality standards meant to ensure both the reliability and longevity of the products produced. Manufacturers across all industries are looking for technological solutions and enhancements to continue to meet these high-bar standards and to maintain their competitive advantage. The growing connectivity of devices, coupled with high demands of production and precision, mandate robust monitoring and control systems. </span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">As the digital age blossoms, it’s no surprise to anyone that a full suite of ever-evolving technologies is rising up to provide manufacturers with options for new sensing devices, cybersecurity enhancements, adaptive control, and evaluation systems — all backed by industrial artificial intelligence (AI). As these technologies develop, how can manufacturers determine the best products for their applications, and how do developers find the high-fidelity data needed to test and evaluate their products?</span></p><h2><span lang="EN">Show me the data!&nbsp;</span></h2><p class="MsoNormal"><span lang="EN">Access to high-quality, real-world data streams becomes paramount when developing and testing industrial AI technologies or any novel industrial system. Where some companies are turning in-house or to consultants to provide bespoke solutions, many manufacturers simply do not have the time or resources to invest in these options.</span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">This is why the National Institute of Standards and Technology (NIST) has constructed the Collaborative Robotic Operations Workcell (CROW). This benchtop process manufacturing setup represents a collaboration within the Smart Connected Systems Division of the NIST Communications Technology Laboratory. We made this setup to provide an open-access source of data analogous to live industry work without the concerns of intellectual property (IP) or proprietary information that often limits the availability of true industry data.</span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">Where many setups are designed to focus on a single asset or data stream with a specific concern, CROW has been developed to have maximum application potential with a robust suite of sensors and digital loggers. To develop and test solutions that work outside of the laboratory, we need to evaluate their impacts not only on specific assets but across the entire system. This includes digital communications, control systems, product quality, embedded and secondary sensors, material flow, and more. This effort is part of a developing suite of efforts in this area at NIST. </span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">One key aspect of an industrial system that often gets overlooked in similar benchtop setups is the interactivity with and input from the human operators. CROW is specifically designed to facilitate data capture of interactions between any controlling or observing agent — be they human, computer, or some combination of both.</span></p><h2><span lang="EN">What is CROW?</span></h2><p class="MsoNormal"><span lang="EN">CROW is a multistage manufacturing operation with the goal of producing and evaluating an endlessly cyclic product stream. In our setup, two robotic arms work together to move glass workpieces through marking and erasing stages in a process that is very similar to industrial gasket extrusion or welding.</span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">We use a marker on glass as a non-destructive, fully recoverable operation that has clear and understandable expectations, requirements, and inspection points. Additionally, this process will allow for a fully autonomous ‘lights-out factory’ style operation should we want to explore such systems. </span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">The setup consists of 10 major physical components marked in the figure below:</span></p><
<div class="align-center nist-image--lightbox nist-image" data-lightbox="https://www.nist.gov/sites/default/files/styles/2800_x_2800_limit/public/images/2024/04/12/diagram-sharp.png?itok=f1Xyqu-9" data-media-id="705641">
<img loading="lazy" src="/sites/default/files/styles/960_x_960_limit/public/images/2024/04/12/diagram-sharp.png?itok=IN76yknP" width="936" height="494" alt="process flow path" typeof="foaf:Image">
</div>
<p class="MsoNormal"><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">The simplified process flow path starts when the robotic arm (1) takes a workpiece (3) from the conveyor belt pick-up (2) and moves it to the drawing station (4). There the arm will move the workpiece to draw one of the predefined ‘product’ images. It will then position the workpiece for inspection at camera (5) before placing it in the shuttle bay (6). From here, the second robot arm (7) will transfer it to the cleaning station (8) to have the workpiece wiped of all markings and inspected by camera (9). On a passed inspection the now clean plate is placed back at the end queue of the conveyor belt drop-off (10) and the process begins again.</span><span lang="EN"></span></p><h2><span lang="EN">Equipment monitoring may not be easy, but process monitoring is </span><em><span lang="EN">hard</span></em></h2><p class="MsoNormal"><span lang="EN">One of the major challenges facing any connected system is the compounding dependencies or cascading effects that are inherent in processes with multiple stages. In manufacturing, it is possible for each phase of a process to be within allowable specifications, but the end result could still be unacceptable if all the in-tolerance processes have minor errors that compound. If a single process misaligns a part by .05 inches, that is an acceptable deviation. If that same error occurs 10 times and the part is now half an inch off, that could be an unacceptable final product. </span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">Although this is a simplistic example, there are many cases where similar compounding or cascading errors can cause a big problem in one area when the source of that problem is much further up the line and/or doesn’t trigger any individual out-of-spec alarms. It is only by observing and evaluating the system as a whole that such situations can be detected and nominally avoided. This is one of the major goals of the CROW setup.</span></p><h2><span lang="EN">Nice — But how can this help </span><em><span lang="EN">me</span></em><span lang="EN">?</span></h2><p class="MsoNormal"><span lang="EN">Developing standards and best practices are among the most reliable methods for improving long-term productivity, efficiency, and reliability in nearly any system. Couple these with human-centric AI-enhanced technologies, and the outlook for potential gains is magnified enormously. However, that outlook must also be tempered with an exploration of risks, fail safes, and safeguards against anomalous or unexpected behavior. In short, alongside new technologies, we must also develop the mechanisms that enable trust and ensure trustworthiness. That cannot be done without extensive live testing.</span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">Setups such as CROW provide comprehensive, safe environments to design, deploy, and develop these emerging technologies. Data streams and system enhancements can be added and evaluated onto a benchtop setup like CROW without fear of losing time or endangering resources in a full-scale production facility. Examples include:</span><span lang="EN"></span></p><ul type="disc"><li><span lang="EN"></span><span lang="EN">Monitoring systems for physical asset performance and reliability</span></li><li><span lang="EN"></span><span lang="EN">Cyber information and network traffic security</span></li><li><span lang="EN"></span><span lang="EN">Product quality assessments</span></li><li><span lang="EN"></span><span lang="EN">Human interactions, feedback, and training</span><span lang="EN"></span></li></ul><p class="MsoNormal"><span lang="EN">The philosophy of ‘try before you buy’ is very much needed by many facilities. Access to guiding documents and data from these styles of research facilities can provide the assurance and confidence that they are investing their limited resources where they will give the most return.</span><span lang="EN"></span></p><p class="MsoNormal"><span lang="EN">The experiments performed on CROW wi
</div>
</div>
<div
class="nist-block"
>
<div class="nist-tags">
<a href="/manufacturing-innovation-blog-categories/advanced-manufacturing" hreflang="en">Advanced Manufacturing</a> and <a href="/manufacturing-innovation-blog-categories/technology" hreflang="en">Technology</a></div>
</div>
<div
class="nist-block"
>
<h2
class="nist-block__title"
>About the author</h2>
<div class="nist-field nist-field--label-hidden entity-reference">
<div class="nist-field__items">
<div class="nist-field__item">
<article
about="/blogs/taking-measure/authors/michael-sharp" class="nist-teaser"
>
<div class="nist-teaser__image">
<div class="entity-reference"> <a href="/blogs/taking-measure/authors/michael-sharp" hreflang="en"><img loading="lazy" src="/sites/default/files/styles/thumbnail/public/images/2020/08/28/Michael%20Sharp.jpg?itok=A9j_jMuo" width="71" height="100" alt="Michael Sharp" typeof="foaf:Image" />
</a>
</div>
</div>
<div class="nist-teaser__content-wrapper">
<header>
<h3 class="nist-teaser__title"><a href="/blogs/taking-measure/authors/michael-sharp"><span>Michael Sharp</span>
</a></h3>
</header>
<div class="nist-teaser__content">
<div class="text-with-summary"><p><span><span><span>Michael Sharp leads the Industrial Artificial Management and Metrology Project in NIST's Communications Technology Laboratory.&nbsp;He currently researches methods and metrology to integrate and qualify artificial intelligence for practical use in industrial and manufacturing settings. He received his Ph.D. in nuclear engineering from the University of Tennessee in 2012 and has been an active participant in state-of-the-art research communities for data modeling,&nbsp; sensing capabilities and artificial intelligence. In his spare time, Michael enjoys collaborative creative endeavors, such as D&amp;D, and exploring outdoor spaces through hikes or disc golf.</span></span></span></p></div>
</div>
</div>
</article>
</div>
</div>
</div>
</div>
<div
class="views-element-container nist-block"
>
<h2
class="nist-block__title"
>Related posts</h2>
<div><div class="js-view-dom-id-e514096198ef64b74649f5fcaea7434ffe11bb9514962febb272e6f5eebadc68">
<div>
<article
about="/blogs/manufacturing-innovation-blog/whats-coming-us-manufacturing-2025" class="nist-teaser"
>
<div class="nist-teaser__image">
<div class="entity-reference"> <a href="/blogs/manufacturing-innovation-blog/whats-coming-us-manufacturing-2025" hreflang="en"><img loading="lazy" src="/sites/default/files/styles/thumbnail/public/images/2025/02/10/2025%20Predictions%20Blog%20photo.png?itok=U9Skk7mi" width="100" height="43" alt="Cardboard boxes with text made in USA and American flag on the roller conveyor" typeof="foaf:Image" />
</a>
</div>
</div>
<div class="nist-teaser__content-wrapper">
<header>
<h3 class="nist-teaser__title"><a href="/blogs/manufacturing-innovation-blog/whats-coming-us-manufacturing-2025"><span>What’s Coming for US Manufacturing in 2025</span>
</a></h3>
<div class="nist-teaser__date">
<div class="daterange"><time datetime="2025-02-20T12:00:00Z">February 20, 2025</time>
</div>
</div>
</header>
<div class="nist-teaser__content">
<div class="text-with-summary"> The U.S. manufacturing industry is evolving at a rapid pace, driven by new technologies, smarter supply chains, and an increasingly dynamic workforce. In 2025
</div>
</div>
</div>
</article>
</div>
<div>
<article
about="/blogs/manufacturing-innovation-blog/how-find-right-balance-data-your-industrial-ai-system" class="nist-teaser"
>
<div class="nist-teaser__image">
<div class="entity-reference"> <a href="/blogs/manufacturing-innovation-blog/how-find-right-balance-data-your-industrial-ai-system" hreflang="en"><img loading="lazy" src="/sites/default/files/styles/thumbnail/public/images/2025/02/04/ai-data-blogFeaturedImage-3.png?itok=BidkVHT7" width="100" height="43" alt="Data analysis science and big data with AI technology" typeof="foaf:Image" />
</a>
</div>
</div>
<div class="nist-teaser__content-wrapper">
<header>
<h3 class="nist-teaser__title"><a href="/blogs/manufacturing-innovation-blog/how-find-right-balance-data-your-industrial-ai-system"><span>How to Find the Right Balance of Data for Your Industrial AI System</span>
</a></h3>
<div class="nist-teaser__date">
<div class="daterange"><time datetime="2025-02-04T12:00:00Z">February 4, 2025</time>
</div>
</div>
</header>
<div class="nist-teaser__content">
<div class="text-with-summary"> This blog is the second in a four-part series on the beginner’s guide to Industrial Artificial Intelligence applications. Understanding the inner workings of
</div>
</div>
</div>
</article>
</div>
<div>
<article
about="/blogs/manufacturing-innovation-blog/garden-state-magnolia-state-mississippi-polymer-institute" class="nist-teaser"
>
<div class="nist-teaser__image">
<div class="entity-reference"> <a href="/blogs/manufacturing-innovation-blog/garden-state-magnolia-state-mississippi-polymer-institute" hreflang="en"><img loading="lazy" src="/sites/default/files/styles/thumbnail/public/images/2024/11/22/robotics-mentalking-blogFeaturedImage.png?itok=BiwOpFjY" width="100" height="43" alt="Robotics, people and engineer tablet with industrial collaboration and planning in warehouse" typeof="foaf:Image" />
</a>
</div>
</div>
<div class="nist-teaser__content-wrapper">
<header>
<h3 class="nist-teaser__title"><a href="/blogs/manufacturing-innovation-blog/garden-state-magnolia-state-mississippi-polymer-institute"><span>From the Garden State to the Magnolia State: Mississippi Polymer Institute Provides Solutions to Technology Challenges</span>
</a></h3>
<div class="nist-teaser__date">
<div class="daterange"><time datetime="2024-11-22T12:00:00Z">November 22, 2024</time>
</div>
</div>
</header>
<div class="nist-teaser__content">
<div class="text-with-summary"> As a manufacturer, you sometimes face technical challenges beyond the scope of your in-house expertise or experience. It is important to focus on finding the
</div>
</div>
</div>
</article>
</div>
</div>
</div>
</div>
<div
class="nist-block no-print"
>
<h2
class="nist-block__title"
>Comments</h2>
<section>
<h2>Add new comment</h2>
<link rel="stylesheet" media="all" href="/sites/default/files/css/css_Lx5yvw0vUi4TN7C0L-5Rdrp4Q049mXEKn-dXREWOtBs.css?delta=0&amp;language=en&amp;theme=nist_www&amp;include=eJxLzCvJTMov0U-E0Hpp-UW5OsmJBSXJGYn6SYnFqTppmTklqUX6KUWlBYk5ehAeAD47FNs&amp;exclude=eJx1UAuuwyAMuxAdR0IBsi5bIBWfdb39QrunVZOeRFDsWI7BQ3i4JnoW67-9u1fj_xlRkGxmkZnRQQbeGoVqfwmTqTZ3JeWirJkFomtFbSjPdoZjXKkhpaXIE-0vMSLsXLthQt0s7KG4JNFGquDVmCk_TN1qw6QJK-56O7N44HM_fazsDSFi-YNuXdez-oSHBF9tLLCx9AX48oHmSbhWu98XDdMZTV0gaWUr_tprgKaUBAJ2CSPByEbBMGzSm9PwQZ9XNisZg_Bh6O49LSrP_bCeBp4G_kZLFIqMH3oD_KWsjg" />
<form class="comment-comment-node-blog-form comment-form usa-form antibot" novalidate="novalidate" data-drupal-selector="comment-form" data-action="/comment/reply/node/1845541/comment_node_blog" action="/antibot" method="post" id="comment-form" accept-charset="UTF-8">
<noscript>
<div class="antibot-no-js antibot-message antibot-message-warning">You must have JavaScript enabled to use this form.</div>
</noscript>
<div class="form-item js-form-item form-type-textfield js-form-type-textfield form-item-name js-form-item-name">
<label for="edit-name" class="usa-label">
Your name
</label>
<input data-drupal-default-value="Anonymous" data-drupal-selector="edit-name" type="text" id="edit-name" name="name" value="" size="30" maxlength="60" class="form-text usa-input" />
</div>
<input data-drupal-selector="form-g-wx2y8qbeeox6niqcontwigphwsousmvsf3eqe6auy" type="hidden" name="form_build_id" value="form-G-WX2Y8qBeeOX6NIQcOnTWigpHwsoUSMvsf3EQE6AUY" class="usa-input" /><input data-drupal-selector="edit-comment-comment-node-blog-form" type="hidden" name="form_id" value="comment_comment_node_blog_form" class="usa-input" /><input data-drupal-selector="edit-antibot-key" type="hidden" name="antibot_key" value="" class="usa-input" /><div class="field--type-text-long field--name-comment-body field--widget-text-textarea js-form-wrapper form-wrapper" data-drupal-selector="edit-comment-body-wrapper" id="edit-comment-body-wrapper"> <div class="js-text-format-wrapper js-form-item form-item">
<div class="form-item js-form-item form-type-textarea js-form-type-textarea form-item-comment-body-0-value js-form-item-comment-body-0-value">
<label for="edit-comment-body-0-value" class="usa-label form-required">
Comment
<span class="usa-label--required"> <span class="usa-sr-only">Required</span>*</span></label>
<div class="form-textarea-wrapper">
<textarea class="js-text-full text-full form-textarea required usa-textarea resize-vertical" data-entity_embed-host-entity-langcode="en" data-media-embed-host-entity-langcode="en" data-drupal-selector="edit-comment-body-0-value" id="edit-comment-body-0-value" name="comment_body[0][value]" rows="5" cols="60" placeholder="" required="required" aria-required="true"></textarea>
</div>
</div>
<div class="js-filter-wrapper filter-wrapper hidden js-form-wrapper form-wrapper" data-drupal-selector="edit-comment-body-0-format" id="edit-comment-body-0-format"><div class="js-filter-guidelines filter-guidelines js-form-wrapper form-wrapper" data-drupal-selector="edit-comment-body-0-format-guidelines" id="edit-comment-body-0-format-guidelines"><div data-drupal-format-id="plain_text">
<h4>Plain text</h4>
<ul>
<li>No HTML tags allowed.</li>
<li>Web page addresses and email addresses turn into links automatically.</li>
<li>Lines and paragraphs break automatically.</li>
</ul>
</div>
</div>
</div>
</div>
</div>
<fieldset data-drupal-selector="edit-captcha" class="captcha captcha-type-challenge--image">
<legend class="captcha__title js-form-required form-required">
CAPTCHA
</legend>
<div class="captcha__element">
<input data-drupal-selector="edit-captcha-sid" type="hidden" name="captcha_sid" value="652164886" class="usa-input" /><input data-drupal-selector="edit-captcha-token" type="hidden" name="captcha_token" value="mC6G0bU1YMIjvJLj_Ge21Y8uIrmgL7s60Z1lNbScQQY" class="usa-input" /><div class="captcha__image-wrapper js-form-wrapper form-wrapper" data-drupal-selector="edit-captcha-image-wrapper" id="edit-captcha-image-wrapper"><img data-drupal-selector="edit-captcha-image" src="/image-captcha-generate/652164886/1741080873" width="180" height="60" alt="Image CAPTCHA" title="Image CAPTCHA" loading="lazy" typeof="foaf:Image" />
</div>
<div class="form-item js-form-item form-type-textfield js-form-type-textfield form-item-captcha-response js-form-item-captcha-response">
<label for="edit-captcha-response" class="usa-label form-required">
What code is in the image?
<span class="usa-label--required"> <span class="usa-sr-only">Required</span>*</span></label>
<input autocomplete="off" data-drupal-selector="edit-captcha-response" aria-describedby="edit-captcha-response--description" type="text" id="edit-captcha-response" name="captcha_response" value="" size="15" maxlength="128" class="form-text required usa-input" required="required" aria-required="true" />
<div id="edit-captcha-response--description" class="description help-block">
Enter the characters shown in the image.
</div>
</div>
</div>
<div class="captcha__description description">This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.</div>
</fieldset>
<div data-drupal-selector="edit-actions" class="form-actions js-form-wrapper form-wrapper" id="edit-actions"><input data-drupal-selector="edit-submit" type="submit" id="edit-submit" name="op" value="Save" class="button button--primary js-form-submit form-submit usa-button" /></div>
<div class="comments__disclaimer padding-top-2">
<em>Please be respectful when posting comments. We will post all comments without editing as long as they are appropriate for a public, family friendly website, are on topic and do not contain profanity, personal attacks, misleading or false information/accusations or promote specific commercial products, services or organizations. Comments that violate our comment policy or include links to non-government organizations/web pages will not be posted.</em>
</div>
</form>
</section>
</div>
</div>
<aside class="nist-page__region nist-page__region--sidebar-second tablet-lg:grid-col-4">
<div>
<div
class="nist-block"
>
<div>
<div about="/blogs/manufacturing-innovation-blog">
<div
class="views-exposed-form usa-form filters nist-block" novalidate="novalidate" data-drupal-selector="views-exposed-form-search-blog-mep-blog-search-page"
>
<h2
class="nist-block__title"
>Search</h2>
<form action="/blogs/manufacturing-innovation-blog/search" method="get" id="views-exposed-form-search-blog-mep-blog-search-page" accept-charset="UTF-8" class="usa-form">
<div class="form-item js-form-item form-type-textfield js-form-type-textfield form-item-k js-form-item-k form-no-label">
<input placeholder="Search this blog" data-drupal-selector="edit-k" type="text" id="edit-k" name="k" value="" size="30" maxlength="128" class="form-text usa-input" />
<div id="edit-k--description" class="description help-block">
Put exact phrase in quotes (e.g., "advanced manufacturing")
</div>
</div>
<div class="grid-col-12 form-actions js-form-wrapper form-wrapper" data-drupal-selector="edit-actions" id="edit-actions"><input data-drupal-selector="edit-submit-search-blog" type="submit" id="edit-submit-search-blog" value="Search" class="button js-form-submit form-submit usa-button" /></div>
</form>
</div>
<div
class="nist-block no-print"
>
<h2
class="nist-block__title"
>Email alerts</h2>
<div class="text-long"><p>Subscribe to free e-mail alerts from the Manufacturing Innovation blog by entering your e-mail address in the box below.</p>
<form action="https://public.govdelivery.com/accounts/USNIST/subscribers/qualify" accept-charset="UTF-8" method="post">
<input name="utf8" type="hidden" value="&#x2713;">
<input type="hidden" name="authenticity_token" value="pigWp0a6Cnq5XnlXFVYO3NGBKwevLvWQFtk255AXXEF67n7RBZKpMrU0cU3WuS9bmRkC0d2RDKIsb4z8yjq9MA==">
<input type="hidden" name="topic_id" id="topic_id" value="USNIST_163">
<div class="grid-row grid-gap-1">
<div class="tablet:grid-col-8">
<label class="usa-sr-only" for="email">Enter Email Address</label>
<input class="usa-input" type="text" name="email" id="email" title="email">
</div>
<div class="tablet:grid-col-4">
<input type="submit" name="commit" value="Sign Up" class="usa-button margin-top-1">
</div>
</div>
</form></div>
</div>
<div
class="nist-block no-print"
>
<h2
class="nist-block__title"
>Stay connected</h2>
<div><a href="https://www.facebook.com/NISTMEP" class="nist-social nist-social--facebook" title="Facebook" ><span>Facebook</span></a><a href="https://www.linkedin.com/groups/Manufacturing-Extension-Partnership-4215296?home" class="nist-social nist-social--linkedin" title="LinkedIn" ><span>LinkedIn</span></a><a href="https://www.x.com/#!/NIST_MEP" class="nist-social nist-social--x" title="X (Twitter)" ><span>X (Twitter)</span></a><a href="https://www.youtube.com/playlist?list=PL606B28E0476D5EFC&amp;feature=plcp" class="nist-social nist-social--youtube" title="Youtube" ><span>Youtube</span></a><a href="https://public.govdelivery.com/accounts/USNIST/subscriber/new?topic_id=USNIST_163" class="nist-social nist-social--envelope" title="GovDelivery" ><span>GovDelivery</span></a></div>
</div>
<div
class="views-element-container nist-block no-print"
>
<h2
class="nist-block__title"
>Categories</h2>
<div><div class="js-view-dom-id-28f88378b78f11fd0e5cc24e9a194533f51b8080e2b90dc342fb67e6463d66bf">
<div>
<select class="usa-select ViewsJumpMenu js-viewsJumpMenu" title="-- Choose --" id="blog-categories-block-3-jump-menu">
<option>-- Choose --</option>
<option data-url="/manufacturing-innovation-blog-categories/advanced-manufacturing/3d-printing">3D Printing</option>
<option data-url="/manufacturing-innovation-blog-categories/advanced-manufacturing">Advanced Manufacturing</option>
<option data-url="/manufacturing-innovation-blog-categories/business">Business</option>
<option data-url="/manufacturing-innovation-blog-categories/innovation/commercialization">Commercialization</option>
<option data-url="/manufacturing-innovation-blog-categories/continuous-improvement">Continuous Improvement</option>
<option data-url="/manufacturing-innovation-blog-categories/cybersecurity">Cybersecurity</option>
<option data-url="/manufacturing-innovation-blog-categories/data-and-trends">Data and Trends</option>
<option data-url="/manufacturing-innovation-blog-categories/export">Export</option>
<option data-url="/manufacturing-innovation-blog-categories/finance">Finance</option>
<option data-url="/manufacturing-innovation-blog-categories/food-industry">Food Industry</option>
<option data-url="/manufacturing-innovation-blog-categories/foreign-investments">Foreign Investments</option>
<option data-url="/manufacturing-innovation-blog-categories/growth">Growth</option>
<option data-url="/manufacturing-innovation-blog-categories/happy-holidays">Happy Holidays</option>
<option data-url="/manufacturing-innovation-blog-categories/innovation">Innovation</option>
<option data-url="/manufacturing-innovation-blog-categories/made-america">Made in America</option>
<option data-url="/manufacturing-innovation-blog-categories/makers">Makers</option>
<option data-url="/manufacturing-innovation-blog-categories/manufacturing-day">Manufacturing Day</option>
<option data-url="/manufacturing-innovation-blog-categories/marketing-manufacturers">Marketing for Manufacturers</option>
<option data-url="/manufacturing-innovation-blog-categories/advanced-manufacturing/medical-devices">Medical Devices</option>
<option data-url="/manufacturing-innovation-blog-categories/mep-national-network">MEP National Network</option>
<option data-url="/manufacturing-innovation-blog-categories/quality-management-systems">Quality Management Systems</option>
<option data-url="/manufacturing-innovation-blog-categories/reshoring">Reshoring</option>
<option data-url="/manufacturing-innovation-blog-categories/smart-manufacturing">Smart Manufacturing</option>
<option data-url="/manufacturing-innovation-blog-categories/us-manufacturing/stem">STEM</option>
<option data-url="/manufacturing-innovation-blog-categories/supply-chain">Supply Chain</option>
<option data-url="/manufacturing-innovation-blog-categories/sustainability">Sustainability</option>
<option data-url="/manufacturing-innovation-blog-categories/technology">Technology</option>
<option data-url="/manufacturing-innovation-blog-categories/technology-driven-market-intelligence">Technology Driven Market Intelligence</option>
<option data-url="/manufacturing-innovation-blog-categories/technology-scouting">Technology Scouting</option>
<option data-url="/manufacturing-innovation-blog-categories/trending">Trending</option>
<option data-url="/manufacturing-innovation-blog-categories/us-manufacturing">U.S. Manufacturing</option>
<option data-url="/manufacturing-innovation-blog-categories/uncategorized">Uncategorized</option>
<option data-url="/manufacturing-innovation-blog-categories/women-manufacturing">Women in Manufacturing</option>
<option data-url="/manufacturing-innovation-blog-categories/workforce">Workforce</option>
<option data-url="/manufacturing-innovation-blog-categories/sustainability/workplace-safety">Workplace Safety</option>
</select>
</div>
</div>
</div>
</div>
<div
class="nist-block"
>
<h2
class="nist-block__title"
>About this blog</h2>
<div class="text-long"><p>Manufacturing Innovation, the blog of the <a href="https://www.nist.gov/mep">Manufacturing Extension Partnership (MEP)</a>, is a resource for manufacturers, industry experts and the public on key U.S. manufacturing topics. There are articles for those looking to dive into new strategies emerging in manufacturing as well as useful information on tools and opportunities for manufacturers.</p>
<p>The views presented here are those of the author and do not necessarily represent the views or policies of NIST.</p>
<p>If you have any questions about our blog, please contact us at <span class="spamspan"><span class="u">mfg</span> [at] <span class="d">nist.gov</span><span class="t"> (mfg[at]nist[dot]gov)</span></span>.</p></div>
</div>
<div
class="nist-block no-print"
>
<h2
class="nist-block__title"
>Blogroll</h2>
<div class="text-long"><ul class="add-list-reset">
<li><a href="https://www.cmtc.com/blog" target="_blank">CMTC Manufacturing Blog</a></li>
<li><a href="https://www.dvirc.org/insights/" target="_blank">DVIRC Blog</a></li>
<li><a href="https://blog.imec.org/" target="_blank">IMEC Blog</a></li>
<li><a href="https://impactwashington.org/manufacturing-blog/" target="_blank">Impact Washington</a></li>
<li><a href="https://www.industrialmarketer.com/" target="_blank">Industrial Strength Marketing Blog</a></li>
<li><a href="https://www.njmep.org/blog/" target="_blank">Made In New Jersey Blog</a></li>
<li><a href="https://www.manufacturingsuccess.org/blog" target="_blank">Manufacturing Success Blog – MAGNET</a></li>
<li><a href="https://massmep.org/blog/" target="_blank">MassMEP Blog</a></li>
<li><a href="http://www.mepsupplychain.org/blog/" target="_blank">MEP Supply Chain Blog</a></li>
<li><a href="http://mepol.org/blog" target="_blank">MEPoL Blog</a></li>
<li><a href="https://www.missourienterprise.org/blog" target="_blank">Missouri Enterprise Blog</a></li>
<li><a href="https://www.the-center.org/Blog" target="_blank">MMTC Blog</a></li>
<li><a href="http://www.montana.edu/mmec/news/blog.html" target="_blank">MMEC (Montana) Blog</a></li>
<li><a href="https://www.ncmep.org/blog/" target="_blank">NCMEP Blog</a></li>
<li><a href="https://polarismep.org/blog/" target="_blank">Polaris MEP</a></li>
<li><a href="https://www.omep.org/your-resources/blog/" target="_blank">OMEP Blog</a></li>
<li><a href="https://www.commerce.gov/news/blog" target="_blank">The Commerce Blog</a></li>
<li><a href="https://www.connstep.org/blog/" target="_blank">The CONNSTEP Blog</a></li>
<li><a href="https://info.rodongroup.com/" target="_blank">The Rodon Blog</a></li>
<li><a href="https://texasleansixsigma.com/blogs/" target="_blank">TMAC Blog</a></li>
<li><a href="https://www.vmec.org/resources/blog/" target="_blank">VMEC Blog</a></li>
<li><a href="https://www.wmep.org/blog/" target="_blank">WMEP Blog</a></li>
</ul></div>
</div>
</div>
</div>
</div>
</div>
</aside>
</div>
</div>
<div class="grid-container">
</div>
</section>
</div>
<div data-elastic-exclude>
<!-- nist-index-ignore-start -->
<footer class="nist-footer padding-bottom-4">
<div class="grid-container nist-footer__info">
<div class="grid-row">
<div class="tablet:grid-col-6">
<div class="nist-footer__logo">
<a href="/" title="National Institute of Standards and Technology" rel="home">
<img class="nist-footer__logo-img" src="/libraries/nist-component-library/dist/img/logo/NIST-Logo-Brand-White.svg" alt="National Institute of Standards and Technology logo" width="300px" height="42px" />
</a>
</div>
<div class="nist-footer__contact">
<h3 class="nist-footer__contact-heading">HEADQUARTERS</h3>
<address>
100 Bureau Drive<br>
Gaithersburg, MD 20899<br>
<a href="tel:301-975-2000">301-975-2000</a>
</address>
<p>
<a href="mailto:do-webmaster@nist.gov">Webmaster</a> | <a href="https://www.nist.gov/about-nist/contact-us">Contact Us</a> | <a href="https://www.nist.gov/visit">Our Other Offices</a>
</p>
</div>
</div>
<div class="tablet:grid-col-6">
<div class="nist-footer__social-links">
<a class="nist-social nist-social--x-white" href=" https://x.com/NIST">
<span>X.com</span>
</a>
<a class="nist-social nist-social--facebook-white" href=" https://www.facebook.com/NIST">
<span>Facebook</span>
</a>
<a class="nist-social nist-social--linkedin-white" href=" https://www.linkedin.com/company/nist">
<span>LinkedIn</span>
</a>
<a class="nist-social nist-social--instagram-white" href=" https://www.instagram.com/nist/">
<span>Instagram</span>
</a>
<a class="nist-social nist-social--youtube-white" href=" https://www.youtube.com/NIST">
<span>YouTube</span>
</a>
<a class="nist-social nist-social--giphy-white" href=" https://giphy.com/nist">
<span>Giphy</span>
</a>
<a class="nist-social nist-social--rss-white" href=" https://www.nist.gov/news-events/nist-rss-feeds">
<span>RSS Feed</span>
</a>
<a class="nist-social nist-social--envelope-white" href=" https://public.govdelivery.com/accounts/USNIST/subscriber/new">
<span>Mailing List</span>
</a>
</div>
<div class="nist-footer__feedback">
How are we doing? <a class="usa-button" rel="nofollow" href="/form/nist-gov-feedback?destination=/blogs/manufacturing-innovation-blog/nist-explores-ai-enhanced-monitoring-manufacturing-processes" title="Provide feedback">Feedback</a>
</div>
</div>
</div>
</div>
<div class="grid-container">
<div class="nist-footer__nav" role="navigation">
<ul>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/privacy-policy">Site Privacy</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/oism/accessibility">Accessibility</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/privacy">Privacy Program</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/oism/copyrights">Copyrights</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.commerce.gov/vulnerability-disclosure-policy">Vulnerability Disclosure</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/no-fear-act-policy">No Fear Act Policy</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/office-director/freedom-information-act">FOIA</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/environmental-policy-statement">Environmental Policy</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/summary-report-scientific-integrity">Scientific Integrity</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.nist.gov/nist-information-quality-standards">Information Quality Standards</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://www.commerce.gov/">Commerce.gov</a>
</li>
<li class="nist-footer__menu-item">
<a href="http://www.science.gov/">Science.gov</a>
</li>
<li class="nist-footer__menu-item">
<a href="http://www.usa.gov/">USA.gov</a>
</li>
<li class="nist-footer__menu-item">
<a href="https://vote.gov/">Vote.gov</a>
</li>
</ul>
</div>
</div>
</footer>
<!-- nist-index-ignore-end -->
</div>
</div>
<script type="application/json" data-drupal-selector="drupal-settings-json">{"path":{"baseUrl":"\/","pathPrefix":"","currentPath":"node\/1845541","currentPathIsAdmin":false,"isFront":false,"currentLanguage":"en"},"pluralDelimiter":"\u0003","suppressDeprecationErrors":true,"back_to_top":{"back_to_top_button_trigger":100,"back_to_top_speed":1200,"back_to_top_prevent_on_mobile":false,"back_to_top_prevent_in_admin":true,"back_to_top_button_type":"image","back_to_top_button_text":"Back to top"},"google_analytics":{"account":"G-HEQ0YF2VYL","trackOutbound":true,"trackMailto":true,"trackTel":true,"trackDownload":true,"trackDownloadExtensions":"7z|aac|arc|arj|asf|asx|avi|bin|bsh|c|csv|doc(x|m)?|dot(x|m)?|dw(fx|g|gd)|dxf|eps|epub|exe|f(90)|flv|gif|gz|gzip|hqx|jar|jpe?g|js|m1v|mp(2|3|4|e?g)|mobi|mov(ie)?|msi|msp|pdf|phps|pl|png|ppt(x|m)?|pot(x|m)?|pps(x|m)?|ppam|sld(x|m)?|thmx|qtm?|ra(m|r)?|rfa|rtf|rvt|sch|sea|sit|swf|tar|tgz|tif|txt|txz|wav|wma|wmv|wpd|wrl|xls(x|m|b)?|xlt(x|m)|xlam|xml|xsd|z|zip"},"nist_search":{"clickTracking":"search-report-click","isDebug":false,"clickTrackEnabled":true,"message":"NIST Search in debug mode. Check the browsers network inspector for Click Track reporting results..."},"data":{"extlink":{"extTarget":false,"extTargetNoOverride":false,"extNofollow":false,"extNoreferrer":false,"extFollowNoOverride":false,"extClass":"ext","extLabel":"(link is external)","extImgClass":false,"extSubdomains":true,"extExclude":"\\.gov\\\/|\\.mil\\\/|\\manufacturingusa\\.com\\\/","extInclude":"","extCssExclude":".ck-editor, .nist-video-thumbnail__lightbox-trigger, a.nist-icon--mail-blue","extCssExplicit":"","extAlert":true,"extAlertText":"Thank you for visiting NIST. We hope your visit was informative. We have provided a link to this site because it has information that may be of interest to our users. NIST does not necessarily endorse the views expressed or the facts presented on this site. Further, NIST does not endorse any commercial products that may be advertised or available on this site. Click OK to be directed to your link.","mailtoClass":"0","mailtoLabel":"(link sends email)","extUseFontAwesome":false,"extIconPlacement":"after","extFaLinkClasses":"fa fa-external-link","extFaMailtoClasses":"fa fa-envelope-o","whitelistedDomains":[]}},"viewsJumpMenu":{"blog-categories-block-3-jump-menu":{"new_window":false}},"ajaxTrustedUrl":{"\/blogs\/manufacturing-innovation-blog\/search":true,"\/comment\/reply\/node\/1845541\/comment_node_blog":true},"user":{"uid":0,"permissionsHash":"bd6a443844dbe99b4e6942f3b1397526e760137efd2b1ee6b2d588fc414dff20"},"antibot":{"forms":{"comment-form":{"id":"comment-form","key":"8s3HerPNUiBWAup-NU0eICdfN5XSJ1VRGAW7gyEytXD"}}}}</script>
<script src="/sites/default/files/js/js_jDaFaXhHm6gPUKstNYX9eIyoQXghVs3g7rbR0QoqpYY.js?scope=footer&amp;delta=0&amp;language=en&amp;theme=nist_www&amp;include=eJxdkAsOAiEMRC_E2iORsnSxCpRAV_T2sh-jMYHAm3Y6SR3Od6syTgH3_dtbM0EkRLKYMb6U5wb_gsnc1C48NC89R0FvtY4hnAMEPMqNlTiVKg-Cf2FL2TW9UqKRK9FhtUk8eG7oxuDI-b73QIjiME6nBa6EnuoHbe_9p4OeuhnB17VgvJx4GBOGzAvPphVM42YQt6xtRiXzYOrN3tZUbKK8ws7TxtPGBrOyE4XzvSxSkxkLUKqfrIPegw6HQw"></script>
<script src="https://siteimproveanalytics.com/js/siteanalyze_6017546.js" async></script>
<script src="/sites/default/files/js/js_hgRhPKiQvvNBYzQsTeeqB3B33O0-CQktaIWZZuFnelg.js?scope=footer&amp;delta=2&amp;language=en&amp;theme=nist_www&amp;include=eJxdkAsOAiEMRC_E2iORsnSxCpRAV_T2sh-jMYHAm3Y6SR3Od6syTgH3_dtbM0EkRLKYMb6U5wb_gsnc1C48NC89R0FvtY4hnAMEPMqNlTiVKg-Cf2FL2TW9UqKRK9FhtUk8eG7oxuDI-b73QIjiME6nBa6EnuoHbe_9p4OeuhnB17VgvJx4GBOGzAvPphVM42YQt6xtRiXzYOrN3tZUbKK8ws7TxtPGBrOyE4XzvSxSkxkLUKqfrIPegw6HQw"></script>
<script type="text/javascript">window.NREUM||(NREUM={});NREUM.info={"beacon":"bam.nr-data.net","licenseKey":"37b7ccb661","applicationID":"1089704227","transactionName":"YFxUN0sADEdYVkBaClkWdwBNCA1aFnFGRhVWVWoNVgUHaHpaWkcXWFVaBks9LFtdUGJaAEB6WQ1NEw1YVVBGHltBUFMU","queueTime":4,"applicationTime":883,"atts":"TBtXQQMaH0k=","errorBeacon":"bam.nr-data.net","agent":""}</script></body>
</html>
Reference in a new issue Copy permalink