Enhanced Online Segmentation and Performance Evaluation Method for Real-Time Activity Recognition in Smart Homes

被引：1

作者：

Ramadan, Abbas ^{[1
]}

Said, Farida ^{[2
]}

De lamotte, Florent Frizon ^{[1
]}

机构：

[1] Univ South Brittany, Lab STICC, UMR 6285, CNRS, Lorient, France

[2] Univ South Brittany, LMBA, UMR 6205, CNRS, Lorient, France

来源：

2024 IEEE EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS, BHI | 2024年

关键词：

Activity of Daily Living; ADLs; IoT Data; Human Activity Recognition; Smart Home; Real-time Activity Recognition; Spatiotemporal Segmentation; Dynamic Segmentation Algorithms; SEQUENCE; ADL;

D O I：

10.1109/BHI62660.2024.10913787

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents a robust method for real-time recognition of Activities of Daily Living (ADLs) in smart home environments using IoT data. Our approach improves the segmentation of sensor data streams into distinct activities by leveraging IoT sensor spatiotemporal features and applies the Needleman-Wunsch method to align predicted and actual activities. Testing on the Aruba dataset achieved 83.2% accuracy, demonstrating superior performance in segmentation and activity recognition compared to existing dynamic methods. Future work will focus on developing a sensor installation simulator to enhance accuracy and reliability.

引用

页数：8

共 25 条

[1]

Acampora G, 2013, P IEEE, V101, P2470, DOI 10.1109/JPROC.2013.2262913

[2] Using Language Model to Bootstrap Human Activity Recognition Ambient Sensors Based in Smart Homes [J].

Bouchabou, Damien ;

Nguyen, Sao Mai ;

Lohr, Christophe ;

LeDuc, Benoit ;

Kanellos, Ioannis .

ELECTRONICS, 2021, 10 (20)

[3] Research on Anti-Shearing Strength of Root-soil Composites for Two Representative Herbs in Vegetation-growing Concrete Matrix [J].

Chen, Chi ;

Huang, Xiao-le ;

Xu, Wen-nian ;

Xia, Zhen-yao .

2010 INTERNATIONAL CONFERENCE AGRICULTURAL SCIENCES AND ENGINEERING (CASE 2010), 2010, :80-83

[4] Predicting Activities of Daily Living with Spatio-Temporal Information [J].

Chua, Sook-Ling ;

Foo, Lee Kien ;

Guesgen, Hans W. .

FUTURE INTERNET, 2020, 12 (12) :1-13

[5] CASAS: A Smart Home in a Box [J].

Cook, Diane J. ;

Crandall, Aaron S. ;

Thomas, Brian L. ;

Krishnan, Narayanan C. .

COMPUTER, 2013, 46 (07) :62-69

[6]

Coutton V., 2001, Gerontologie et societe, V2499, P111

[7] Review on Human Action Recognition in Smart Living: Sensing Technology, Multimodality, Real-Time Processing, Interoperability, and Resource-Constrained Processing [J].

Diraco, Giovanni ;

Rescio, Gabriele ;

Siciliano, Pietro ;

Leone, Alessandro .

SENSORS, 2023, 23 (11)

[8] A randomized, controlled trial of a home environmental intervention: Effect on efficacy and upset in caregivers and on daily function of persons with dementia [J].

Gitlin, LN ;

Corcoran, M ;

Winter, L ;

Boyce, A ;

Hauck, WW .

GERONTOLOGIST, 2001, 41 (01) :4-14

[9] MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability [J].

Katoh, Kazutaka ;

Standley, Daron M. .

MOLECULAR BIOLOGY AND EVOLUTION, 2013, 30 (04) :772-780

[10] STUDIES OF ILLNESS IN THE AGED - THE INDEX OF ADL - A STANDARDIZED MEASURE OF BIOLOGICAL AND PSYCHOSOCIAL FUNCTION [J].

KATZ, S ;

FORD, AB ;

MOSKOWITZ, RW ;

JACKSON, BA ;

JAFFE, MW .

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1963, 185 (12) :914-919

← 1 2 3 →