{"id":226029,"date":"2026-06-04T10:28:00","date_gmt":"2026-06-04T14:28:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/04\/artificial-intelligence-supported-spatial-scanning-for-enhanced-real-time-spectral-analysis-of-heterogeneous-media\/"},"modified":"2026-06-04T10:55:14","modified_gmt":"2026-06-04T14:55:14","slug":"artificial-intelligence-supported-spatial-scanning-for-enhanced-real-time-spectral-analysis-of-heterogeneous-media","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/04\/artificial-intelligence-supported-spatial-scanning-for-enhanced-real-time-spectral-analysis-of-heterogeneous-media\/","title":{"rendered":"Artificial intelligence-supported spatial scanning for enhanced real-time spectral analysis of heterogeneous media"},"content":{"rendered":"<p><a href=\"https:\/\/www.eurekalert.org\/news-releases\/1130865\">Artificial intelligence-supported spatial scanning for enhanced real-time spectral analysis of heterogeneous media<\/a><\/p>\n<p><a href=\"https:\/\/www.eurekalert.org\/news-releases\/1130865\">https:\/\/www.eurekalert.org\/news-releases\/1130865<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-06-04 10:28:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.eurekalert.org\">www.eurekalert.org<\/a><\/p>\n<ul>\n<li>Near-infrared (NIR) and mid-infrared (MIR) spectroscopy are increasingly used for rapid, non-destructive material analysis in agriculture and food industries.<\/li>\n<li>A significant challenge in spectral analysis is dealing with sample heterogeneity, especially in granular samples like cereals, which create &#8220;spectrospatial noise.&#8221;<\/li>\n<li>Researchers from Si-Ware Systems and other universities developed an enhanced method using AI to analyze heterogeneous samples effectively with MEMS-based FT-NIR sensors.<\/li>\n<li>They employed a spatial scanning technique to integrate measurements over a larger area, reducing spatial noise while maintaining a high Signal-to-Noise Ratio (SNR).<\/li>\n<li>The research revealed a trade-off between SNR and spot size: larger optical spot sizes spread out spatial noise but increase electrical noise.<\/li>\n<li>Using spatial scanning, the team demonstrated substantial improvements in spectral repeatability and chemometric model accuracy by averaging many measurements over a scanning path.<\/li>\n<li>The spatial scanning approach improved spectral repeatability and reduced protein and moisture RMSE significantly compared to stationary measurement modes.<\/li>\n<li>This method provides a viable route for developing portable, high-precision sensors for precision agriculture and smart industry applications.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence-supported spatial scanning for enhanced real-time spectral analysis of heterogeneous media https:\/\/www.eurekalert.org\/news-releases\/1130865 Publish Date:&#8230;<\/p>\n","protected":false},"author":1,"featured_media":226030,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/mediasvc.eurekalert.org\/Api\/v1\/Multimedia\/b0418589-4496-434f-85b1-69ff0da8a5ac\/Rendition\/thumbnail\/Content\/Public","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20],"class_list":["post-226029","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/226029"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=226029"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/226029\/revisions"}],"predecessor-version":[{"id":226031,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/226029\/revisions\/226031"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/226030"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=226029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=226029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=226029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}