');mask-image:url('data:image/svg+xml;utf8,');mask-mode:alpha;-webkit-mask-position:center;mask-position:center;-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat;-webkit-mask-size:contain;mask-size:contain}}:root :where(.wp-block-image.is-style-rounded img,.wp-block-image .is-style-rounded img){border-radius:9999px}.wp-block-image figure{margin:0}.wp-lightbox-container{display:flex;flex-direction:column;position:relative}.wp-lightbox-container img{cursor:zoom-in}.wp-lightbox-container img:hover+button{opacity:1}.wp-lightbox-container button{align-items:center;backdrop-filter:blur(16px) saturate(180%);background-color:#5a5a5a40;border:none;border-radius:4px;cursor:zoom-in;display:flex;height:20px;justify-content:center;opacity:0;padding:0;position:absolute;right:16px;text-align:center;top:16px;width:20px;z-index:100}@media not (prefers-reduced-motion){.wp-lightbox-container button{transition:opacity .2s ease}}.wp-lightbox-container button:focus-visible{outline:3px auto #5a5a5a40;outline:3px auto -webkit-focus-ring-color;outline-offset:3px}.wp-lightbox-container button:hover{cursor:pointer;opacity:1}.wp-lightbox-container button:focus{opacity:1}.wp-lightbox-container button:focus,.wp-lightbox-container button:hover,.wp-lightbox-container button:not(:hover):not(:active):not(.has-background){background-color:#5a5a5a40;border:none}.wp-lightbox-overlay{box-sizing:border-box;cursor:zoom-out;height:100vh;left:0;overflow:hidden;position:fixed;top:0;visibility:hidden;width:100%;z-index:100000}.wp-lightbox-overlay .wp-lightbox-close-button{align-items:center;cursor:pointer;display:flex;font-family:inherit;gap:8px;justify-content:center;line-height:1;min-height:40px;min-width:40px;padding:0 4px;position:absolute;right:calc(env(safe-area-inset-right) + 16px);top:calc(env(safe-area-inset-top) + 16px);z-index:5000000}.wp-lightbox-overlay .wp-lightbox-close-button:focus,.wp-lightbox-overlay .wp-lightbox-close-button:hover,.wp-lightbox-overlay .wp-lightbox-close-button:not(:hover):not(:active):not(.has-background){background:none;border:none}.wp-lightbox-overlay .wp-lightbox-close-button:has(.wp-lightbox-close-text:not([hidden])) .wp-lightbox-close-icon svg{height:1em;width:1em}.wp-lightbox-overlay .wp-lightbox-close-icon svg{display:block}.wp-lightbox-overlay .wp-lightbox-navigation-button-next,.wp-lightbox-overlay .wp-lightbox-navigation-button-prev{align-items:center;bottom:16px;cursor:pointer;display:flex;font-family:inherit;gap:4px;justify-content:center;line-height:1;min-height:40px;min-width:40px;padding:0 8px;position:absolute;z-index:2000002}.wp-lightbox-overlay .wp-lightbox-navigation-button-next[hidden],.wp-lightbox-overlay .wp-lightbox-navigation-button-prev[hidden]{display:none}@media (min-width:960px){.wp-lightbox-overlay .wp-lightbox-navigation-button-next,.wp-lightbox-overlay .wp-lightbox-navigation-button-prev{bottom:50%;transform:translateY(-50%)}}.wp-lightbox-overlay .wp-lightbox-navigation-button-next:focus,.wp-lightbox-overlay .wp-lightbox-navigation-button-next:hover,.wp-lightbox-overlay .wp-lightbox-navigation-button-next:not(:hover):not(:active):not(.has-background),.wp-lightbox-overlay .wp-lightbox-navigation-button-prev:focus,.wp-lightbox-overlay .wp-lightbox-navigation-button-prev:hover,.wp-lightbox-overlay .wp-lightbox-navigation-button-prev:not(:hover):not(:active):not(.has-background){background:none;border:none;padding:0 8px}.wp-lightbox-overlay .wp-lightbox-navigation-button-next:has(.wp-lightbox-navigation-text:not([hidden])) .wp-lightbox-navigation-icon svg,.wp-lightbox-overlay .wp-lightbox-navigation-button-prev:has(.wp-lightbox-navigation-text:not([hidden])) .wp-lightbox-navigation-icon svg{display:block;height:1.5em;width:1.5em}.wp-lightbox-overlay .wp-lightbox-navigation-button-prev{left:calc(env(safe-area-inset-left) + 16px)}.wp-lightbox-overlay .wp-lightbox-navigation-button-next{right:calc(env(safe-area-inset-right) + 16px)}.wp-lightbox-overlay .wp-lightbox-navigation-icon svg{vertical-align:middle}.wp-lightbox-overlay .lightbox-image-container{height:var(--wp--lightbox-container-height);left:50%;overflow:hidden;position:absolute;top:50%;transform:translate(-50%,-50%);transform-origin:top left;width:var(--wp--lightbox-container-width);z-index:2000001}.wp-lightbox-overlay .wp-block-image{align-items:center;box-sizing:border-box;display:flex;height:100%;justify-content:center;margin:0;position:relative;transform-origin:0 0;width:100%;z-index:3000000}.wp-lightbox-overlay .wp-block-image img{height:var(--wp--lightbox-image-height);min-height:var(--wp--lightbox-image-height);min-width:var(--wp--lightbox-image-width);width:var(--wp--lightbox-image-width)}.wp-lightbox-overlay .wp-block-image figcaption{display:none}.wp-lightbox-overlay button{background:none;border:none}.wp-lightbox-overlay .scrim{background-color:#fff;height:100%;opacity:.9;position:absolute;width:100%;z-index:2000000}.wp-lightbox-overlay.active{visibility:visible}@media not (prefers-reduced-motion){.wp-lightbox-overlay.active{animation:turn-on-visibility .25s both}.wp-lightbox-overlay.active img{animation:turn-on-visibility .35s both}.wp-lightbox-overlay.show-closing-animation:not(.active){animation:turn-off-visibility .35s both}.wp-lightbox-overlay.show-closing-animation:not(.active) img{animation:turn-off-visibility .25s both}.wp-lightbox-overlay.zoom.active{animation:none;opacity:1;visibility:visible}.wp-lightbox-overlay.zoom.active .lightbox-image-container{animation:lightbox-zoom-in .4s}.wp-lightbox-overlay.zoom.active .lightbox-image-container img{animation:none}.wp-lightbox-overlay.zoom.active .scrim{animation:turn-on-visibility .4s forwards}.wp-lightbox-overlay.zoom.show-closing-animation:not(.active){animation:none}.wp-lightbox-overlay.zoom.show-closing-animation:not(.active) .lightbox-image-container{animation:lightbox-zoom-out .4s}.wp-lightbox-overlay.zoom.show-closing-animation:not(.active) .lightbox-image-container img{animation:none}.wp-lightbox-overlay.zoom.show-closing-animation:not(.active) .scrim{animation:turn-off-visibility .4s forwards}}@keyframes show-content-image{0%{visibility:hidden}99%{visibility:hidden}to{visibility:visible}}@keyframes turn-on-visibility{0%{opacity:0}to{opacity:1}}@keyframes turn-off-visibility{0%{opacity:1;visibility:visible}99%{opacity:0;visibility:visible}to{opacity:0;visibility:hidden}}@keyframes lightbox-zoom-in{0%{transform:translate(calc((-100vw + var(--wp--lightbox-scrollbar-width))/2 + var(--wp--lightbox-initial-left-position)),calc(-50vh + var(--wp--lightbox-initial-top-position))) scale(var(--wp--lightbox-scale))}to{transform:translate(-50%,-50%) scale(1)}}@keyframes lightbox-zoom-out{0%{transform:translate(-50%,-50%) scale(1);visibility:visible}99%{visibility:visible}to{transform:translate(calc((-100vw + var(--wp--lightbox-scrollbar-width))/2 + var(--wp--lightbox-initial-left-position)),calc(-50vh + var(--wp--lightbox-initial-top-position))) scale(var(--wp--lightbox-scale));visibility:hidden}} /*# sourceURL=/sam3/wp-includes/blocks/image/style.min.css */

杏吧原创

Skip to Content

Expertise: Sensor Data Fusion

AgeWell logo

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.

Fusion Applications

  • Supportive Smart Homes
  • Feedback and reporting systems
  • Longitudinal assessment
  • Wandering and other cognitive assistance

A. Laghai, B. Wallace, K. Fraser, M. Kunz, R. Goubran, F. Knoefel, S. Shafiyan, N. Thomas, 鈥淚dentifying Cognitive Decline via Speech and Gaze in Naturalistic Reading鈥, 48th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2026

H. Bahrampour, B. Wallace, M. Ouf, A. Doma, F. Knoefel, R. Goubran. 鈥淧erformance Evaluation of Humidity Sensors for Realtime Human Activity Measurement.鈥 2026 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2026

A. Laghai, B. Wallace, K. Fraser, M. Kunz, R. Goubran, F. Knoefel, N. Thomas, A. Frank, S. Shafiyan, 鈥淟ongitudinal Gaze-speech Cognitive Decline Biomarkers From Oral Reading鈥, at Alzheimer鈥檚 Association International Conference (AAIC), 2026.

M. Saif El Nasr, B. Wallace, K. Van Benthem, C. Herdman, A. Lochbihler, K. Brightman, R. Goubran, F. Knoefel, S. Marshall. 鈥淢easurement of visual object detection and tracking algorithms in a driving simulator environment.鈥 2026 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2026

Sloan, Thomas 鈥淚ndoor 3D Modeling Using Consumer Drones and Neural Simultaneous Localization and Mapping (SLAM) for Virtual Reality鈥 MASc diss., 杏吧原创 University, 2024.

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, 杏吧原创 University.

Link to Article

B. Chimehi, J. Larivi猫re-Chartier, B. Wallace, L. Ault, F. Knoefel, J. Kaye, Z. Beattie, J. Steele, L. Anderson, N.Thomas, 鈥淒igital Signatures of Caregiver Burden: Machine Learning Classification Using Multimodal In-Home Sensor Data鈥, ISG 2026

A. Laghai, S. Shafiyan, N. Thomas, M. Kunz, K. Fraser, B. Wallace, R. Goubran, F. Knoefel, 鈥淐an Gaze鈥揝peech Coupling in Reading Help Clinicians Detect Cognitive Decline Remotely?鈥 ISG 2026

Bruce Wallace, Phillippe Forster, Rafik Goubran, Heidi Sveistrup, William Jones, Thomas Fletcher 鈥淪mall ECG Device Dry Electrode Lead Analysis to Ensure ECG Signal Quality鈥, AGEWELL AGM, 2025

S. Shafiyan, K. Fraser, F. Knoefel, N. Thomas, M. Kunz, B. Wallace, R. Goubran, A.a Zumbansen, 鈥淩evisiting the Cookie Theft Picture for Cognitive Impairment: Assessing Its Relevance for Discourse Analysis After Four Decades鈥, at Alzheimer鈥檚 Association International Conference (AAIC), 2025.

N. Thomas, MD, J. Larivi猫re-Chartier, B. Chimehi, R. Dey, L. Ault, B. Wallace, F. Knoefel, J. Kaye, Z. Beattie, L. Sheehy, J. Steele, L. Miller, 鈥淯sing Machine Learning to Identify Features from Home Sensors that Predict Care Partner Burden鈥, at Alzheimer鈥檚 Association International Conference (AAIC), 2025.

McCauley, L., Benthem, K. V., Herdman, C., Wallace, B., Keillor, J., Goubran, R., Knoefel, F., & Marshall, SM, 鈥淐ommunicating increased driving risk: A study of mature driver expectations鈥, at Alzheimer鈥檚 Association International Conference (AAIC), 2025.