{"id":19871,"date":"2022-03-29T10:37:07","date_gmt":"2022-03-29T09:37:07","guid":{"rendered":"https:\/\/www.innovationnewsnetwork.com\/?p=19871"},"modified":"2022-03-29T10:37:07","modified_gmt":"2022-03-29T09:37:07","slug":"brain-inspired-computing-revolutionised-in-memory-applications","status":"publish","type":"post","link":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/","title":{"rendered":"Brain-inspired computing revolutionised with ‘in-memory’ applications"},"content":{"rendered":"

A research team from Twente University<\/a> leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.<\/h2>\n

Current computer technology employs \u2018edge computing\u2019 to gain faster internet speeds as well as faster data communication and processing. However, scientists have noted the unreliability for autonomous driving applications, as a slow response could result in a life-threatening situation. Thus, Professor Wilfred van der Wiel from TU \u2013 \u00a0along with partners from Oxford, M\u00fcnster, Pisa and Z\u00fcrich \u2013 coordinated the Hybrid Electronic-Photonic Architectures for Brain-Inspired Computing (HYBRAIN) project.<\/p>\n

Why are scientists moving away from edge-computing?<\/h3>\n

Cloud computing was the original solution for keeping data and computer processing at a distance. However, the requirement for some applications to be moved closer to the actual \u2018operation\u2019 \u2013 or computing power station \u2013 has grown increasingly important for local operation.<\/p>\n

This is known as \u2018edge computing,\u2019 and in employing this technology, delay latency is avoided, preventing slower speeds that are considered too long, even with upcoming and fast mobile standards, such as 5G and 6G.<\/p>\n

However, an issue that has been noted by scientists, is that moving heavy computing power to the local application is undesirable. Typically, the classic computer approach utilises a lot of data traffic between the processor and its memory. This is not how the brain works \u2013 memory and processing are components of the same process in the brain, and unlike with edge computing, there is no data traffic interference.<\/p>\n

Thus, scientists aimed to construct a computer system with this in mind, and the belief that removal of the traffic interference would result in faster, more reliable technology constructed by brain-inspired<\/a> computing.<\/p>\n

\"HYBRAIN\"
Artist’s impression of the HYBRAIN system, combining integrated photonics, memristor technology, and networks of ‘disordered’ nano parts, together forming a new approach to artificial intelligence inspired by the human brain.<\/figcaption><\/figure>\n

What is the HYBRAIN project?<\/h3>\n

HYBRAIN\u2019s aim is to construct a computer system inspired by how the brain works, meaning that the intention is for it to be ultrafast and exceptionally energy efficient. Researchers will combine a number of highly innovative solutions, such as \u2018in memory computing\u2019 and an evolutionary system that is disordered by itself but can nevertheless detect complex patterns.<\/p>\n

The process begins with collecting vast amounts of data \u2013 like visual data \u2013 through the use of applications, such as integrated photonics. HYBRAIN scientists have noted that employing integrated photonics to collect this information is a useful method, which is why the input of the Artificial Intelligence (AI) system consists of a photonic processor, allowing researchers to work with light.<\/p>\n

Following this, the data will then be divided among two learning networks, one of which is a network based on in-memory computing, consisting of what is known as \u2018memristors,\u2019 which are resistors that can memorise their settings even when turned off. A network like this is capable of performing linear operations, such as multiplying and adding large streams of data.<\/p>\n

Is brain-inspired computing plausible?<\/h3>\n

A disordered network built of nano materials, developed at TU, has proved its ability in dealing with complex, non-linear operations. These separate types of learning networks will first get a learning phase (inference), after that they can make choices by themselves.<\/p>\n

In this brain-inspired computing approach, there are connections between systems, however there is no massive data transport in two directions, like in the computers we are used to. The question could even be asked, if the system as a whole could not be built in photonics.<\/p>\n

However, this poses an issue regarding the size, as photonic components and circuits are relatively large. Although, scientists have noted that while it is true that no conversion to electric signals would be needed in that case, if the project results in a new system that succeeds in reaching an energy consumption close to that of the human brain a major breakthrough will have been achieved.<\/p>\n

To keep up to date with our content,\u00a0subscribe for updates<\/a>\u00a0on our digital publication and newsletter.<\/p>\n","protected":false},"excerpt":{"rendered":"

A research team from Twente University leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing. Current computer technology employs \u2018edge computing\u2019 to gain faster internet speeds as well as faster data communication and processing. However, scientists have noted the unreliability for autonomous driving applications, as a slow response could result in a […]<\/p>\n","protected":false},"author":21,"featured_media":19881,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[830],"tags":[570,24128,885,24208],"acf":[],"yoast_head":"\nBrain-inspired computing revolutionised with 'in-memory' applications<\/title>\n<meta name=\"description\" content=\"A research team leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.\" \/>\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.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Brain-inspired computing revolutionised with 'in-memory' applications\" \/>\n<meta property=\"og:description\" content=\"A research team leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\" \/>\n<meta property=\"og:site_name\" content=\"Innovation News Network\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/InnoNewsNetwork\" \/>\n<meta property=\"article:published_time\" content=\"2022-03-29T09:37:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Kim Rushton\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@InnoNewsNetwork\" \/>\n<meta name=\"twitter:site\" content=\"@InnoNewsNetwork\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Kim Rushton\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\"},\"author\":{\"name\":\"Kim Rushton\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/962e02f6d63ad8d651ee1a73b58716c0\"},\"headline\":\"Brain-inspired computing revolutionised with ‘in-memory’ applications\",\"datePublished\":\"2022-03-29T09:37:07+00:00\",\"dateModified\":\"2022-03-29T09:37:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\"},\"wordCount\":667,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg\",\"keywords\":[\"Artificial Intelligence\",\"Computer Science\",\"Digital Infrastructure\",\"Disruptive Technology\"],\"articleSection\":[\"Technology\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#respond\"]}],\"copyrightYear\":\"2022\",\"copyrightHolder\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\",\"name\":\"Brain-inspired computing revolutionised with 'in-memory' applications\",\"isPartOf\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg\",\"datePublished\":\"2022-03-29T09:37:07+00:00\",\"dateModified\":\"2022-03-29T09:37:07+00:00\",\"description\":\"A research team leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg\",\"contentUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg\",\"width\":1920,\"height\":1080,\"caption\":\"\u00a9 iStock\/wigglestick\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.innovationnewsnetwork.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Brain-inspired computing revolutionised with ‘in-memory’ applications\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#website\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/\",\"name\":\"Innovation News Network\",\"description\":\"Science, Research & Innovation News\",\"publisher\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.innovationnewsnetwork.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\",\"name\":\"Innovation News Network\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg\",\"contentUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg\",\"width\":1920,\"height\":1080,\"caption\":\"Innovation News Network\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/InnoNewsNetwork\",\"https:\/\/x.com\/InnoNewsNetwork\",\"https:\/\/www.linkedin.com\/company\/innovation-news-network\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/962e02f6d63ad8d651ee1a73b58716c0\",\"name\":\"Kim Rushton\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8846e6a9ec54119ddc325b7331f502da?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8846e6a9ec54119ddc325b7331f502da?s=96&d=mm&r=g\",\"caption\":\"Kim Rushton\"},\"sameAs\":[\"https:\/\/www.innovationnewsnetwork.com\"],\"url\":\"https:\/\/www.innovationnewsnetwork.com\/author\/kimrushton\/\"}]}<\/script>\n","yoast_head_json":{"title":"Brain-inspired computing revolutionised with 'in-memory' applications","description":"A research team leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.","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.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/","og_locale":"en_GB","og_type":"article","og_title":"Brain-inspired computing revolutionised with 'in-memory' applications","og_description":"A research team leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.","og_url":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/","og_site_name":"Innovation News Network","article_publisher":"https:\/\/www.facebook.com\/InnoNewsNetwork","article_published_time":"2022-03-29T09:37:07+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg","type":"image\/jpeg"}],"author":"Kim Rushton","twitter_card":"summary_large_image","twitter_creator":"@InnoNewsNetwork","twitter_site":"@InnoNewsNetwork","twitter_misc":{"Written by":"Kim Rushton","Estimated reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#article","isPartOf":{"@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/"},"author":{"name":"Kim Rushton","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/962e02f6d63ad8d651ee1a73b58716c0"},"headline":"Brain-inspired computing revolutionised with ‘in-memory’ applications","datePublished":"2022-03-29T09:37:07+00:00","dateModified":"2022-03-29T09:37:07+00:00","mainEntityOfPage":{"@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/"},"wordCount":667,"commentCount":0,"publisher":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg","keywords":["Artificial Intelligence","Computer Science","Digital Infrastructure","Disruptive Technology"],"articleSection":["Technology"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#respond"]}],"copyrightYear":"2022","copyrightHolder":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/","url":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/","name":"Brain-inspired computing revolutionised with 'in-memory' applications","isPartOf":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg","datePublished":"2022-03-29T09:37:07+00:00","dateModified":"2022-03-29T09:37:07+00:00","description":"A research team leads the HYBRAIN project, which introduces \u2018in-memory computing,\u2019 to develop brain-inspired computing.","breadcrumb":{"@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#primaryimage","url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg","contentUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/03\/Brain-Inspired-Computing-1.jpeg.jpg","width":1920,"height":1080,"caption":"\u00a9 iStock\/wigglestick"},{"@type":"BreadcrumbList","@id":"https:\/\/www.innovationnewsnetwork.com\/brain-inspired-computing-revolutionised-in-memory-applications\/19871\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.innovationnewsnetwork.com\/"},{"@type":"ListItem","position":2,"name":"Brain-inspired computing revolutionised with ‘in-memory’ applications"}]},{"@type":"WebSite","@id":"https:\/\/www.innovationnewsnetwork.com\/#website","url":"https:\/\/www.innovationnewsnetwork.com\/","name":"Innovation News Network","description":"Science, Research & Innovation News","publisher":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.innovationnewsnetwork.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/www.innovationnewsnetwork.com\/#organization","name":"Innovation News Network","url":"https:\/\/www.innovationnewsnetwork.com\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg","contentUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg","width":1920,"height":1080,"caption":"Innovation News Network"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/InnoNewsNetwork","https:\/\/x.com\/InnoNewsNetwork","https:\/\/www.linkedin.com\/company\/innovation-news-network\/"]},{"@type":"Person","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/962e02f6d63ad8d651ee1a73b58716c0","name":"Kim Rushton","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8846e6a9ec54119ddc325b7331f502da?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8846e6a9ec54119ddc325b7331f502da?s=96&d=mm&r=g","caption":"Kim Rushton"},"sameAs":["https:\/\/www.innovationnewsnetwork.com"],"url":"https:\/\/www.innovationnewsnetwork.com\/author\/kimrushton\/"}]}},"publishpress_future_action":{"enabled":false,"date":"2025-02-08 08:44:57","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category"},"_links":{"self":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/19871"}],"collection":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/comments?post=19871"}],"version-history":[{"count":3,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/19871\/revisions"}],"predecessor-version":[{"id":19882,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/19871\/revisions\/19882"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/media\/19881"}],"wp:attachment":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/media?parent=19871"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/categories?post=19871"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/tags?post=19871"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}