{"id":21550,"date":"2026-04-21T21:16:13","date_gmt":"2026-04-21T21:16:13","guid":{"rendered":"https:\/\/ideainthebox.com\/index.php\/2026\/04\/21\/analog-computing-from-waste-heat\/"},"modified":"2026-04-21T21:16:13","modified_gmt":"2026-04-21T21:16:13","slug":"analog-computing-from-waste-heat","status":"publish","type":"post","link":"https:\/\/ideainthebox.com\/index.php\/2026\/04\/21\/analog-computing-from-waste-heat\/","title":{"rendered":"Analog computing from waste heat"},"content":{"rendered":"<div>\n<p>Heat generated by electronic devices is usually a problem, but a team led by Giuseppe Romano, a research scientist at MIT\u2019s Institute for Soldier Nanotechnologies, has found a way to use it for data processing that doesn\u2019t rely on electricity.<\/p>\n<p>In this analog computing method, input data is encoded not as binary <em>1<\/em>s and <em>0<\/em>s but as a set of temperatures based on the waste heat already present in a device. The flow and distribution of that heat through tiny silicon structures, designed by a physics-based optimization algorithm they developed, forms the basis of the calculation. Then the output is represented by the power collected at the other end.<\/p>\n<p>The researchers used these structures to perform a simple form of matrix vector multiplication, the fundamental mathematical technique machine-learning models like large language models use to process information and make predictions. The results were more than 99% accurate in many cases.<\/p>\n<p>The researchers still have to overcome many hurdles to scale up this computing method for modern deep-learning models, such as the challenges involved in tiling millions of these structures together. As the matrices become more complicated, the results also become less accurate, especially when there is a large distance between the input and output terminals.\u00a0<\/p>\n<p>But the technique could also have a more immediate use: detecting problematic heat sources and measuring temperature changes in electronics without consuming extra energy. This would also eliminate the need for multiple temperature sensors that can currently take up space on a chip.<\/p>\n<p>\u201cMost of the time, when you are performing computations in an electronic device, heat is the waste product,\u201d says Caio Silva, an undergraduate student in the Department of Physics and lead author of a paper on the work. \u201cYou often want to get rid of as much heat as you can. But here, we\u2019ve taken the opposite approach by using heat as a form of information itself.\u201d\u00a0<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Heat generated by electronic devices is usually a problem, but  [&#8230;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[226],"tags":[],"class_list":["post-21550","post","type-post","status-publish","format-standard","hentry","category-technology"],"acf":[],"_links":{"self":[{"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/posts\/21550","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/comments?post=21550"}],"version-history":[{"count":0,"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/posts\/21550\/revisions"}],"wp:attachment":[{"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/media?parent=21550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/categories?post=21550"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ideainthebox.com\/index.php\/wp-json\/wp\/v2\/tags?post=21550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}