{"id":8406,"date":"2025-04-24T13:42:27","date_gmt":"2025-04-24T13:42:27","guid":{"rendered":"https:\/\/www.lcm.at\/fault-detection-in-a-dedusting-system-2\/"},"modified":"2025-08-13T10:27:19","modified_gmt":"2025-08-13T10:27:19","slug":"fault-detection-in-a-dedusting-system-2","status":"publish","type":"post","link":"https:\/\/www.lcm.at\/en\/fault-detection-in-a-dedusting-system-2\/","title":{"rendered":"Fault detection in a dedusting system"},"content":{"rendered":"\n<section class=\"wp-block-group section-post has-background\" style=\"background-color:#f3f3f4;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Condition monitoring of <mark>cutting processes<\/mark><\/h2>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns section-post-wrap is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1023\" height=\"682\" src=\"https:\/\/www.lcm.at\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c.png\" alt=\"Dedusting system fault detection c\" class=\"wp-image-3906\" srcset=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c.png 1023w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-300x200.png 300w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-768x512.png 768w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-179x119.png 179w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-125x83.png 125w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-83x55.png 83w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-24x16.png 24w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-182x121.png 182w\" sizes=\"(max-width: 1023px) 100vw, 1023px\" \/><figcaption class=\"wp-element-caption\">Dedusting system fault detection<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Detection of incorrect activation of valves<\/h3>\n\n\n\n<p>In a dust extraction system, the incorrect switching of valves is to be detected. Due to the strong room acoustics and the reverberation under the valve cover, it is not possible to locate the running time. <\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/section>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n    <section  class=\"section-desc\">\n\t\t<div class=\"container\">\n            <div class=\"section-desc-wrap\">\n\t\t\t\t\t\t\t\t\t<div class=\"col\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h2> \n\t\t\t\t\t\t\t\t<mark>Requirements<\/mark>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"block-desc\">\n\t\t\t\t\t\t\t\t<ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Detection of incorrect activation of 280 valves  <\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Faulty activation of a valve should be detected by localizing the cleaning noise<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Measurement with 16 microphones on the system<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"col\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h2> \n\t\t\t\t\t\t\t\t<mark>Solution<\/mark>\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"block-desc\">\n\t\t\t\t\t\t\t\t<ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Improved machine learning approach enables significant reduction in hardware costs<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>From over 70 statistical features per cleaning sound and microphone, the five most meaningful are selected for analysis.<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t            <\/div>\n        <\/div>\n    <\/section>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n    <div  class=\"section-card-person bg-gray-300-30\">\n        \t\t<div class=\"container\">\n\t\t\t<div class=\"card-person\">\n                <div class=\"card-person-img\">\n                                            <img decoding=\"async\" width=\"222\" height=\"222\" src=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck.png\" class=\"attachment-thumbnail_229x229 size-thumbnail_229x229\" alt=\"\" srcset=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck.png 222w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-150x150.png 150w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-50x50.png 50w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-119x119.png 119w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-83x83.png 83w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-55x55.png 55w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-16x16.png 16w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-182x182.png 182w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-90x90.png 90w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/02\/Ansprechpartner_Schimbaeck-120x120.png 120w\" sizes=\"(max-width: 222px) 100vw, 222px\" \/>                                                                <div class=\"logo\"><img decoding=\"async\" width=\"35\" height=\"15\" src=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2024\/11\/logo-short.svg\" class=\"attachment-full size-full\" alt=\"\" \/><\/div>\n                                    <\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"card-person-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"note\">Contact Person<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h2 class=\"h3\">Erwin Schimb\u00e4ck<\/h2>\n\t\t\t\t\t\t                                                    <span class=\"position\">Business Area Manager Sensors &amp; Communication<\/span>\n                                                                            <div class=\"contact-hold\">\n                                                                    <div class=\"frame\">\n                                                                                                                                    <div class=\"text-hold\">\n                                                    <a href=\"tel:4373224686138\">\n                                                        <span class=\"icon\">\n                                                            <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M22 20c-2 2-2 4-4 4s-4-2-6-4-4-4-4-6 2-2 4-4-4-8-6-8-6 6-6 6c0 4 4.109 12.109 8 16s12 8 16 8c0 0 6-4 6-6s-6-8-8-6z\"><\/path><\/svg>\n                                                        <\/span>\n                                                        <span class=\"text\">+43 732 2468 6138<\/span>\n                                                    <\/a>\n                                                <\/div>\n                                                                                                                                        <div class=\"text-hold\">\n                                                    <a href=\"mailto:e&#114;&#119;&#105;n.&#115;&#99;h&#105;&#109;ba&#101;ck&#64;&#108;&#99;m&#46;&#97;t\">\n                                                        <span class=\"icon\">\n                                                            <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"28\" height=\"28\" viewBox=\"0 0 28 28\"><path d=\"M28 11.094v12.406c0 1.375-1.125 2.5-2.5 2.5h-23c-1.375 0-2.5-1.125-2.5-2.5v-12.406c0.469 0.516 1 0.969 1.578 1.359 2.594 1.766 5.219 3.531 7.766 5.391 1.313 0.969 2.938 2.156 4.641 2.156h0.031c1.703 0 3.328-1.188 4.641-2.156 2.547-1.844 5.172-3.625 7.781-5.391 0.562-0.391 1.094-0.844 1.563-1.359zM28 6.5c0 1.75-1.297 3.328-2.672 4.281-2.438 1.687-4.891 3.375-7.313 5.078-1.016 0.703-2.734 2.141-4 2.141h-0.031c-1.266 0-2.984-1.437-4-2.141-2.422-1.703-4.875-3.391-7.297-5.078-1.109-0.75-2.688-2.516-2.688-3.938 0-1.531 0.828-2.844 2.5-2.844h23c1.359 0 2.5 1.125 2.5 2.5z\"><\/path><\/svg>\n                                                        <\/span>\n                                                        <span class=\"text\">erwin.schimbaeck@lcm.at<\/span>\n                                                    <\/a>\n                                                <\/div>\n                                                                                                                        <\/div>\n                                                                                                    <a class=\"btn\" href=\"mailto:e&#114;w&#105;&#110;&#46;s&#99;&#104;i&#109;&#98;a&#101;c&#107;&#64;l&#99;&#109;&#46;at\">Send request<\/a>\n                                                            <\/div>\n                        \t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n            <div class=\"section-decor\"><img decoding=\"async\" src=\"https:\/\/www.lcm.at\/wp-content\/themes\/linzcenterofmech\/assets\/images\/img-21.png\" alt=\"image description\" width=\"712\" height=\"414\" role=\"img\"><\/div>\n        <\/div>\n            <\/div>\n\n\n\t<section  class=\"section-main\">\n\t\t<div class=\"container\">\n\t\t\t\t\t\t\t<div class=\"section-title\">\n\t\t\t\t\t\t\t\t\t\t\t<h2>Further <mark>reference projects<\/mark><\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"card-wrap\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"card sensors-and-communication condition-monitoring-en data-analysis-and-ai industrial-electronics sensor-systems-and-measurement-services smart-sensors \">\n\t<div class=\"card-img\">\n\t\t<img decoding=\"async\" width=\"389\" height=\"240\" src=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/05\/Bild_AISEMO-Dashboard_Tablet-389x240.png\" class=\"attachment-thumbnail_389x240 size-thumbnail_389x240 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/05\/Bild_AISEMO-Dashboard_Tablet-389x240.png 389w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/05\/Bild_AISEMO-Dashboard_Tablet-24x16.png 24w\" sizes=\"(max-width: 389px) 100vw, 389px\" \/>\t\t\t<\/div>\n\t<div class=\"card-body\">\n\t\t<div class=\"frame\">\n\t\t\t<h4><a href=\"https:\/\/www.lcm.at\/en\/early-fault-detection-for-all-injection-molding-machines\/\" rel=\"bookmark\">Early fault detection for all injection molding machines<\/a><\/h4>\t\t\t<p>Early fault detection for all injection molding machines Reduction of machine downtimes By detecting anomalies in injection molding machines at&#8230;<\/p>\n\t\t<\/div>\n\t\t<a class=\"link-more\" href=\"https:\/\/www.lcm.at\/en\/early-fault-detection-for-all-injection-molding-machines\/\">Read more<\/a>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t\t\t<div class=\"card vibration-technology condition-monitoring-en sensor-systems-and-measurement-services \">\n\t<div class=\"card-img\">\n\t\t<img decoding=\"async\" width=\"389\" height=\"240\" src=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-389x240.png\" class=\"attachment-thumbnail_389x240 size-thumbnail_389x240 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-389x240.png 389w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Fehlererkennung-Entstaubungsanlage_c-24x16.png 24w\" sizes=\"(max-width: 389px) 100vw, 389px\" \/>\t\t\t<\/div>\n\t<div class=\"card-body\">\n\t\t<div class=\"frame\">\n\t\t\t<h4><a href=\"https:\/\/www.lcm.at\/en\/fault-detection-in-a-dedusting-system-2\/\" rel=\"bookmark\">Fault detection in a dedusting system<\/a><\/h4>\t\t\t<p>Condition monitoring of cutting processes Detection of incorrect activation of valves In a dust extraction system, the incorrect switching of&#8230;<\/p>\n\t\t<\/div>\n\t\t<a class=\"link-more\" href=\"https:\/\/www.lcm.at\/en\/fault-detection-in-a-dedusting-system-2\/\">Read more<\/a>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t\t\t<div class=\"card sensor-systems-and-measurement-services condition-monitoring-en data-analysis-and-ai measuring-services predictive-maintenance-en vibration-technology \">\n\t<div class=\"card-img\">\n\t\t<img decoding=\"async\" width=\"389\" height=\"240\" src=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Zustandsueberwachung-Schnittsystem_Lenzing-389x240.png\" class=\"attachment-thumbnail_389x240 size-thumbnail_389x240 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Zustandsueberwachung-Schnittsystem_Lenzing-389x240.png 389w, https:\/\/www.lcm.at\/\/wp-content\/uploads\/2025\/04\/Zustandsueberwachung-Schnittsystem_Lenzing-24x16.png 24w\" sizes=\"(max-width: 389px) 100vw, 389px\" \/>\t\t\t<\/div>\n\t<div class=\"card-body\">\n\t\t<div class=\"frame\">\n\t\t\t<h4><a href=\"https:\/\/www.lcm.at\/en\/condition-monitoring-of-cutting-processes\/\" rel=\"bookmark\">Condition monitoring of cutting processes<\/a><\/h4>\t\t\t<p>Condition monitoring of cutting processes Quality assurance in fiber production Lenzing produces a wide variety of fibers from the raw&#8230;<\/p>\n\t\t<\/div>\n\t\t<a class=\"link-more\" href=\"https:\/\/www.lcm.at\/en\/condition-monitoring-of-cutting-processes\/\">Read more<\/a>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btn-center\"><a href=\"https:\/\/www.lcm.at\/projekte\/\"  target=\"_blank\" class=\"btn\">See more projects<\/a><\/div>\n\t\t\t\t\t<\/div>\n\t<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Condition monitoring of cutting processes Detection of incorrect activation of valves In a dust extraction system, the incorrect switching of&#8230;<\/p>\n","protected":false},"author":5,"featured_media":5074,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[137,158,133],"tags":[],"class_list":["post-8406","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibration-technology","category-condition-monitoring-en","category-sensor-systems-and-measurement-services"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/posts\/8406","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/comments?post=8406"}],"version-history":[{"count":2,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/posts\/8406\/revisions"}],"predecessor-version":[{"id":8842,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/posts\/8406\/revisions\/8842"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/media\/5074"}],"wp:attachment":[{"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/media?parent=8406"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/categories?post=8406"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lcm.at\/en\/wp-json\/wp\/v2\/tags?post=8406"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}