{"id":1609,"date":"2023-09-11T15:11:14","date_gmt":"2023-09-11T19:11:14","guid":{"rendered":"https:\/\/carleton.ca\/sam3\/?page_id=1609"},"modified":"2026-02-19T10:50:35","modified_gmt":"2026-02-19T15:50:35","slug":"fusion","status":"publish","type":"page","link":"https:\/\/carleton.ca\/sam3\/fusion\/","title":{"rendered":"Expertise: Sensor Data Fusion"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        Expertise: Sensor Data Fusion\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1195\" height=\"407\" src=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg\" alt=\"AgeWell logo\" class=\"wp-image-104\" style=\"width:300px\" srcset=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg 1195w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-160x54.jpg 160w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-240x82.jpg 240w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-768x262.jpg 768w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-400x136.jpg 400w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-360x123.jpg 360w\" sizes=\"auto, (max-width: 1195px) 100vw, 1195px\" \/><\/figure>\n\n\n\n<h2 id=\"sam3-expertise-areas-sensor-data-fusion\" class=\"wp-block-heading\">SAM3 Expertise Areas: Sensor Data Fusion<\/h2>\n\n\n\n<p>Many aspects of assessment for supporting aging and independence requires the fusion of knowledge from many diverse sensors and technologies. This fusion of sensor knowledge can lead to higher levels of assessment and function.<\/p>\n\n\n\n<p><strong>Fusion Applications<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Supportive Smart Homes<\/li>\n\n\n\n<li>Feedback and reporting systems<\/li>\n\n\n\n<li>Longitudinal assessment<\/li>\n\n\n\n<li>Wandering and other cognitive assistance<\/li>\n<\/ul>\n\n\n\n    \n\n\n                                                                                                                                                                                                                                                                                                                                                                                    \n\n\n\n<section class=\"w-screen px-6 cu-section cu-section--white cu-section--cards ml-offset-center md:px-8 lg:px-14\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;128&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <span class=\"!absolute !-m-px !h-px !w-px !overflow-hidden !whitespace-nowrap !border-0 !p-0 ![clip:rect(0,0,0,0)]\">\n        Loading&#8230;\n    <\/span>\n<\/div>\n\n                                        \n        <p class=\"cu-no-posts hidden\">\n            No\n            category\n\n            posts are available.\n        <\/p>\n\n                <div class=\"cu-column cu-component not-contained mx-auto grid max-w-5xl md:grid-cols-3 gap-6 md:gap-10\">\n                        \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2026-04-14T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        April 15, 2026\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        A. Laghai, B. Wallace, K. Fraser, M. Kunz, R. Goubran, F. Knoefel, S. Shafiyan, N. Thomas, \u201cIdentifying Cognitive Decline via Speech and Gaze in Naturalistic Reading\u201d, 48th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/a-laghai-b-wallace-k-fraser-m-kunz-r-goubran-f-knoefel-s-shafiyan-n-thomas-identifying-cognitive-decline-via-speech-and-gaze-in-naturalistic-reading-48th-annual-inte\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                A. Laghai, B. Wallace, K. Fraser, M. 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Ouf, A. Doma, F. Knoefel, R. Goubran. \u201cPerformance Evaluation of Humidity Sensors for Realtime Human Activity Measurement.\u201d 2026 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/h-bahrampour-b-wallace-m-ouf-a-doma-f-knoefel-r-goubran-performance-evaluation-of-humidity-sensors-for-realtime-human-activity-measurement-2026-ieee-international-instru\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                H. Bahrampour, B. Wallace, M. Ouf, A. Doma, F. Knoefel, R. 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Kunz, R. Goubran, F. Knoefel, N. Thomas, A. Frank, S. Shafiyan, \u201cLongitudinal Gaze-speech Cognitive Decline Biomarkers From Oral Reading\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2026.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/a-laghai-b-wallace-k-fraser-m-kunz-r-goubran-f-knoefel-n-thomas-a-frank-s-shafiyan-longitudinal-gaze-speech-cognitive-decline-biomarkers-from-oral-reading-at-alzhe-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                A. Laghai, B. Wallace, K. Fraser, M. Kunz, R. Goubran, F. Knoefel, N. Thomas, A. Frank, S. 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Lochbihler, K. Brightman, R. Goubran, F. Knoefel, S. Marshall. \u201cMeasurement of visual object detection and tracking algorithms in a driving simulator environment.\u201d 2026 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2026\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/b-laska-p-xi-j-valdes-b-wallace-r-goubran-f-knoefel-coughprint-distilled-cough-representations-from-speech-foundation-model-embeddings-ieee-transactions-on-instrumentat\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Saif El Nasr, B. Wallace, K. Van Benthem, C. 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(2026). Enabling Independence: Assessing Activities of Daily Living to Inform Safety. Accessibility Institute, Carleton University.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Article\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/laska-b-goubran-r-vukovic-b-wallace-b-ault-l-laghai-a-2026-enabling-independence-assessing-activities-of-daily-living-to-inform-safety-accessibility-institute-carleton-univers\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Laska, B., Goubran, R., Vukovic, B., Wallace, B., Ault, L., &#038; Laghai, A. (2026). 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V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM, \u201cCommunicating increased driving risk: A study of mature driver expectations\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2025\/c-1nasr-m-s-e-masson-p-wallace-b-a-benthem-k-v-herdman-c-keillor-j-goubran-r-knoefel-f-marshall-sm-identifying-mature-driver-risk-from-naturalistic-driving-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., &#038; Marshall, SM, \u201cCommunicating increased driving risk: A study of mature driver expectations\u201d, at Alzheimer\u2019s Association International Conference (AAIC), 2025.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center \" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <span class=\"!absolute !-m-px !h-px !w-px !overflow-hidden !whitespace-nowrap !border-0 !p-0 ![clip:rect(0,0,0,0)]\">\n            Loading&#8230;\n        <\/span>\n    <\/div>\n<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>SAM3 Expertise Areas: Sensor Data Fusion Many aspects of assessment for supporting aging and independence requires the fusion of knowledge from many diverse sensors and technologies. This fusion of sensor knowledge can lead to higher levels of assessment and function. 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