{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,15]],"date-time":"2025-08-15T01:03:38Z","timestamp":1755219818662,"version":"3.43.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686080","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T00:00:00Z","timestamp":1754524800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,8,7]]},"abstract":"<jats:p>As the aging population grows, fall-related injuries among the elderly require effective monitoring solutions. This study proposes an AI-based smart slipper to address the limitations of wearable devices in comfort and privacy. The slipper integrates an inertial measurement unit (IMU) and temperature-humidity sensors with an Arduino Nano RP2040 for data collection. A fully connected neural network (FCNN) analyzes motion data in real time to detect falls. Using an edge-cloud architecture, routine data is processed locally, and critical information is encrypted and sent to the cloud in emergencies. Tests show a detection accuracy of 96.57% and effective remote monitoring. Future work will optimize comfort, sensor integration, and real-world validation. This smart slipper offers a safe, comfortable, and privacy-friendly fall detection solution for the elderly.<\/jats:p>","DOI":"10.3233\/shti250886","type":"book-chapter","created":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:34:08Z","timestamp":1754566448000},"source":"Crossref","is-referenced-by-count":0,"title":["Design of AI-Enabled Remote Monitoring Slippers for Elderly Fall Detection: Safety and Privacy via Cloud-Edge Collaboration"],"prefix":"10.3233","author":[{"given":"Mingyu","family":"Luo","sequence":"first","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Humanities, Jiangnan University, Wuxi, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maodong","family":"Wu","sequence":"additional","affiliation":[{"name":"College of Software, Jilin University, Jilin, Changchun, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianfei","family":"Ma","sequence":"additional","affiliation":[{"name":"Faculty of Humanities, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhengyu","family":"Zhang","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ye","family":"Yuan","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongli","family":"Chen","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chong","family":"Xie","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Illinois Institute of Technology, Illinois, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Awwab","family":"Hamam","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haoxuan","family":"Li","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yang","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Liberal Arts, Macau University of Science and Technology, Macau SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanze","family":"Wang","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jingyun","family":"Bi","sequence":"additional","affiliation":[{"name":"Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong SAR"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO 2025 \u2014 Healthcare Smart \u00d7 Medicine Deep"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI250886","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:34:08Z","timestamp":1754566448000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI250886"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,7]]},"ISBN":["9781643686080"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti250886","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,7]]}}}