{"id":15282,"date":"2020-04-20T12:17:00","date_gmt":"2020-04-20T10:17:00","guid":{"rendered":"https:\/\/device-insight.com\/2020\/04\/20\/a-perfect-match-ai-iot\/"},"modified":"2024-01-04T14:30:09","modified_gmt":"2024-01-04T13:30:09","slug":"a-perfect-match-ai-iot","status":"publish","type":"post","link":"https:\/\/device-insight.com\/en\/a-perfect-match-ai-iot\/","title":{"rendered":"A perfect match: AI &#038; IoT"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15282\" class=\"elementor elementor-15282 elementor-13315\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d0d092a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d0d092a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c46e876 blog_col\" data-id=\"c46e876\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-783644d elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"783644d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">A perfect match: AI &#038; IoT<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d38aa9 elementor-widget elementor-widget-post-info\" data-id=\"4d38aa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-b86a0c7 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>2020\/04\/20<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-808e92e elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/device-insight.com\/category\/news\/\" class=\"elementor-post-info__terms-list-item\">News<\/a>, <a href=\"https:\/\/device-insight.com\/en\/category\/news-en\/\" class=\"elementor-post-info__terms-list-item\">News<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34dbdea elementor-widget elementor-widget-text-editor\" data-id=\"34dbdea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIt is supposed to change everything: artificial intelligence. According to a\u00a0 Bitkom study\u00a0, 60% of the companies surveyed are convinced that AI is the most important future technology. At the same time, experts now agree that AI and IoT should not be considered separately. Why is that?\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0bb87f open_modal_btn elementor-widget elementor-widget-ha-modal-popup happy-addon ha-modal-popup happy-addon-pro\" data-id=\"c0bb87f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ha-modal-popup.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"ha-modal-popup-box-wrapper\" data-trigger-type=\"button\">\n\t\t\t\t\t\t\t<div class=\"ha-modal-button-wrapper\">\n\t\t\t\t\t\t\t\t<a class=\"ha-modal-popup-trigger ha-modal-popup-btn\" data-id=\"c0bb87f\" href=\"#\">\n\t\t\tDownload AI Whitepaper\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t<div class=\"ha-modal-popup-content-wrapper ha-modal-box ha-modal-position-top-left\" data-id=\"c0bb87f\" data-animation=\"animate__fadeIn\">\n\n\t\t\t\t\t\t\t<div class=\"ha-modal-popup-content-close ha-modal-close-top-right\">\n\t\t\t\t\t<i aria-hidden=\"true\" class=\"hm hm-cross\"><\/i>\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\n\t\t\t<div class=\"ha-modal-animation animate__animated\">\n\t\t\t\t<div class=\"ha-modal-inner\">\n\t\t\t\t\t<div class=\"ha-modal-inner-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__image\">\n\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/elementor\/thumbs\/W_Mockup_KI-in-IoT_EN_800x400-pm72drznebpcdjq3btw6mlspqcn58fyvmscrobq8y8.png\" title=\"W_Mockup_AI in IoT_EN_800x400\" alt=\"Mockup AI in IoT EN 800x400\" loading=\"lazy\" \/>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__title\">\n\t\t\t\t\t\t\t\tWhitepaper \"Artificial intelligence in IoT practice\"\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__description\">\n\t\t\t\t\t\t\t\tRead now!\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"ha-modal-content__shortcode\">\n\t\t\t\t\t\t\t<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script><script>hbspt.forms.create({region: \"na1\",portalId: \"6621808\",formId: \"c76bda9d-b03e-4e1a-b27f-5b97229e9b23\"});<\/script>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42f5a50 elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"42f5a50\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4b46edb\" data-id=\"4b46edb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4a76b68 elementor-widget elementor-widget-image\" data-id=\"4a76b68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2020\/04\/KI-Blog.jpg\" title=\"AI-Blog\" alt=\"AI &amp; IoT\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-65980bf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65980bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ce6d9cb blog_col\" data-id=\"ce6d9cb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d5befab elementor-widget elementor-widget-text-editor\" data-id=\"d5befab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Through the Internet of Things, enormous amounts of operational and production data are collected and evaluated in many areas. In order to generate real added value from this IoT data, companies need AI and analytics tools to help quickly identify problem areas (anomaly detection), derive decisions and automate optimization measures. Only the combination of AI &amp; IoT can bring that decisive breakthrough in digital transformation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d8beb8 elementor-widget elementor-widget-heading\" data-id=\"2d8beb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI &amp; IoT in practical application<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c17b5bf elementor-widget elementor-widget-text-editor\" data-id=\"c17b5bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>When it comes to the practical application of AI &amp; IoT, some companies are already ahead of their competitors, as shown in the <a style=\"font-family: &#039;Open Sans&#039;; font-size: 16px; letter-spacing: normal;\" href=\"https:\/\/www.bitkom.org\/Bitkom\/Publikationen\/Konkrete-Anwendungsfaelle-von-Kuenstlicher-Intelligenz-Big-Data-in-der-Industrie\" target=\"_blank\" rel=\"noopener\">Bitkom study 2019<\/a>. Swabian technology enterprise Voith uses KI &amp; IoT in the service and maintenance of large facilities. Important factors here include a metadata model that brings together all the information an engineer needs to commission a machine as well as the use of machine learning to analyze raw data on which basis smart services can then be implemented.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5a56c3 elementor-widget elementor-widget-heading\" data-id=\"f5a56c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Starting with simple ML algorithms<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ac478f elementor-widget elementor-widget-text-editor\" data-id=\"4ac478f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>All the hype about AI leads many companies to imagine the application of AI and machine learning to be highly complex. In fact, practice shows that simple ML algorithms, such as linear regression, often have a significantly stronger prognostic power than complex ones, such as Gaussian distribution or k-Means.  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a9bb3d6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a9bb3d6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-431a0f45 quotebox\" data-id=\"431a0f45\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-634bae3f elementor-widget elementor-widget-testimonial\" data-id=\"634bae3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\u201cIn many use cases, linear regression is sufficient as a statistical analysis method to make predictions about when machine parts or tools need to be replaced\"<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta elementor-has-image elementor-testimonial-image-position-top\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/elementor\/thumbs\/Management_HNi_413x275-pm72ei0x9nwq78igtvni7d6prw78pg1deqv9wpkf5c.jpg\" title=\"Device Insight GmbH, Willy-Brandt-Platz 6, D-81829 M\u00fcnchen\" alt=\"Hendrik Nieweg, VP Cloud Solutions bei Device Insight\" loading=\"lazy\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-name\">Hendrik Nieweg<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-job\">Vice President Solution Management at Device Insight<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-196b39f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"196b39f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4058497 blog_col\" data-id=\"4058497\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ac75eb8 elementor-widget elementor-widget-text-editor\" data-id=\"ac75eb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: var( --e-global-color-text ); letter-spacing: 0px;\">For example, Device Insight implemented an algorithm for<\/span> robot manufacturer KUKA that predicts when the next maintenance is due for a specific robot type<span style=\"color: var( --e-global-color-text ); letter-spacing: 0px;\">. The forecast is based on usage data from the robot and uses linear regression as well as a \u201cGeneralized Additive Model\u201d (GAM)-based forecasting method. The advantage of this is that the robot is only maintained as required, rather than too often or unnecessarily. From a company point of view, such predictive maintenance naturally makes much more sense.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec9f903 elementor-widget elementor-widget-heading\" data-id=\"ec9f903\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">More efficiency, more sales \u2013 more satisfied customers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-763ec65 elementor-widget elementor-widget-text-editor\" data-id=\"763ec65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Many companies are still in the early stages of developing an IoT application that gives them a transparent insight into their operating and production processes. However, the next stage \u2013 increasing reliability, efficiency, and productivity \u2013 is already imminent. This is where sophisticated AI functionalities come into play, especially ML algorithms.<\/p><p>Used together, AI &amp; IoT open up numerous opportunities for companies: amounts of complex data generated by IoT projects can be evaluated by AI at high speed; knowledge gained flows directly into improving production processes and product quality, which in turn leads to more efficiency in production, more sales and returns and, last but not least, to higher customer satisfaction.  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-72fa5d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72fa5d8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-77634c1\" data-id=\"77634c1\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e04361c elementor-widget elementor-widget-image\" data-id=\"e04361c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"580\" height=\"435\" src=\"https:\/\/device-insight.com\/wp-content\/uploads\/2022\/02\/W_Mockup_KI-in-IoT_EN_1280x960-1024x768.png\" class=\"attachment-large size-large wp-image-14287\" alt=\"Mockup AI in IoT EN 1280x960\" srcset=\"https:\/\/device-insight.com\/wp-content\/uploads\/2022\/02\/W_Mockup_KI-in-IoT_EN_1280x960-1024x768.png 1024w, https:\/\/device-insight.com\/wp-content\/uploads\/2022\/02\/W_Mockup_KI-in-IoT_EN_1280x960-300x225.png 300w, https:\/\/device-insight.com\/wp-content\/uploads\/2022\/02\/W_Mockup_KI-in-IoT_EN_1280x960-768x576.png 768w, https:\/\/device-insight.com\/wp-content\/uploads\/2022\/02\/W_Mockup_KI-in-IoT_EN_1280x960-1200x900.png 1200w, https:\/\/device-insight.com\/wp-content\/uploads\/2022\/02\/W_Mockup_KI-in-IoT_EN_1280x960.png 1280w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0a9d193\" data-id=\"0a9d193\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div 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