{"id":553455,"date":"2026-03-30T02:54:15","date_gmt":"2026-03-30T02:54:15","guid":{"rendered":"https:\/\/www.newsbeep.com\/us\/553455\/"},"modified":"2026-03-30T02:54:15","modified_gmt":"2026-03-30T02:54:15","slug":"new-cambridge-human-brain-inspired-chip-could-slash-ai-energy-use-new-type-of-memristor-has-roughly-a-million-times-lower-switching-current-than-conventional-devices","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us\/553455\/","title":{"rendered":"New Cambridge human brain-inspired chip could slash AI energy use \u2014 new type of memristor has roughly a million times lower switching current than conventional devices"},"content":{"rendered":"<p id=\"elk-255340ec-700a-4162-b708-2eb92157fcba\">Researchers at the University of Cambridge published a paper in Science Advances earlier this month describing a new type of hafnium oxide memristor. The highlight of the new technology is that it operates at switching currents roughly a million times lower than conventional oxide-based devices.<\/p>\n<p>Go deeper with TH Premium: Memory<\/p>\n<p class=\"vanilla-image-block\" style=\"padding-top:56.25%;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/03\/xi79WuWDZXzix4Fc7sXNMn.png\" alt=\"HBM3E vs HBM4\"   loading=\"lazy\" data-new-v2-image=\"true\" data-original-mos=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/03\/xi79WuWDZXzix4Fc7sXNMn.png\" data-pin-media=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/03\/xi79WuWDZXzix4Fc7sXNMn.png\" class=\"pinterest-pin-exclude\"\/>\n<\/p>\n<p>(Image credit: SK Hynix)<\/p>\n<p id=\"elk-97fa9526-83af-41e5-bac0-55b6c88b8806\" class=\"paywall\" aria-hidden=\"true\">The team, led by Dr. Babak Bakhit from Cambridge&#8217;s Department of Materials Science and Metallurgy, engineered a multicomponent thin film that forms an internal p-n junction, enabling the device to switch states smoothly at currents below 10 nanoamps while producing hundreds of distinct conductance levels.<\/p>\n<p><a id=\"elk-seasonal\" class=\"paywall\" aria-hidden=\"true\"\/><\/p>\n<p id=\"elk-97fa9526-83af-41e5-bac0-55b6c88b8806-1\"><a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tomshardware.com\/news\/key-to-crypto-memristor-made-by-inkjet-printer-unlocks-true-random-number-generators\" data-url=\"https:\/\/www.tomshardware.com\/news\/key-to-crypto-memristor-made-by-inkjet-printer-unlocks-true-random-number-generators\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.tomshardware.com\/news\/key-to-crypto-memristor-made-by-inkjet-printer-unlocks-true-random-number-generators\" rel=\"nofollow noopener\" target=\"_blank\">Memristors<\/a> are two-terminal devices that can store and process data in the same physical location, eliminating the energy-intensive data shuttling between separate memory and processing units in conventional computer architectures. Neuromorphic systems built from memristors could reduce computing power consumption by more than 70%, according to the paper.<\/p>\n<p>Article continues below <\/p>\n<p>            You may like<\/p>\n<p>Most existing HfO2-based memristors rely on filamentary resistive switching, where conductive paths grow and rupture inside the oxide. These filaments exhibit stochastic behavior, resulting in poor device-to-device and cycle-to-cycle uniformity that limits computational accuracy.<\/p>\n<p><a id=\"elk-0e63aa54-14d3-46fe-8be5-6937f589ed60\" class=\"paywall\" aria-hidden=\"true\"\/>A different approach &#8211; adding strontium and titanium<\/p>\n<p id=\"elk-9b8c2a37-7615-4187-a9c8-e6e3281da793\">The Cambridge team took a different approach by adding strontium and titanium to hafnium oxide and depositing the film in a two-step process, thereby creating a p-type Hf(Sr,Ti)O2 layer that self-assembles a p-n heterointerface with an underlying n-type titanium oxynitride layer. Resistance changes occur by shifting the energy barrier height at this interface rather than by growing or breaking filaments.<\/p>\n<p>&#8220;Filamentary devices suffer from random behavior,&#8221; Bakhit said in a Cambridge <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.cam.ac.uk\/research\/news\/new-computer-chip-material-inspired-by-the-human-brain-could-slash-ai-energy-use\" data-url=\"https:\/\/www.cam.ac.uk\/research\/news\/new-computer-chip-material-inspired-by-the-human-brain-could-slash-ai-energy-use\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\">press release<\/a> announcing the work. &#8220;But because our devices switch at the interface, they show outstanding uniformity from cycle to cycle and from device to device.&#8221;<\/p>\n<p>The devices demonstrated switching currents at or below 10-8 amps, retention exceeding 105 seconds, and endurance beyond 50,000 pulse-switching cycles. Using identical 1.0 V spikes comparable to biological neural signaling, the researchers achieved a conductance-modulation range exceeding 50 times across hundreds of distinct levels without saturation.<\/p>\n<p class=\"newsletter-form__strapline\">Get Tom&#8217;s Hardware&#8217;s best news and in-depth reviews, straight to your inbox.<\/p>\n<p>Synaptic update energy ranged from approximately 2.5 picojoules down to around 45 femtojoules. The devices also reproduced spike timing-dependent plasticity and maintained stable synaptic operation across roughly 40,000 electronic spikes.<\/p>\n<p><a id=\"elk-61528930-5a2d-4b8a-81d3-f5316add08e9\" class=\"paywall\" aria-hidden=\"true\"\/>One significant hurdle remains<\/p>\n<p id=\"elk-212b81bb-2009-4a86-9ff6-7ebff5fa8adf\">The current deposition process requires temperatures of around 700\u00b0C, which exceeds standard <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tomshardware.com\/news\/imec-reveals-sub-1nm-transistor-roadmap-3d-stacked-cmos-20-plans\" data-url=\"https:\/\/www.tomshardware.com\/news\/imec-reveals-sub-1nm-transistor-roadmap-3d-stacked-cmos-20-plans\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.tomshardware.com\/news\/imec-reveals-sub-1nm-transistor-roadmap-3d-stacked-cmos-20-plans\" rel=\"nofollow noopener\" target=\"_blank\">CMOS <\/a>manufacturing tolerances. &#8220;This is currently the main challenge in our device fabrication process,&#8221; Bakhit said. &#8220;But we&#8217;re now working on ways to bring the temperature down to make it more compatible with standard industry processes.&#8221;<\/p>\n<p>All materials used in the device stack are fully CMOS-compatible, and a patent application has been filed through Cambridge <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tomshardware.com\/tag\/enterprise\" data-auto-tag-linker=\"true\" data-url=\"https:\/\/www.tomshardware.com\/tag\/enterprise\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.tomshardware.com\/tag\/enterprise\" rel=\"nofollow noopener\" target=\"_blank\">Enterprise<\/a>.<\/p>\n<p><a href=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" id=\"elk-ca0ac06c-5f0a-46c3-a50f-2e1b0fca5fe0\" data-url=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" rel=\"nofollow noopener\"><\/p>\n<p class=\"vanilla-image-block\" style=\"padding-top:31.51%;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2025\/10\/7cUTDmN2PHNRiNBVqbKf56.png\" alt=\"Google Preferred Source\"   loading=\"lazy\" data-new-v2-image=\"true\" data-original-mos=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2025\/10\/7cUTDmN2PHNRiNBVqbKf56.png\" data-pin-media=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2025\/10\/7cUTDmN2PHNRiNBVqbKf56.png\" class=\"pull-left\"\/>\n<\/p>\n<p><\/a><\/p>\n<p id=\"elk-54128c11-a058-41dd-bec0-e43b116eba98\">Follow<a data-analytics-id=\"inline-link\" href=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" target=\"_blank\" data-url=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> Tom&#8217;s Hardware on Google News<\/a>, or<a data-analytics-id=\"inline-link\" href=\"https:\/\/google.com\/preferences\/source?q=\" target=\"_blank\" data-url=\"https:\/\/google.com\/preferences\/source?q=\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> add us as a preferred source<\/a>, to get our latest news, analysis, &amp; reviews in your feeds.<\/p>\n","protected":false},"excerpt":{"rendered":"Researchers at the University of Cambridge published a paper in Science Advances earlier this month describing a new&hellip;\n","protected":false},"author":2,"featured_media":553456,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[45],"tags":[182,181,507,74],"class_list":{"0":"post-553455","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-artificialintelligence","11":"tag-technology"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/553455","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/comments?post=553455"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/553455\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media\/553456"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media?parent=553455"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/categories?post=553455"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/tags?post=553455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}