{"id":398,"date":"2023-04-24T23:38:32","date_gmt":"2023-04-24T23:38:32","guid":{"rendered":"https:\/\/nau.edu\/research\/?page_id=398"},"modified":"2024-12-12T20:01:19","modified_gmt":"2024-12-12T20:01:19","slug":"multi-state-physical-unclonable-functions","status":"publish","type":"page","link":"https:\/\/in.nau.edu\/research\/innovations\/available-technologies\/cybersecurity\/multi-state-physical-unclonable-functions\/","title":{"rendered":"Multi-State Physical Unclonable Functions with Machine Learning"},"content":{"rendered":"<div class=\"nau-block nau-block-left-nav-top-bound\">\n    \t<button id=\"left-nav-toggle-btn\" onclick=\"toggleNav();\">\n\t\tON THIS PAGE \n\t\t<i id=\"chevron-icon\" class=\"fas fa-solid fa-chevron-down\"><\/i>\n\t<\/button>\n\t<div id=\"left-nav-menu-track\">\n\t\t<div id=\"left-nav-wrapper\">\n\t\t\t<div class=\"rfi-above-anchor-tags\">\n\t\t\t\t<div class=\"ri-container\">\n\t\t\t\t\t<a href=\"https:\/\/nau.edu\/admissions\/request-information\/\" id=\"request-info\" class=\"btn bg-true-blue left-nav-menu-bottom-button display-mobile\">Request info&nbsp;&nbsp;<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div id=\"left-nav-menu\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"menu-section backcolor\">\n\t\t\t\t\t<div class=\"header\">\n\t\t\t\t\t\tHOW CAN WE HELP?\t\t\t\t\t<\/div>\n\t\t\t\t\t<ul class=\"responsive-icons\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"tel:928-523-4620\"><img decoding=\"async\" src=\"https:\/\/in.nau.edu\/wp-content\/themes\/nau-marketing-2021\/img\/icon-phone.svg\" alt=\"Telephone:\"> 928-523-4620<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"mailto:nauinnovations@nau.edu\"><img decoding=\"async\" src=\"https:\/\/in.nau.edu\/wp-content\/themes\/nau-marketing-2021\/img\/icon-email.svg\" alt=\"Email:\"><span class=\"left-nav-email\"> nauinnovations&#8203;@nau.edu <\/span><\/a><\/li>\n\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<section class=\"nau-block left-nav-section\"><header class=\"entry-header\"><div class=\"breadcrumb\"><ol class=\"breadcrumbs\"><li><a href=\"https:\/\/in.nau.edu\">IN<\/a><span class=\"breadcrumb-chevron\" aria-hidden=\"true\">&gt;<\/span><\/li><li><a href=\"https:\/\/in.nau.edu\/research\">Research<\/a><span class=\"breadcrumb-chevron\" aria-hidden=\"true\">&gt;<\/span><\/li><li class=\"current\">Pages<\/li><\/ol><\/div><h1 class=\"entry-title text-left \">Multi-State Physical Unclonable Functions with Machine Learning<\/h1><hr class=\"h1-hr  text-left \" role=\"none\"><\/header><!-- .entry-header --><\/section><!-- <section class=\"nau-block left-nav-section grid-md-12\">\n    <header class=\"entry-header\">\n        <h1 class=\"entry-title text-left \" tabindex=\"0\" id=\"h1-first\">Dummy H1<\/h1>\n        <hr class=\"h1-hr  text-left \" role=\"none\">\n    <\/header>\n<\/section> -->\n\n<section class=\"nau-block left-nav-section grid-md-12\">\n    <div class=\"page-content\">\n        \n\n<h2 class=\"wp-block-heading\">Description<\/h2>\n\n\n\n<p>This technology uses multi-states to capture the profile of the physical parameters underlining the challenges or responses of physically unclonable functions (PUFs) while only streams of binary bits are downloaded to secure servers. When subjected to natural effects such as aging, temperature changes, bias voltage drifts, or electrostatic interferences, the profile of the PUF challenge-response pairs (CRPs) error rate is predictable when analyzed with multi-states. A machine learning engine (MLE) can compute CRP error rates together with a learning experience that includes the sensing of operating parameters such as temperature or voltage while statistically abnormal challenges are flagged.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Additional information <\/h2>\n\n\n\n<section  \n    class=\"nau-block nau-block-panels   \" \n    data-layout_mobile=\"groupLayout-Stack gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\"\n        data-layout_tablet=\"groupLayout-Stack gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\"\n        data-layout_desktop=\"groupLayout-Tabs gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\"\n        data-layout_xl=\"groupLayout-Tabs gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\">\n\n    <div class=\"background-wrapper\">\n        <div class=\"block-main-content\">\n            \n            \n                            <div class=\"tab-nav\" role=\"tablist\" aria-label=\"Tabs for  articles\">\n                                                \n                        <button data-panel=\"panel--0\"\n                            role=\"tab\"\n                            aria-controls=\"panel--0\"\n                            class=\"active bg-true-blue bg-none\"\n                            tabindex=\"0\">Patent number and inventor<\/button>\n                                                \n                        <button data-panel=\"panel--1\"\n                            role=\"tab\"\n                            aria-controls=\"panel--1\"\n                            class=\"after-active bg-true-blue bg-none\"\n                            tabindex=\"-1\">Potential applications<\/button>\n                                                \n                        <button data-panel=\"panel--2\"\n                            role=\"tab\"\n                            aria-controls=\"panel--2\"\n                            class=\" bg-true-blue bg-none\"\n                            tabindex=\"-1\">Benefits and advantages<\/button>\n                                                \n                        <button data-panel=\"panel--3\"\n                            role=\"tab\"\n                            aria-controls=\"panel--3\"\n                            class=\" bg-true-blue bg-none\"\n                            tabindex=\"-1\">Case number and licensing status<\/button>\n                                    <\/div>\n            \n            \n            \n            <div class=\"panel-wrapper\">\n                \n                                \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--0\"\n                            id=\"panel--0\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Patent number and inventor<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>10,469,273, 10,574,467, and 10,644,892.<\/p>\n<p>Bertrand Cambou and Fatemeh Afghah<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                    \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--1\"\n                            id=\"panel--1\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Potential applications<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>This technology is designed for use with cryptographic systems and authentication methods.<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                    \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--2\"\n                            id=\"panel--2\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Benefits and advantages<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>By analyzing the current output of the PUF device in conjunction with the predicted error rates accounting for variations over time, natural drifts in the PUF\u2019s output do not result in errors such as negative authentication, while statistically abnormal challenges may still be caught and flagged as strong negative authentication.<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                    \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--3\"\n                            id=\"panel--3\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Case number and licensing status<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>2016-017<\/p>\n<p>This invention is available for licensing.<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                                                <\/div>\n\n                    <\/div>\n    <\/div>\n<\/section>\n\n    <\/div>\n<\/section>\n\n<div class=\"nau-block nau-block-left-nav-bottom-bound\">\n\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":276,"featured_media":1278,"parent":59,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","ring_central_script_selection":"","footnotes":""},"class_list":["post-398","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/users\/276"}],"replies":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/comments?post=398"}],"version-history":[{"count":17,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/398\/revisions"}],"predecessor-version":[{"id":6177,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/398\/revisions\/6177"}],"up":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/59"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/media\/1278"}],"wp:attachment":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/media?parent=398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}