{"id":8373,"date":"2023-06-07T11:48:07","date_gmt":"2023-06-07T04:48:07","guid":{"rendered":"https:\/\/www.sitearoundfm.com\/?p=8373"},"modified":"2023-08-21T08:55:13","modified_gmt":"2023-08-21T01:55:13","slug":"predictive-maintenance","status":"publish","type":"post","link":"https:\/\/www.sitearoundfm.com\/en\/predictive-maintenance\/","title":{"rendered":"Predictive Maintenance"},"content":{"rendered":"<p><strong>1. What predictive maintenance is<\/strong><br>Predictive maintenance is a technique to predict the future failure point of a machine component, so that the component can be replaced, based on a plan, just before it fails. Thus, equipment downtime is minimized and the component lifetime is maximized. Predictive maintenance is one of the areas that benefit most from machine learning algorithms with predictive capability.<\/p>\n\n\n\n<p><strong>2. How to start and implement predictive maintenance<\/strong><br>Step 1: Gain visibility of your data<br>Step 2: Understand the gaps and remediate with added sensing<br>Step 3: Analyze and understand key trends toward faults<br>Step 4: Leverage trends to predict faults before they happen and optimize maintenance strategy<br>Step 5: Learn and adjust operations<br>Step 6: Establishing a reliability culture<\/p>\n\n\n\n<p><strong>3. Applying IoT to facilitate predictive maintenance<\/strong><br>The advent of Internet of Things is changing the way we do predictive maintenance. You can now have real-time monitoring devices at a low cost that send data to an algorithm on a continuous basis. It can detect whether there\u2019s something going wrong with a machine or use machine learning to make a prediction.<\/p>\n\n\n\n<p>You can now take advantage of having real-time sensors installed on equipment. They will provide real-time data that you can put into predictive models to help you determine when something is about to fail or what the remaining useful life is for that equipment. You can then schedule maintenance based on that data.<\/p>\n\n\n\n<p><strong>4. How Sitearound can help you achieve your predictive maintenance<\/strong><br>Sitearound is the only IoT and FM platform. We offer you the platform that can not only monitor data from the sensors you installed on site but also synchronize such data with the work management feature. This will automate the workflow from sensor alert to work order management. Importantly, we have a Machine Learning add-on module to help you determine a failure period and mode of your machines\/assets so that you can take actions before they fail. Here, we provide an all-in-one predictive maintenance solution to you.<\/p>","protected":false},"excerpt":{"rendered":"<p>1. What predictive maintenance isPredictive maintenance is a technique to predict the future failure point of a machine component, so that the component can be replaced, based on a plan, just before it fails. Thus, equipment downtime is minimized and the component lifetime is maximized. Predictive maintenance is one of the areas that benefit most [&#8230;]\n","protected":false},"author":34,"featured_media":8374,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[138],"tags":[],"class_list":["post-8373","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-and-insights"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predictive Maintenance - CMMS Maintenance Management Platform<\/title>\n<meta name=\"description\" content=\"Procore, Procore Thailand, \u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07, Project Management, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23, Construction management, Construction, PMP, PMIS, Monnit, Wireless Sensors, Sensors, Sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 wifi wireless sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 sensors, Smart building, Facility Management, Optimoroute, \u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e42\u0e25\u0e08\u0e34\u0e2a\u0e15\u0e34\u0e01, Route optimization Thailand, Logistic, Logistic Planning Thailand, cloud-based technology, Aconex, Microsoft Project, Primavera, Trimble, \u0e27\u0e31\u0e14\u0e2d\u0e38\u0e13\u0e2b\u0e20\u0e39\u0e21\u0e34, \u0e02\u0e32\u0e22\u0e40\u0e0b\u0e47\u0e19\u0e40\u0e0b\u0e2d\u0e23\u0e4c, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e0a\u0e37\u0e49\u0e19, \u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e15\u0e39\u0e40\u0e1b\u0e34\u0e14\u0e1b\u0e34\u0e14, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e14\u0e31\u0e19\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sitearoundfm.com\/en\/predictive-maintenance\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predictive Maintenance - CMMS Maintenance Management Platform\" \/>\n<meta property=\"og:description\" content=\"Procore, Procore Thailand, \u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07, Project Management, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23, Construction management, Construction, PMP, PMIS, Monnit, Wireless Sensors, Sensors, Sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 wifi wireless sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 sensors, Smart building, Facility Management, Optimoroute, \u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e42\u0e25\u0e08\u0e34\u0e2a\u0e15\u0e34\u0e01, Route optimization Thailand, Logistic, Logistic Planning Thailand, cloud-based technology, Aconex, Microsoft Project, Primavera, Trimble, \u0e27\u0e31\u0e14\u0e2d\u0e38\u0e13\u0e2b\u0e20\u0e39\u0e21\u0e34, \u0e02\u0e32\u0e22\u0e40\u0e0b\u0e47\u0e19\u0e40\u0e0b\u0e2d\u0e23\u0e4c, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e0a\u0e37\u0e49\u0e19, \u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e15\u0e39\u0e40\u0e1b\u0e34\u0e14\u0e1b\u0e34\u0e14, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e14\u0e31\u0e19\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sitearoundfm.com\/en\/predictive-maintenance\/\" \/>\n<meta property=\"og:site_name\" content=\"CMMS Maintenance Management Platform\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sitearound\" \/>\n<meta property=\"article:published_time\" content=\"2023-06-07T04:48:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-21T01:55:13+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"626\" \/>\n\t<meta property=\"og:image:height\" content=\"417\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/www.sitearoundfm.com\/#\/schema\/person\/421fb2f101150a9c500b0b012c74bc5e\"},\"headline\":\"Predictive Maintenance\",\"datePublished\":\"2023-06-07T04:48:07+00:00\",\"dateModified\":\"2023-08-21T01:55:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/\"},\"wordCount\":323,\"image\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg\",\"articleSection\":[\"Blog and Insights\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/\",\"url\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/\",\"name\":\"Predictive Maintenance - CMMS Maintenance Management Platform\",\"isPartOf\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg\",\"datePublished\":\"2023-06-07T04:48:07+00:00\",\"dateModified\":\"2023-08-21T01:55:13+00:00\",\"author\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/#\/schema\/person\/421fb2f101150a9c500b0b012c74bc5e\"},\"description\":\"Procore, Procore Thailand, \u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07, Project Management, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23, Construction management, Construction, PMP, PMIS, Monnit, Wireless Sensors, Sensors, Sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 wifi wireless sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 sensors, Smart building, Facility Management, Optimoroute, \u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e42\u0e25\u0e08\u0e34\u0e2a\u0e15\u0e34\u0e01, Route optimization Thailand, Logistic, Logistic Planning Thailand, cloud-based technology, Aconex, Microsoft Project, Primavera, Trimble, \u0e27\u0e31\u0e14\u0e2d\u0e38\u0e13\u0e2b\u0e20\u0e39\u0e21\u0e34, \u0e02\u0e32\u0e22\u0e40\u0e0b\u0e47\u0e19\u0e40\u0e0b\u0e2d\u0e23\u0e4c, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e0a\u0e37\u0e49\u0e19, \u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e15\u0e39\u0e40\u0e1b\u0e34\u0e14\u0e1b\u0e34\u0e14, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e14\u0e31\u0e19\",\"breadcrumb\":{\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage\",\"url\":\"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg\",\"contentUrl\":\"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg\",\"width\":626,\"height\":417},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.sitearoundfm.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Predictive Maintenance\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.sitearoundfm.com\/#website\",\"url\":\"https:\/\/www.sitearoundfm.com\/\",\"name\":\"End-to-End Maintenance Management Platform\",\"description\":\"CMMS Maintenance Management Platform\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.sitearoundfm.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.sitearoundfm.com\/#\/schema\/person\/421fb2f101150a9c500b0b012c74bc5e\",\"name\":\"admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Predictive Maintenance - CMMS Maintenance Management Platform","description":"Procore, Procore Thailand, \u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07, Project Management, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23, Construction management, Construction, PMP, PMIS, Monnit, Wireless Sensors, Sensors, Sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 wifi wireless sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 sensors, Smart building, Facility Management, Optimoroute, \u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e42\u0e25\u0e08\u0e34\u0e2a\u0e15\u0e34\u0e01, Route optimization Thailand, Logistic, Logistic Planning Thailand, cloud-based technology, Aconex, Microsoft Project, Primavera, Trimble, \u0e27\u0e31\u0e14\u0e2d\u0e38\u0e13\u0e2b\u0e20\u0e39\u0e21\u0e34, \u0e02\u0e32\u0e22\u0e40\u0e0b\u0e47\u0e19\u0e40\u0e0b\u0e2d\u0e23\u0e4c, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e0a\u0e37\u0e49\u0e19, \u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e15\u0e39\u0e40\u0e1b\u0e34\u0e14\u0e1b\u0e34\u0e14, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e14\u0e31\u0e19","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.sitearoundfm.com\/en\/predictive-maintenance\/","og_locale":"en_US","og_type":"article","og_title":"Predictive Maintenance - CMMS Maintenance Management Platform","og_description":"Procore, Procore Thailand, \u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07, Project Management, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23, Construction management, Construction, PMP, PMIS, Monnit, Wireless Sensors, Sensors, Sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 wifi wireless sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 sensors, Smart building, Facility Management, Optimoroute, \u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e42\u0e25\u0e08\u0e34\u0e2a\u0e15\u0e34\u0e01, Route optimization Thailand, Logistic, Logistic Planning Thailand, cloud-based technology, Aconex, Microsoft Project, Primavera, Trimble, \u0e27\u0e31\u0e14\u0e2d\u0e38\u0e13\u0e2b\u0e20\u0e39\u0e21\u0e34, \u0e02\u0e32\u0e22\u0e40\u0e0b\u0e47\u0e19\u0e40\u0e0b\u0e2d\u0e23\u0e4c, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e0a\u0e37\u0e49\u0e19, \u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e15\u0e39\u0e40\u0e1b\u0e34\u0e14\u0e1b\u0e34\u0e14, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e14\u0e31\u0e19","og_url":"https:\/\/www.sitearoundfm.com\/en\/predictive-maintenance\/","og_site_name":"CMMS Maintenance Management Platform","article_publisher":"https:\/\/www.facebook.com\/sitearound","article_published_time":"2023-06-07T04:48:07+00:00","article_modified_time":"2023-08-21T01:55:13+00:00","og_image":[{"width":626,"height":417,"url":"http:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#article","isPartOf":{"@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/"},"author":{"name":"admin","@id":"https:\/\/www.sitearoundfm.com\/#\/schema\/person\/421fb2f101150a9c500b0b012c74bc5e"},"headline":"Predictive Maintenance","datePublished":"2023-06-07T04:48:07+00:00","dateModified":"2023-08-21T01:55:13+00:00","mainEntityOfPage":{"@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/"},"wordCount":323,"image":{"@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage"},"thumbnailUrl":"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg","articleSection":["Blog and Insights"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/","url":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/","name":"Predictive Maintenance - CMMS Maintenance Management Platform","isPartOf":{"@id":"https:\/\/www.sitearoundfm.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage"},"image":{"@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage"},"thumbnailUrl":"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg","datePublished":"2023-06-07T04:48:07+00:00","dateModified":"2023-08-21T01:55:13+00:00","author":{"@id":"https:\/\/www.sitearoundfm.com\/#\/schema\/person\/421fb2f101150a9c500b0b012c74bc5e"},"description":"Procore, Procore Thailand, \u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07, Project Management, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32, \u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23, Construction management, Construction, PMP, PMIS, Monnit, Wireless Sensors, Sensors, Sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 wifi wireless sensors, \u0e08\u0e33\u0e2b\u0e19\u0e48\u0e32\u0e22 sensors, Smart building, Facility Management, Optimoroute, \u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e42\u0e25\u0e08\u0e34\u0e2a\u0e15\u0e34\u0e01, Route optimization Thailand, Logistic, Logistic Planning Thailand, cloud-based technology, Aconex, Microsoft Project, Primavera, Trimble, \u0e27\u0e31\u0e14\u0e2d\u0e38\u0e13\u0e2b\u0e20\u0e39\u0e21\u0e34, \u0e02\u0e32\u0e22\u0e40\u0e0b\u0e47\u0e19\u0e40\u0e0b\u0e2d\u0e23\u0e4c, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e0a\u0e37\u0e49\u0e19, \u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e15\u0e39\u0e40\u0e1b\u0e34\u0e14\u0e1b\u0e34\u0e14, \u0e27\u0e31\u0e14\u0e04\u0e27\u0e32\u0e21\u0e14\u0e31\u0e19","breadcrumb":{"@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.sitearoundfm.com\/predictive-maintenance\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#primaryimage","url":"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg","contentUrl":"https:\/\/www.sitearoundfm.com\/wp-content\/uploads\/2023\/06\/worker-taking-note-using-pen-paper-with-new-young-engineer-using-computer-tablet-work-faster-more-efficiency_43300-1931-e1622621179275.jpg","width":626,"height":417},{"@type":"BreadcrumbList","@id":"https:\/\/www.sitearoundfm.com\/predictive-maintenance\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.sitearoundfm.com\/"},{"@type":"ListItem","position":2,"name":"Predictive Maintenance"}]},{"@type":"WebSite","@id":"https:\/\/www.sitearoundfm.com\/#website","url":"https:\/\/www.sitearoundfm.com\/","name":"End-to-End Maintenance Management Platform","description":"CMMS Maintenance Management Platform","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.sitearoundfm.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.sitearoundfm.com\/#\/schema\/person\/421fb2f101150a9c500b0b012c74bc5e","name":"admin"}]}},"_links":{"self":[{"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/posts\/8373","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/users\/34"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/comments?post=8373"}],"version-history":[{"count":1,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/posts\/8373\/revisions"}],"predecessor-version":[{"id":8375,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/posts\/8373\/revisions\/8375"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/media\/8374"}],"wp:attachment":[{"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/media?parent=8373"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/categories?post=8373"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sitearoundfm.com\/en\/wp-json\/wp\/v2\/tags?post=8373"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}