{"id":22561,"date":"2020-12-10T09:17:44","date_gmt":"2020-12-10T08:17:44","guid":{"rendered":"https:\/\/www.regestaitalia.eu\/predictive-maintenance-minimizing-unavailability-and-restoration-costs-of-strategic-assets-and-preserving-service-levels-for-customers\/"},"modified":"2025-06-03T15:33:31","modified_gmt":"2025-06-03T13:33:31","slug":"predictive-maintenance-minimizing-unavailability-and-restoration-costs-of-strategic-assets-and-preserving-service-levels-for-customers","status":"publish","type":"post","link":"https:\/\/www.regestaitalia.eu\/en\/predictive-maintenance-minimizing-unavailability-and-restoration-costs-of-strategic-assets-and-preserving-service-levels-for-customers\/","title":{"rendered":"Predictive maintenance: minimizing unavailability and restoration costs of strategic assets and preserving service levels for Customers"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1497.6px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">La<\/span>&nbsp;<strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">&nbsp;is a machinery and asset maintenance process based on monitoring the performance and condition of machinery, aimed at reducing the likelihood of failures and breakdowns. In truth, it is not a completely new concept. In fact, predictive maintenance has been used in the industrial world since at least the 1990s. However, it is a topic that has become particularly topical again thanks to new technologies, especially   <\/span>&nbsp;<a href=\"https:\/\/www.regestaitalia.eu\/regesta-lab\/approfondimenti\/iot-machine-learning\/industrial-internet-of-things\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">Industrial Internet of Things<\/strong><\/a><strong> <span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">e <\/span><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">machine learning<\/span><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">.<\/span><\/strong><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">In fact, thanks to the combination of these solutions, it is now possible to obtain <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive models <\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">increasingly detailed, thanks to the enormous data collection capacity resulting from the IIoT, and increasingly reliable in <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">prediction of failures and inefficiencies<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">, thanks to the model processing capabilities introduced by machine learning in industrial processes as well.<\/span><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">The principle behind this technique is very simple: if a company can reliably predict failures, malfunctions, and inefficiencies in general, including, for example, contingencies due to workload or environmental conditions, it will be able to <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">plan maintenance<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\"> and repairs or, even in the most unfortunate cases, minimize the impact resulting from production downtime while maintaining an adequate level of service and quality to customers.<\/span><\/p>\n<p data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">In short, predictive maintenance brings the industry significantly closer to a very important goal: one in which maintenance interventions and activities are completely transparent and non-impactful with respect to production processes.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color8);--awb-font-size:var(--awb-typography1-font-size);\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography1-font-family);font-weight:var(--awb-typography1-font-weight);font-style:var(--awb-typography1-font-style);margin:0;letter-spacing:var(--awb-typography1-letter-spacing);text-transform:var(--awb-typography1-text-transform);font-size:1em;--fontSize:48;line-height:var(--awb-typography1-line-height);\">Predictive and preventive maintenance: the differences<\/h2><\/div><div class=\"fusion-text fusion-text-2\"><p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">As is always the case in the real world, most <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">enterprise maintenance programs<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">&nbsp;uses hybrid solutions. It is important at this point to emphasize the &nbsp;<\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">difference between<\/strong>&nbsp;<strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance and preventive maintenance<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">. In fact, the latter involves inspecting, and in some cases maintaining, machinery periodically, regardless of the actual need<\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">. <\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">For example, a heating system could be checked every year before winter, or a transport vehicle could undergo a service every ten thousand kilometers.<\/span><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">Predictive maintenance, on the other hand, relies heavily on data detection and analysis. Implementing a solution of &nbsp;<\/span><em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance<\/span><\/em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">&nbsp;effective requires considerable technological investment, including in staff training. However, the initial investment is amortized over the medium to long term, especially in fields where the condition of machinery is strategic. <\/span><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">For example, changing the replacement policy for machinery (or key parts) can have a considerable benefit. Instead of planning it according to the average life cycle, in fact, the &nbsp;<\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">&nbsp;can make it possible, through data analysis, to understand when a piece of machinery or facility is in real need of intervention or replacement. This leads to at least two considerable benefits. On the one hand, it allows  &nbsp;<\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">Lengthen the life cycle of machinery<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">, the level of wear and tear of which is lower than the statistical average, while on the other hand it makes it possible to <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">mitigate any damage<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\"> generated by those that, on the contrary, show signs of premature failure that traditional preventive maintenance would not intercept<\/span><strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">.<\/span><\/strong><\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:44;line-height:var(--awb-typography1-line-height);\">The benefits of predictive maintenance<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3\"><p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">The <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance algorithms<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">&nbsp;most current offer considerable economic benefits. In addition to maximizing the life cycle of plant and equipment, they allow optimizing planned downtime and generally improving productivity. <\/span><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">In addition, the ability to base maintenance on robust and consistent data allows the extension of the<\/span><strong><a href=\"https:\/\/www.regestaitalia.eu\/regesta-lab\/approfondimenti\/advanced-analytics\/approccio-data-driven-limportanza-dei-dati-nelle-decisioni-aziendali\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">data-driven approach<\/a> <\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">to the maintenance department as well, allowing priority management to be more integrated and harmonious with the rest of the business needs.<\/span><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"688\" height=\"426\" title=\"regestaLab_20-12_ped-article_post09\" src=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2020\/12\/regestaLab_20-12_ped-article_post09.jpg\" data-orig-src=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2020\/12\/regestaLab_20-12_ped-article_post09.jpg\" alt class=\"lazyload img-responsive wp-image-21065\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27688%27%20height%3D%27426%27%20viewBox%3D%270%200%20688%20426%27%3E%3Crect%20width%3D%27688%27%20height%3D%27426%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2020\/12\/regestaLab_20-12_ped-article_post09-200x124.jpg 200w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2020\/12\/regestaLab_20-12_ped-article_post09-400x248.jpg 400w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2020\/12\/regestaLab_20-12_ped-article_post09-600x372.jpg 600w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2020\/12\/regestaLab_20-12_ped-article_post09.jpg 688w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 688px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:40;line-height:var(--awb-typography1-line-height);\">What to consider before adopting predictive maintenance<\/h3><\/div><div class=\"fusion-text fusion-text-4\"><p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">For a company with a traditional approach to maintenance, one of the most <\/span><em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">disruptive<\/span><\/em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">&nbsp;of predictive maintenance is precisely in its nature as a data-driven activity. It is a complex discipline that can require considerable training effort including, but not limited to, training personnel to read data. <\/span><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">However, it is possible to mitigate this initial stumbling block by providing mentoring and training in which internal staff are guided in their understanding of the statistical analyses and <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">indications provided by the predictive models<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">, in order to ease the transition to the new system.<\/span><\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:44;line-height:var(--awb-typography1-line-height);\">Predictive maintenance and machine learning: perfect allies<\/h2><\/div><div class=\"fusion-text fusion-text-5\"><p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">As we mentioned in the beginning, the&nbsp;<\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance&nbsp;<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">is not an entirely new discipline. But it is not difficult to see how, with the computing power available today, exploiting &nbsp;<\/span><em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">predictive maintenance and machine learning<\/span><\/em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\"> together can lead to completely new benefits for the world of manufacturing operations.<\/span><\/p>\n<p><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">Today, in fact, thanks to the increasingly important presence of IIoT devices and next-generation sensors, it is possible to have extremely realistic data models (think, for example, of the concept of a <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">digital twin<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">) but above all, thanks to <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">machine learning<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">, it is possible to interpret data in an exceptionally advanced way and <\/span><strong data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">create innovative predictive models<\/strong><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">, which do not stop at traditional direct cause and effect analysis. For example, a dynamic criticality, such as a specific sequence of operations under a given weather condition, is unlikely to be intercepted by traditional analytical models, but can be highlighted, and in some cases even reproduced, by a more extensive dataset and a machine learning algorithm well &nbsp;<\/span><em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">trained<\/span><\/em><span data-fusion-font=\"true\" data-fusion-google-font=\"Titillium Web\" data-fusion-google-variant=\"300\">.<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Predictive maintenance has a very strong positive impact on unavailability costs and recovery time of strategic assets.<\/p>\n","protected":false},"author":1,"featured_media":21066,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[137],"tags":[],"class_list":["post-22561","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-advanced-analytics-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Regesta LAB - Predictive maintenance: the perfect solution to minimize costs<\/title>\n<meta name=\"description\" content=\"Predictive maintenance has a very strong positive impact on unavailability costs and recovery time of strategic assets.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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