{"id":118267,"date":"2021-01-10T07:22:17","date_gmt":"2021-01-10T15:22:17","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2021\/01\/mit-deep-learning-algorithm-finds-hidden-warning-signals-in-measurements-collected-over-time"},"modified":"2021-01-10T07:22:17","modified_gmt":"2021-01-10T15:22:17","slug":"mit-deep-learning-algorithm-finds-hidden-warning-signals-in-measurements-collected-over-time","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2021\/01\/mit-deep-learning-algorithm-finds-hidden-warning-signals-in-measurements-collected-over-time","title":{"rendered":"MIT Deep-Learning Algorithm Finds Hidden Warning Signals in Measurements Collected Over Time"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/mit-deep-learning-algorithm-finds-hidden-warning-signals-in-measurements-collected-over-time2.jpg\"><\/a><\/p>\n<p><strong> A new deep-learning algorithm could provide advanced notice when systems \u2014 from satellites to data centers \u2014 are falling out of whack.<\/strong><\/p>\n<p>When you\u2019re responsible for a multimillion-dollar satellite hurtling through space at thousands of miles per hour, you want to be sure it\u2019s running smoothly. And time series can help.<\/p>\n<p>A time series is simply a record of a measurement taken repeatedly over time. It can keep track of a system\u2019s long-term trends and short-term blips. Examples include the infamous Covid-19 curve of new daily cases and the Keeling curve that has tracked atmospheric carbon dioxide concentrations since 1958. In the age of big data, \u201ctime series are collected all over the place, from satellites to turbines,\u201d says Kalyan Veeramachaneni. \u201cAll that machinery has sensors that collect these time series about how they\u2019re functioning.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new deep-learning algorithm could provide advanced notice when systems \u2014 from satellites to data centers \u2014 are falling out of whack. When you\u2019re responsible for a multimillion-dollar satellite hurtling through space at thousands of miles per hour, you want to be sure it\u2019s running smoothly. And time series can help. A time series is [\u2026]<\/p>\n","protected":false},"author":396,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,41,6,2028],"tags":[],"class_list":["post-118267","post","type-post","status-publish","format-standard","hentry","category-biotech-medical","category-information-science","category-robotics-ai","category-satellites"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/118267","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/396"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=118267"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/118267\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=118267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=118267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=118267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}