{"id":13872,"date":"2024-09-10T06:00:00","date_gmt":"2024-09-10T13:00:00","guid":{"rendered":""},"modified":"2024-09-10T06:03:01","modified_gmt":"2024-09-10T13:03:01","slug":"microsoft-and-quantinuum-create-12-logical-qubits-and-demonstrate-a-hybrid-end-to-end-chemistry-simulation","status":"publish","type":"post","link":"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/2024\/09\/10\/microsoft-and-quantinuum-create-12-logical-qubits-and-demonstrate-a-hybrid-end-to-end-chemistry-simulation\/","title":{"rendered":"Microsoft and Quantinuum create 12 logical qubits and demonstrate a hybrid, end-to-end chemistry simulation"},"content":{"rendered":"\n<p>Microsoft and Quantinuum applied Azure Quantum\u2019s qubit-virtualization system to Quantinuum\u2019s H2 trapped-ion quantum computer to create 12 highly reliable logical qubits. Additionally, the teams demonstrated the emerging capabilities of reliable quantum computing by using two logical qubits, integrated with an AI model and cloud high-performance computing (HPC), to accurately estimate the ground state energy of the active space of an important catalytic intermediate. These achievements demonstrate continued progress toward scientific quantum advantage, a milestone that will be reached when a hybrid quantum-classical supercomputer can solve scientific problems too complex for classical computers alone. &nbsp;<\/p>\n\n\n<div class=\"wp-block-msxcm-cta-block\" data-moray data-bi-an=\"CTA Block\">\n\t<div class=\"card d-block mx-ng mx-md-0\">\n\t\t<div class=\"row no-gutters material-color-brand-dark\">\n\n\t\t\t\t\t\t\t<div class=\"col-md-4\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"560\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/06\/MSC24-China-business-Getty-1469706272-rgb-1024x560.webp\" class=\"card-img img-object-cover\" alt=\"Person using a computer.\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/06\/MSC24-China-business-Getty-1469706272-rgb-1024x560.webp 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/06\/MSC24-China-business-Getty-1469706272-rgb-300x164.webp 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/06\/MSC24-China-business-Getty-1469706272-rgb-768x420.webp 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/06\/MSC24-China-business-Getty-1469706272-rgb.webp 1170w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"d-flex col-md\">\n\t\t\t\t<div class=\"card-body align-self-center p-4 p-md-5\">\n\t\t\t\t\t\n\t\t\t\t\t<h2>Microsoft Quantum Innovation Series<\/h2>\n\n\t\t\t\t\t<div class=\"mb-3\">\n\t\t\t\t\t\t<p>How can quantum and AI unlock a new generation of hybrid applications for science?<\/p>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"link-group\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/msazurequantum.eventbuilder.com\/event\/86766?source=SeptGov\" class=\"btn btn-link text-decoration-none p-0\" target=\"_blank\">\n\t\t\t\t\t\t\t\t<span>Register now<\/span>\n\t\t\t\t\t\t\t\t<span class=\"glyph-append glyph-append-chevron-right glyph-append-xsmall\"><\/span>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tripling-the-number-of-highly-reliable-logical-qubits\">Tripling the number of highly reliable logical qubits&nbsp;&nbsp;<\/h2>\n\n\n\n<p>Earlier this year, Microsoft and Quantinuum created the <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/2024\/04\/03\/how-microsoft-and-quantinuum-achieved-reliable-quantum-computing\/\" target=\"_blank\" rel=\"noreferrer noopener\">most reliable logical qubits on record<\/a> by applying Microsoft\u2019s qubit-virtualization system to Quantinuum\u2019s H-Series <a href=\"https:\/\/www.quantinuum.com\/news\/quantum-milestone-turning-a-corner-with-trapped-ions\" target=\"_blank\" rel=\"noreferrer noopener\">ion-trap qubits<\/a>. At the time of that announcement, the teams had created four logical qubits from 30 physical qubits on Quantinuum\u2019s H2 machine, with a logical error rate 800 times better than the physical error rate.&nbsp;&nbsp;<\/p>\n\n\n\n<p>By expanding Microsoft\u2019s error-correction algorithms and optimizing them for Quantinuum\u2019s H2 machine, which now has 56 qubits with 99.8% two-qubit fidelity, the teams have created <a href=\"http:\/\/aka.ms\/ArXivMSFTLQPaper\" target=\"_blank\" rel=\"noreferrer noopener\">12 highly reliable logical qubits<\/a>. Previously, Microsoft and Quantinuum entangled two logical qubits in a Bell state preparation, whereas in this study, all 12 logical qubits were entangled in a more complex arrangement known as a cat state, or Greenberger-Horne-Zeilinger (GHZ) state. When these logical qubits were entangled, they exhibited a circuit error rate of 0.0011, which is 22 times better than the corresponding physical qubits\u2019 circuit error rate of 0.024. &nbsp;<\/p>\n\n\n\n<p>Microsoft and Quantinuum demonstrated several fault-tolerant computations with the improved logical qubits. On eight logical qubits, the teams successfully conducted five rounds of repeated error correction. Furthermore, the eight logical qubits were used to perform a fault-tolerant computation during error correction, successfully demonstrating the combination of logical entangling operations with multiple rounds of quantum error correction. The eight logical qubits exhibited a circuit error rate of 0.002, which is 11 times better than the corresponding physical qubits\u2019 circuit error rate of 0.023. <strong>To our knowledge, this is the first demonstration of computation and error correction being beneficially combined<\/strong>, and it showcases the ability of these logical qubits to perform increasingly deeper quantum computations reliably, paving the way to fault-tolerant quantum computing. &nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"using-logical-qubits-cloud-hpc-and-ai-to-solve-problems-in-chemistry\">Using logical qubits, cloud HPC, and AI to solve problems in chemistry&nbsp;&nbsp;<\/h2>\n\n\n\n<p>To demonstrate the emerging usefulness of quantum computing in chemistry applications, an end-to-end hybrid workflow was used to solve a real problem in chemistry, bringing together computation across cloud HPC, reliable quantum computing, and AI. In the quantum computation, two logical qubits\u2014created with Microsoft\u2019s qubit-virtualization system and Quantinuum\u2019s H1 machine\u2014were used to prepare the ground state of the active space of an important catalytic intermediate (Figure 1) and then measured.&nbsp;The measurement outputs were then integrated with AI to estimate the ground state energy of the active space. <strong>This is the first time that HPC, AI, and quantum-computing hardware have been applied in concert to solve a scientific problem<\/strong>.&nbsp;<\/p>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/09\/IronCatalystDiagram_v001_4K_v10.webp\" alt=\"Graphic showing reaction pathways of the PNNP iron catalyst.\" class=\"wp-image-13875 webp-format\" srcset=\"\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/09\/IronCatalystDiagram_v001_4K_v10.webp\"><figcaption class=\"wp-element-caption\"><em>Figure 1:<\/em> <em>Overview of the reaction pathways of the P-N-N-P iron catalyst, which were <\/em><a href=\"https:\/\/pubs.aip.org\/aip\/jcp\/article\/158\/8\/084803\/2868997\/High-throughput-ab-initio-reaction-mechanism\" target=\"_blank\" rel=\"noreferrer noopener\"><em>predicted for the first time with AutoRXN<\/em><\/a><em>. The pathways have a significant impact on the functionality of the reactions&rsquo; products.<\/em>&nbsp;<\/figcaption><\/figure>\n\n\n\n<p>As a first step, the team at Microsoft used AutoCAS and AutoRXN in <a href=\"https:\/\/quantum.microsoft.com\/en-us\/quantum-elements\/product-overview\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Quantum Elements<\/a> to conduct HPC simulations that identified the active space of the catalyst and the catalyst\u2019s reaction pathways, respectively. The team then optimized error-detection codes for use within a <a href=\"http:\/\/aka.ms\/ArXivMSFTChemSimPaper\" target=\"_blank\" rel=\"noreferrer noopener\">customized quantum algorithm<\/a> on two logical qubits to simulate the quantum behavior of the active space. The logical qubits were then measured to generate classical data using a method known as <a href=\"https:\/\/arxiv.org\/abs\/2208.08964\" target=\"_blank\" rel=\"noreferrer noopener\">classical shadows<\/a>, which uses the measurement outcomes as classical data to train an AI model on the quantum properties of the molecule. This \u201cshadow data\u201d was then used in combination with the AI model to determine chemical properties of the catalyst and estimate the ground state energy of the active space within chemical accuracy (Figure 2). For comparison, the same calculation was performed with physical qubits.&nbsp;<\/p>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/09\/GroundStatePlot_v3.webp\" alt=\"A comparison of the accuracies achieved when estimating the ground state energy of the active space with physical qubits and with the logical qubits created by applying Microsoft&rsquo;s qubit-virtualization system to Quantinuum&rsquo;s H1 machine. With 97% likelihood, the logical-qubit computation yielded a better estimate for the ground state energy than the physical-qubit computation. The chemical accuracy limit is indicated within 1.6 mHa of the true ground state energy, calculated classically. \" class=\"wp-image-13920 webp-format\" srcset=\"\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/quantum\/wp-content\/uploads\/2024\/09\/GroundStatePlot_v3.webp\"><figcaption class=\"wp-element-caption\"><em>Figure 2:<\/em> <em>A comparison of the accuracies achieved when estimating the ground state energy of the active space with physical qubits and with the logical qubits created by applying Microsoft&rsquo;s qubit-virtualization system to Quantinuum&rsquo;s H1 machine. With 97% likelihood, the logical-qubit computation yielded a better estimate for the ground state energy than the physical-qubit computation.<em style=\"font-size: 0.875rem\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW54270134 BCX0\" style=\"aspect-ratio: auto;background-blend-mode: normal;border-collapse: separate;border-width: 0px;border-style: none;border-spacing: 0px;border-radius: 0px;box-shadow: none;caption-side: top;clear: none;columns: auto;column-fill: balance;gap: normal;column-span: none;cursor: text;direction: ltr;filter: none;flex: 0 1 auto;flex-flow: row;float: none;font-family: WordVisi_MSFontService, Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size: 14.6667px;height: auto;line-height: 19.55px;margin: 0px;max-height: none;max-width: none;min-height: 0px;min-width: 0px;object-fit: fill;object-position: 50% 50%;overflow: visible;padding: 0px;position: static;vertical-align: baseline;width: auto;writing-mode: horizontal-tb;z-index: auto\"><span class=\"NormalTextRun SCXW54270134 BCX0\"> <\/span><\/span><\/em>The chemical accuracy limit is indicated within 1.6 mHa of the true ground state energy, calculated classically. <\/em><\/figcaption><\/figure>\n\n\n\n<p>The ground state energy of the catalyst\u2019s active space was calculated classically to gauge the accuracy of the hybrid quantum and AI-based result. Using qubits to solve this problem does not demonstrate scientific quantum advantage because the answer can be derived with classical computers. However, some complicated chemistry problems are unlikely to be solved classically with high accuracy, which provides an opportunity for quantum computers to outperform classical computation.&nbsp;&nbsp;<\/p>\n\n\n\n<p>The proof-of-concept case study described here is notable for several reasons. To our knowledge, this is the first demonstration of an end-to-end workflow that employs quantum computing, HPC, and AI to simulate and solve a chemistry problem. Furthermore, the quantum-mechanical problem was solved with a high degree of accuracy. These logical qubits produced a better estimate of the ground state energy than the comparable computation with the underlying physical qubits, demonstrating the higher reliability of these logical qubits.&nbsp;<\/p>\n\n\n\n<p>This demonstration provides evidence of the emerging usefulness of quantum-classical hybrid computing in chemistry, and it offers an example of how HPC, AI, and logical qubits can be used collectively to solve scientific problems. The logical qubits created with Microsoft\u2019s qubit-virtualization system are being integrated into Azure Quantum Elements, our cloud platform designed to accelerate scientific discoveries. To increase our offerings further, we&#8217;re excited to announce that <a href=\"https:\/\/www.quantinuum.com\/computationalchemistry\/inquanto\" target=\"_blank\" rel=\"noreferrer noopener\">Quantinuum&#8217;s InQuanto<\/a><sup>TM<\/sup> computational-chemistry software package has been integrated into Azure Quantum Elements. InQuanto\u2019s<sup>TM<\/sup> pioneering quantum-chemistry algorithms and methods expand Azure Quantum Elements\u2019 tool kit and are available today through <a href=\"https:\/\/smt.microsoft.com\/en-US\/AQE_PrivatePreviewSignup\/\" target=\"_blank\" rel=\"noreferrer noopener\">private preview<\/a>.&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"microsoft-s-qubit-virtualization-system-extends-to-all-types-of-qubits\">Microsoft&#8217;s qubit-virtualization system extends to all types of qubits&nbsp;<\/h2>\n\n\n\n<p>Multiple types of qubit architectures are being explored as potential pathways toward a quantum-computing future. The logical qubits described above were created on Quantinuum\u2019s ion-trap qubit hardware. The team at Microsoft is also applying the Azure Quantum compute platform to the neutral-atom qubits in <a href=\"https:\/\/atom-computing.com\/building-quantum-supercomputers-with-microsoft\" target=\"_blank\" rel=\"noreferrer noopener\">Atom Computing\u2019s second-generation systems<\/a>, designed to have over 1,200 physical qubits. Together, Microsoft and Atom Computing have created logical qubits and are optimizing their systems to enable reliable quantum computation. The team at Microsoft also plans to apply their qubit-virtualization system to the topological qubits that are still in development. &nbsp;&nbsp;<\/p>\n\n\n\n<p>As advances are made to both quantum hardware and software, qubits will continue to increase in number and fidelity, enabling deeper and more complex quantum computations with logical qubits. When approximately 100 logical qubits are available, scientific quantum advantage\u2014which is expected to help solve some of the world\u2019s most pressing challenges\u2014will likely be achievable. &nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"making-logical-qubits-available-through-a-new-hybrid-computing-offering\">Making logical qubits available through a new hybrid-computing offering<\/h2>\n\n\n\n<p>At Microsoft, we\u2019re ushering in a new era of reliable quantum computing by offering the <a href=\"https:\/\/quantum.microsoft.com\/en-us\/solutions\/azure-quantum-compute-platform\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Quantum compute platform<\/a> that brings together Microsoft\u2019s qubit-virtualization system with industry-leading quantum processing units (QPUs) from hardware partners to create reliable logical qubits. Computation with those logical qubits is then integrated with cloud HPC and AI models. Additionally, <a href=\"http:\/\/aka.ms\/OMBQandAMSFTBlog\" target=\"_blank\" rel=\"noreferrer noopener\">in collaboration with Atom Computing<\/a>, we have a commercial offering of a reliable quantum machine.<\/p>\n\n\n\n<p>By providing access to reliable logical qubits, accelerated HPC simulations, <a href=\"https:\/\/quantum.microsoft.com\/en-us\/experience\/quantum-coding\" target=\"_blank\" rel=\"noreferrer noopener\">Copilot for Azure Quantum<\/a>, and advanced AI models, Azure Quantum brings the powers of quantum computing, classical computing, and AI together. To advance the safe use of these technologies, we will ensure that they are developed and deployed responsibly. We will continue to adopt thoughtful safeguards, building on our <a href=\"https:\/\/www.microsoft.com\/en-us\/ai\/principles-and-approach\/\" target=\"_blank\" rel=\"noreferrer noopener\">commitments to responsible AI<\/a> and embracing <a href=\"https:\/\/cloudblogs.microsoft.com\/quantum\/2024\/03\/05\/responsible-computing-and-accelerating-scientific-discovery-across-hpc-ai-and-quantum\/\" target=\"_blank\" rel=\"noreferrer noopener\">responsible computing practices<\/a> as these capabilities grow. &nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"learn-more-about-microsoft-s-advances-in-quantum-computing\">Learn more about Microsoft\u2019s advances in quantum computing&nbsp;<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Read about Microsoft\u2019s hybrid-computing offering and our collaboration with Atom Computing in the <a href=\"http:\/\/aka.ms\/OMBQandAMSFTBlog\" target=\"_blank\" rel=\"noreferrer noopener\">Official Microsoft Blog<\/a>.<\/li>\n\n\n\n<li>Register for the upcoming <a href=\"https:\/\/aka.ms\/OMB-QIS\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Quantum Innovator Series<\/a> on how quantum and AI can unlock a new generation of hybrid applications for science.<\/li>\n\n\n\n<li>Read the technical papers on today\u2019s <a href=\"https:\/\/aka.ms\/ArXivMSFTLQPaper\" target=\"_blank\" rel=\"noreferrer noopener\">logical qubit announcement<\/a> and the <a href=\"http:\/\/aka.ms\/ArXivMSFTChemSimPaper\" target=\"_blank\" rel=\"noreferrer noopener\">chemistry simulation<\/a> performed with logical qubits from Microsoft and Quantinuum.<\/li>\n\n\n\n<li>Get the latest <a href=\"https:\/\/aka.ms\/AQ-updates\" target=\"_blank\" rel=\"noreferrer noopener\">news and announcements<\/a> from Azure Quantum.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Microsoft and Quantinuum have partnered to continue progress toward scientific quantum advantage and create 12 highly accurate logical qubits.<\/p>\n","protected":false},"author":6191,"featured_media":13874,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"msxcm_post_with_no_image":false,"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","footnotes":""},"post_tag":[1162,9,76],"product":[1336,1337],"content-type":[1320,1322],"coauthors":[1013],"class_list":["post-13872","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","tag-quantinuum-azure","tag-quantum-computing","tag-qubit","product-azure-quantum","product-azure-quantum-elements","content-type-news","content-type-partnerships","review-flag-1-1593580430-832","review-flag-2-1593580435-285","review-flag-6-1593580455-725","review-flag-8-1593580465-225","review-flag-micro-1680215159-855","review-flag-new-1593580245-904","review-flag-priva-1593580764-246"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - 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