{"id":1991,"date":"2024-03-21T18:56:07","date_gmt":"2024-03-21T17:56:07","guid":{"rendered":"https:\/\/scnode.com\/?page_id=1991"},"modified":"2026-02-10T16:48:04","modified_gmt":"2026-02-10T15:48:04","slug":"hardware-and-software-for-prescriptive-maintenance","status":"publish","type":"page","link":"https:\/\/scnode.com\/index.php\/hardware-and-software-for-prescriptive-maintenance\/","title":{"rendered":"Hardware and software for prescriptive maintenance"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1991\" class=\"elementor elementor-1991\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc89014 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"cc89014\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1978cc1 elementor-widget elementor-widget-heading\" data-id=\"1978cc1\" 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-medium\">Prescriptive maintenance from mirage to reality: hardware and software on the road ahead<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9a19c21 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"9a19c21\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8e7955e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"8e7955e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa0c86d elementor-widget elementor-widget-spacer\" data-id=\"fa0c86d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-7af5064 elementor-widget elementor-widget-heading\" data-id=\"7af5064\" 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\">ABSTRACT<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26650a0 elementor-widget elementor-widget-text-editor\" data-id=\"26650a0\" 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 class=\"MsoNormal\"><span style=\"font-family:Montserrat\">\n<p>This article explores the evolution of maintenance strategies, progressing from a basic reactive approach to more advanced <b>prescriptive plans<\/b>. <p>It outlines the hardware and software requirements at each <b>level of readiness<\/b>, starting with basic <b>plug-and-play solutions<\/b> for proactive maintenance and advancing to prescriptive maintenance, which relies on cutting-edge technologies like <b>simulation models, AI, and machine learning<\/b>.<\/p>\n\n\n<p>Some of the main features of plug-and-play solutions, suitable for early readiness levels, include standard sensors with embedded 5G\/LTE antennas for condition monitoring purpose,\nstandard software for data gathering and reporting on equipment status, basic work order management capabilities.<\/p>\n\n<p>While these solutions offer several advantages like <b>ease of deployment, cost-effectiveness and scalability, <\/b>in some cases more robust custom solutions for <b>predictive maintenance offer competitive advantages<\/b>.\nTailored made machine learning algorithms, simulation and AI applied to critical equipments can better support the <b>decision-making process over maintenance strategies and reduce downtime<\/b>, ultimately leading to better opex.\n<p>On the other hand, custom solutions entail challenges like higher upfront costs and longer implementation timelines. Moreover, they require caution and deep expertise in the field to overcome design challenges and ensure success.\n\n<p>Finally, the paper contains a detailed <b>business case<\/b> regarding the implementation of an advanced prescriptive maintenenance concept in the energy field.<\/p>\n<p>The solution required for prescriptive maintenance follows the traditional Automation Pyramid framework, integrating IoT, AI, and data analysis across various levels: from on-field sensors to cloud infrastructure, machine learning and simulation models, this paper showcase how to achieve the <b>next level of operational efficiency<\/b>, reduce downtime and optimize resource utilization to unprecedented levels.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e72b5aa e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"e72b5aa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-75bec04 elementor-widget elementor-widget-spacer\" data-id=\"75bec04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-8ad9282 elementor-widget elementor-widget-heading\" data-id=\"8ad9282\" 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\">Download the full paper<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-640509f elementor-widget elementor-widget-image\" data-id=\"640509f\" 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=\"554\" height=\"720\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/SCNODE-Maintenance-paper.png\" class=\"attachment-large size-large wp-image-2032\" alt=\"Prescriptive maintenance\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/SCNODE-Maintenance-paper.png 554w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/SCNODE-Maintenance-paper-231x300.png 231w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/SCNODE-Maintenance-paper-18x24.png 18w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/SCNODE-Maintenance-paper-28x36.png 28w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/SCNODE-Maintenance-paper-37x48.png 37w\" sizes=\"100vw\" 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HISTORY<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad44232 bdt-carousel-style-coverflow bdt-pagination-hide-yes elementor-widget elementor-widget-prime-slider-tango\" data-id=\"ad44232\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"prime-slider-tango.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"bdt-prime-slider\">\n\t\t<div id=\"bdt-prime-slider-ad44232\" class=\"bdt-prime-slider-tango elementor-swiper\" bdt-height-match=\"target: &gt; div &gt; div &gt; div &gt; .bdt-slider-item\" 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class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tDIGITAL TWIN\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/textile-digital-twin-2\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">Leveraging<\/span> dynamic production policies: a Textile Digital Twin\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"460\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884.jpg\" class=\"bdt-img\" alt=\"Greening the Chain\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884.jpg 759w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884-300x182.jpg 300w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884-500x303.jpg 500w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884-24x15.jpg 24w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884-36x22.jpg 36w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/01\/gren-chain-scaled-e1705331917884-48x29.jpg 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tsustainable supply chain\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/greening-the-chain\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">Greening<\/span> the Chain\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"760\" height=\"460\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2.png\" class=\"bdt-img\" alt=\"COVID-19 Vaccine Logistics in Kenya\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2.png 760w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2-300x182.png 300w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2-500x303.png 500w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2-24x15.png 24w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2-36x22.png 36w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/02\/cover-HSC-2-48x29.png 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tHumanitarian Supply Chain\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/humanitarian-supply-chain\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">COVID-19<\/span> Vaccine Logistics in Kenya\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/Maintenance.jpg\" class=\"bdt-img\" alt=\"Prescriptive maintenance from mirage to reality: an energy business case\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/Maintenance.jpg 1280w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/Maintenance-300x169.jpg 300w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/Maintenance-1024x576.jpg 1024w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/Maintenance-48x27.jpg 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tPrescriptive maintenance\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/hardware-and-software-for-prescriptive-maintenance\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">Prescriptive<\/span> maintenance from mirage to reality: an energy business case\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1463\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled.jpg\" class=\"bdt-img\" alt=\"How to manage global cold chains\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled.jpg 2560w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-300x171.jpg 300w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-1024x585.jpg 1024w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-2000x1143.jpg 2000w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled-1536x878.jpg 1536w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled-2048x1170.jpg 2048w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled-24x14.jpg 24w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled-36x21.jpg 36w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/03\/covid19-vaccine-supply-chain-upscaled-1-scaled-48x27.jpg 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tVaccine Supply chain\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/vaccine-supply-chain\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">How<\/span> to manage global cold chains\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1362\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k.jpg\" class=\"bdt-img\" alt=\"How to build a resilient warehouse\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k.jpg 2048w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-300x200.jpg 300w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-1024x681.jpg 1024w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-2000x1330.jpg 2000w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-1536x1022.jpg 1536w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-24x16.jpg 24w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-36x24.jpg 36w, https:\/\/scnode.com\/wp-content\/uploads\/2024\/04\/4324416999_3679fb4f41_k-48x32.jpg 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tProcess design\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/resilient-warehouse\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">How<\/span> to build a resilient warehouse\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a-.jpeg\" class=\"bdt-img\" alt=\"Enhancing Master Production Schedule with Simulation\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a-.jpeg 1024w, https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a--300x300.jpeg 300w, https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a--150x150.jpeg 150w, https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a--24x24.jpeg 24w, https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a--36x36.jpeg 36w, https:\/\/scnode.com\/wp-content\/uploads\/2025\/06\/Aerial-view-of-a-Northern-European-salmon-farm.-The-scene-includes-circular-fish-pens-floating-in-a--48x48.jpeg 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"bdt-subtitle\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\tMPS with Simulation\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scnode.com\/index.php\/enhancing-master-production-scheduling-with-simulation\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">Enhancing<\/span> Master Production Schedule with Simulation\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \n            <div class=\"swiper-slide bdt-item\">\n\t\t\t\t<div class=\"bdt-image-wrap\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1849\" height=\"1599\" src=\"https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig.png\" class=\"bdt-img\" alt=\"More papers coming soon...\" srcset=\"https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig.png 1849w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-300x259.png 300w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-1024x886.png 1024w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-1536x1328.png 1536w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-500x432.png 500w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-800x692.png 800w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-1280x1107.png 1280w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-24x21.png 24w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-36x31.png 36w, https:\/\/scnode.com\/wp-content\/uploads\/2023\/12\/SCNode-logo-nographicsbig-48x42.png 48w\" sizes=\"100vw\" \/>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"bdt-content-wrap\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"bdt-title\" data-reveal=\"reveal-active\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"frist-word\">More<\/span> papers coming soon...\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n        \t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t\n\t\t\t<div class=\"swiper-pagination reveal-muted\"><\/div>\n\t\t\t<!-- <div class=\"swiper-scrollbar\"><\/div> -->\n\t\t\t\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"bdt-arrows-center bdt-navigation-arrows bdt-position-z-index reveal-muted\">\n\t\t\t\t<div class=\"bdt-navigation-prev bdt-slidenav\"><i class=\"ps-wi-arrow-left-5\"><\/i><\/div>\n\t\t\t\t<div class=\"bdt-navigation-next bdt-slidenav\"><i class=\"ps-wi-arrow-right-5\"><\/i><\/div>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Discover the evolution of maintenance strategies, transitioning from reactive approaches to sophisticated prescriptive plans in this insightful article. Delve into the hardware and software essentials at every readiness level, from basic plug-and-play solutions to advanced prescriptive maintenance, leveraging cutting-edge technologies like simulation models, AI, and machine learning. Plug-and-play solutions boast standard sensors with embedded 5G\/LTE antennas and software for data gathering, offering advantages such as ease of deployment, cost-effectiveness, and scalability. However, for competitive edges, customized predictive maintenance solutions shine, utilizing tailored machine learning algorithms and AI to enhance decision-making and reduce downtime, albeit with higher upfront costs and longer timelines. Despite challenges, the paper presents a comprehensive business case for implementing advanced prescriptive maintenance in the energy sector, aligning with the traditional Automation Pyramid framework. From on-field sensors to cloud infrastructure and beyond, witness how this innovative approach revolutionizes operational efficiency, minimizing downtime, and optimizing resource utilization to unprecedented levels.<\/p>\n","protected":false},"author":2,"featured_media":1135,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"om_disable_all_campaigns":false,"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","footnotes":""},"ppma_author":[19],"class_list":["post-1991","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Hardware and software for prescriptive maintenance - SCNODE.COM<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scnode.com\/index.php\/hardware-and-software-for-prescriptive-maintenance\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hardware and software for prescriptive maintenance - SCNODE.COM\" \/>\n<meta property=\"og:description\" content=\"Discover the evolution of maintenance strategies, transitioning from reactive approaches to sophisticated prescriptive plans in this insightful article. Delve into the hardware and software essentials at every readiness level, from basic plug-and-play solutions to advanced prescriptive maintenance, leveraging cutting-edge technologies like simulation models, AI, and machine learning. Plug-and-play solutions boast standard sensors with embedded 5G\/LTE antennas and software for data gathering, offering advantages such as ease of deployment, cost-effectiveness, and scalability. However, for competitive edges, customized predictive maintenance solutions shine, utilizing tailored machine learning algorithms and AI to enhance decision-making and reduce downtime, albeit with higher upfront costs and longer timelines. Despite challenges, the paper presents a comprehensive business case for implementing advanced prescriptive maintenance in the energy sector, aligning with the traditional Automation Pyramid framework. 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