Hybrid ferroelectric-ionic memristive in-memory computing platform | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Physical Sciences - Article Hybrid ferroelectric-ionic memristive in-memory computing platform Daewoong Kwon, Wonjun Shin, Jeong-Han Kim, Ryun-Han Koo, Jangsaeng Kim, and 23 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-6758798/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted You are reading this latest preprint version Abstract In-memory computing (IMC) paradigms comprised of two-terminal memristor-based crossbar arrays have emerged as a promising solution to address the growing demand for data intensive computing and its exponentially rising energy consumption. However, these devices suffer from poor array scalability due to a lack of self-rectifying behavior, resulting in sneak path issues and additional selector devices. Furthermore, the best-performing memristors are often based on emerging materials (e.g., complex oxides, van der Waals chalcogenides) that are not yet compatible with complementary metal-oxide-semiconductor (CMOS) and very large-scale integration (VLSI) processes, impeding high-density array integration. Here, we experimentally realize a self-rectifying memristor combining the ideal switching and rectification behavior of tunnel junctions and diodes, respectively, i.e., a hybrid ferroelectric-ionic tunnel diode (HTD) fabricated using the CMOS materials and VLSI processes employed in modern microelectronics. From a material perspective, we harness the collective (ferroelectric-antiferroelectric polymorphism) and defective (ionic) switching character of HfO2-ZrO2 to synergistically enhance both its electroresistance and rectifying behavior. From a device perspective, we leverage the conformal growth capability of atomic layer deposition to integrate three-dimensional (3D) HTD structures to improve both the electrostatic control and array density, yielding record-high on/off (9.3 × 10^7) and rectifying (1.7 × 10^6) ratios across all two-terminal paradigms. From an array perspective, the enhanced self-rectifying behavior leads to the highest array scalability and storage capacity (10 Gb) reported for any memristive system. Overall, its unprecedented memristive performance positions the HTD as an ideal hardware building block for future 3D IMC platforms. Furthermore, the potential for engineering breakthrough properties in conventional materials and processes utilized inmodernmicroelectronics promises to accelerate the technological translation of novel functional devices and computing paradigms. Physical sciences/Materials science/Materials for devices/Electronic devices Physical sciences/Nanoscience and technology/Nanoscale devices/Electronic devices Physical sciences/Engineering/Electrical and electronic engineering Full Text Additional Declarations There is NO Competing Interest. Supplementary Files ManuscriptSupplementary.pdf Supplementary information Cite Share Download PDF Status: Under Review Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-6758798","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Physical Sciences - Article","associatedPublications":[],"authors":[{"id":466332019,"identity":"c7476ef3-6e4e-4eff-bb09-591c3239001d","order_by":0,"name":"Daewoong Kwon","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAABBElEQVRIiWNgGAWjYDCCA/wfHzYAaX4JJEHGBrxaGIwNQQokZ5CgxUwSpMDgBrFa+G4kpEnObLPJM77d/OwxT80duwb2ww8YZ+7BrUXyRsJhy41tacVmd46ZG/Mce5bcwJNmwLjhGW4tBrcTG28+3HY4cduNBDNpHrbDyQwMOQyMDw7g05LMIAnSsnlG+jdpnn9ALfxvCGlJY5LcCNSyQSLHTJq37bAdgwTQlg14tEjef8NsOPNfWuKMGzllknP7DiewSTwzODgDjxa+M2cYH/acsUnsn5G+TeLNt8P2/PzJDx/24NGCAph4GBgS2xhAkUUsYPzBwGBPtOpRMApGwSgYMQAAgYBd5fw5ohcAAAAASUVORK5CYII=","orcid":"","institution":"Hanyang University","correspondingAuthor":true,"prefix":"","firstName":"Daewoong","middleName":"","lastName":"Kwon","suffix":""},{"id":466332020,"identity":"67c12d25-112c-42dc-b07f-0c0814303e5b","order_by":1,"name":"Wonjun Shin","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Wonjun","middleName":"","lastName":"Shin","suffix":""},{"id":466332021,"identity":"7b4d5e2b-d10c-4e34-919c-f256923666fa","order_by":2,"name":"Jeong-Han Kim","email":"","orcid":"","institution":"Hanyang University","correspondingAuthor":false,"prefix":"","firstName":"Jeong-Han","middleName":"","lastName":"Kim","suffix":""},{"id":466332022,"identity":"d36035ae-8e11-4359-aa46-5e760b89b6e4","order_by":3,"name":"Ryun-Han Koo","email":"","orcid":"","institution":"Seoul National University","correspondingAuthor":false,"prefix":"","firstName":"Ryun-Han","middleName":"","lastName":"Koo","suffix":""},{"id":466332023,"identity":"f1df4b0b-610e-414d-b9bb-d97cb6bf1dfc","order_by":4,"name":"Jangsaeng Kim","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Jangsaeng","middleName":"","lastName":"Kim","suffix":""},{"id":466332024,"identity":"bdf973a2-ee4d-4eef-9db1-992ebba551fc","order_by":5,"name":"Eugene Park","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Eugene","middleName":"","lastName":"Park","suffix":""},{"id":466332025,"identity":"e378f64d-bc92-43b0-8543-31bc719db70f","order_by":6,"name":"Piush Behera","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Piush","middleName":"","lastName":"Behera","suffix":""},{"id":466332026,"identity":"3e1daae7-49cb-4854-b7b5-1223b3d71e9b","order_by":7,"name":"Sojin Kim","email":"","orcid":"","institution":"Hanyang University","correspondingAuthor":false,"prefix":"","firstName":"Sojin","middleName":"","lastName":"Kim","suffix":""},{"id":466332027,"identity":"2f6e2612-c10c-4ee4-bf6d-0567e423d6fc","order_by":8,"name":"Jinseok Hong","email":"","orcid":"","institution":"Hanyang University","correspondingAuthor":false,"prefix":"","firstName":"Jinseok","middleName":"","lastName":"Hong","suffix":""},{"id":466332028,"identity":"436f2f9d-6bef-4082-b07a-9e35a79fe9d3","order_by":9,"name":"Feras Al-Dirini","email":"","orcid":"https://orcid.org/0000-0002-7703-2487","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Feras","middleName":"","lastName":"Al-Dirini","suffix":""},{"id":466332029,"identity":"4dcd8fb2-99bf-4426-a6aa-42a7944e9ae8","order_by":10,"name":"Been Kwak","email":"","orcid":"","institution":"Hanyang University","correspondingAuthor":false,"prefix":"","firstName":"Been","middleName":"","lastName":"Kwak","suffix":""},{"id":466332030,"identity":"68873629-61eb-47a2-ad53-00376c7ec3f3","order_by":11,"name":"Jiwon You","email":"","orcid":"","institution":"Hanyang University","correspondingAuthor":false,"prefix":"","firstName":"Jiwon","middleName":"","lastName":"You","suffix":""},{"id":466332031,"identity":"6abe76da-20fe-4db9-88ff-9ddb60925453","order_by":12,"name":"Jiseong Im","email":"","orcid":"","institution":"Seoul National University","correspondingAuthor":false,"prefix":"","firstName":"Jiseong","middleName":"","lastName":"Im","suffix":""},{"id":466332032,"identity":"e73a26a1-4b93-4e5f-995e-d12378b30366","order_by":13,"name":"Dooyong Koh","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Dooyong","middleName":"","lastName":"Koh","suffix":""},{"id":466332033,"identity":"a6d57bdc-f562-4619-9395-db88e871ed3c","order_by":14,"name":"Yejin Hong","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Yejin","middleName":"","lastName":"Hong","suffix":""},{"id":466332034,"identity":"a380e4cd-90b0-4053-aee6-49f96f3e38d9","order_by":15,"name":"Qinyuan Xue","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Qinyuan","middleName":"","lastName":"Xue","suffix":""},{"id":466332035,"identity":"165b51d1-4c02-45fa-9494-1aa66517596a","order_by":16,"name":"Hyunho Seok","email":"","orcid":"","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Hyunho","middleName":"","lastName":"Seok","suffix":""},{"id":466332036,"identity":"8586f762-9c7b-43bb-adb2-3780b93a449d","order_by":17,"name":"Youngchan Cho","email":"","orcid":"","institution":"Sungkyunkwan University","correspondingAuthor":false,"prefix":"","firstName":"Youngchan","middleName":"","lastName":"Cho","suffix":""},{"id":466332037,"identity":"78935f81-694b-4550-8de2-91b9294de759","order_by":18,"name":"Hwiin Ju","email":"","orcid":"","institution":"Samsung Electronics","correspondingAuthor":false,"prefix":"","firstName":"Hwiin","middleName":"","lastName":"Ju","suffix":""},{"id":466332038,"identity":"91f2967a-3669-4df9-8eac-58e99f7c60a1","order_by":19,"name":"Wooje Jung","email":"","orcid":"","institution":"Samsung Electronics","correspondingAuthor":false,"prefix":"","firstName":"Wooje","middleName":"","lastName":"Jung","suffix":""},{"id":466332039,"identity":"cf4fbec7-0bc4-4faf-88f1-f93edbb89c31","order_by":20,"name":"Kyunghwan Lee","email":"","orcid":"","institution":"Samsung Electronics","correspondingAuthor":false,"prefix":"","firstName":"Kyunghwan","middleName":"","lastName":"Lee","suffix":""},{"id":466332040,"identity":"3ed90fba-214b-4319-af0b-e4492723836c","order_by":21,"name":"Daewon Ha","email":"","orcid":"https://orcid.org/0000-0002-9061-8626","institution":"Semiconductor Research \u0026 Development Center, Samsung Electronics","correspondingAuthor":false,"prefix":"","firstName":"Daewon","middleName":"","lastName":"Ha","suffix":""},{"id":466332041,"identity":"e646b80e-465c-4d78-98ee-a173364b8b5b","order_by":22,"name":"Jong-Ho Lee","email":"","orcid":"","institution":"Seoul National University","correspondingAuthor":false,"prefix":"","firstName":"Jong-Ho","middleName":"","lastName":"Lee","suffix":""},{"id":466332042,"identity":"13f5b7fa-fc92-4e80-ac10-d2dd7be02214","order_by":23,"name":"Seung-Yong Lee","email":"","orcid":"","institution":"Hanyang University","correspondingAuthor":false,"prefix":"","firstName":"Seung-Yong","middleName":"","lastName":"Lee","suffix":""},{"id":466332043,"identity":"fd0863c6-e5f8-47b5-8da6-a2402aff2067","order_by":24,"name":"Deok-Hwang Kwon","email":"","orcid":"","institution":"Korea Institute of Science and Technology","correspondingAuthor":false,"prefix":"","firstName":"Deok-Hwang","middleName":"","lastName":"Kwon","suffix":""},{"id":466332044,"identity":"44123942-92f6-4802-b491-13259ab17bd6","order_by":25,"name":"Frances Ross","email":"","orcid":"https://orcid.org/0000-0003-0838-9770","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Frances","middleName":"","lastName":"Ross","suffix":""},{"id":466332045,"identity":"a0657826-3ed1-448a-9a54-d8da2de7cb93","order_by":26,"name":"Youngho Kang","email":"","orcid":"","institution":"Incheon National University","correspondingAuthor":false,"prefix":"","firstName":"Youngho","middleName":"","lastName":"Kang","suffix":""},{"id":466332046,"identity":"2a18b3c2-9b43-49b8-b972-07b8a6dc103e","order_by":27,"name":"Suraj Cheema","email":"","orcid":"https://orcid.org/0000-0001-5878-3624","institution":"Massachusetts Institute of Technology","correspondingAuthor":false,"prefix":"","firstName":"Suraj","middleName":"","lastName":"Cheema","suffix":""}],"badges":[],"createdAt":"2025-05-27 11:10:12","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-6758798/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-6758798/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":88333768,"identity":"e78d8913-45d4-4420-b817-36cd8b3bb96d","added_by":"auto","created_at":"2025-08-05 11:29:39","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":10269663,"visible":true,"origin":"","legend":"Article File","description":"","filename":"ManuscriptMaintext.pdf","url":"https://assets-eu.researchsquare.com/files/rs-6758798/v1_covered_a2751247-9b36-4d65-b6f3-63c04cc795a7.pdf"},{"id":88333012,"identity":"c8065349-0a96-4972-8a9c-a74e85e96fc2","added_by":"auto","created_at":"2025-08-05 11:21:22","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":10998442,"visible":true,"origin":"","legend":"Supplementary information","description":"","filename":"ManuscriptSupplementary.pdf","url":"https://assets-eu.researchsquare.com/files/rs-6758798/v1/71a267abb31b112ff0aabfd8.pdf"}],"financialInterests":"There is \u003cb\u003eNO\u003c/b\u003e Competing Interest.","formattedTitle":"Hybrid ferroelectric-ionic memristive in-memory computing platform","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":true,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"
[email protected]","identity":"nature-portfolio","isNatureJournal":true,"hasQc":false,"allowDirectSubmit":false,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"","title":"Nature Portfolio","twitterHandle":"","acdcEnabled":false,"dfaEnabled":false,"editorialSystem":"ejp","reportingPortfolio":"","inReviewEnabled":true,"inReviewRevisionsEnabled":false},"keywords":"","lastPublishedDoi":"10.21203/rs.3.rs-6758798/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-6758798/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"In-memory computing (IMC) paradigms comprised of two-terminal memristor-based crossbar arrays have emerged as a promising solution to address the growing demand for data intensive computing and its exponentially rising energy consumption. However, these devices suffer from poor array scalability due to a lack of self-rectifying behavior, resulting in sneak path issues and additional selector devices. Furthermore, the best-performing memristors are often based on emerging materials (e.g., complex oxides, van der Waals chalcogenides) that are not yet compatible with complementary metal-oxide-semiconductor (CMOS) and very large-scale integration (VLSI) processes, impeding high-density array integration. Here, we experimentally realize a self-rectifying memristor combining the ideal switching and rectification behavior of tunnel junctions and diodes, respectively, i.e., a hybrid ferroelectric-ionic tunnel diode (HTD) fabricated using the CMOS materials and VLSI processes employed in modern microelectronics. From a material perspective, we harness the collective (ferroelectric-antiferroelectric polymorphism) and defective (ionic) switching character of HfO2-ZrO2 to synergistically enhance both its electroresistance and rectifying behavior. From a device perspective, we leverage the conformal growth capability of atomic layer deposition to integrate three-dimensional (3D) HTD structures to improve both the electrostatic control and array density, yielding record-high on/off (9.3 × 10^7) and rectifying (1.7 × 10^6) ratios across all two-terminal paradigms. From an array perspective, the enhanced self-rectifying behavior leads to the highest array scalability and storage capacity (10 Gb) reported for any memristive system. Overall, its unprecedented memristive performance positions the HTD as an ideal hardware building block for future 3D IMC platforms. Furthermore, the potential for engineering breakthrough properties in conventional materials and processes utilized inmodernmicroelectronics promises to accelerate the technological translation of novel functional devices and computing paradigms.","manuscriptTitle":"Hybrid ferroelectric-ionic memristive in-memory computing platform","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-08-05 11:21:17","doi":"10.21203/rs.3.rs-6758798/v1","editorialEvents":[],"status":"published","journal":{"display":true,"email":"
[email protected]","identity":"nature-communications","isNatureJournal":true,"hasQc":false,"allowDirectSubmit":false,"externalIdentity":"NCOMMS","sideBox":"Learn more about [Nature Communications](http://www.nature.com/ncomms/)","snPcode":"","submissionUrl":"https://mts-ncomms.nature.com/","title":"Nature Communications","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"ejp","reportingPortfolio":"Nature Communications","inReviewEnabled":true,"inReviewRevisionsEnabled":false}}],"origin":"","ownerIdentity":"459944cc-c5cd-4a6a-b24f-9e430eae3537","owner":[],"postedDate":"August 5th, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[{"id":49507283,"name":"Physical sciences/Materials science/Materials for devices/Electronic devices"},{"id":49507284,"name":"Physical sciences/Nanoscience and technology/Nanoscale devices/Electronic devices"},{"id":49507285,"name":"Physical sciences/Engineering/Electrical and electronic engineering"}],"tags":[],"updatedAt":"2025-08-05T11:21:17+00:00","versionOfRecord":[],"versionCreatedAt":"2025-08-05 11:21:17","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-6758798","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-6758798","identity":"rs-6758798","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}
Text is read by the "Ask this paper" AI Q&A widget below.
Extraction quality varies by source — PMC NXML preserves structure
cleanly, OA-HTML may include some navigation residue, and OA-PDF can
have broken hyphenation. The publisher copy
(via DOI)
is the canonical version.