A Data Analytics Schema for Activity Recognition in Smart Home Environments

被引：13
|
作者：
Fortino, Giancarlo [1 ]
Giordano, Andrea [2 ]
Guerrieri, Antonio [1 ]
Spezzano, Giandomenico [2 ]
Vinci, Andrea [2 ]
机构：
[1] Univ Calabria, Dipartimento Ingn Informat Modellist Elettron & S, I-87036 Arcavacata Di Rende, CS, Italy
[2] CNR Natl Res Council Italy, Inst High Performance Comp & Networking ICAR, I-87036 Arcavacata Di Rende, CS, Italy
来源：
UBIQUITOUS COMPUTING AND AMBIENT INTELLIGENCE: SENSING, PROCESSING, AND USING ENVIRONMENTAL INFORMATION | 2015年 / 9454卷
关键词：
Smart homes; Internet of Things; Activity recognition; Cloud computing; Multi agent system; Analytics; Wireless sensor and actuator networks; MANAGEMENT; SENSOR;
D O I：
10.1007/978-3-319-26401-1_9
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Recent advancements in the fields of embedded systems, communication technologies and computer science open up to new application scenarios in the home environment. Anyway, many issues raised from the inherent complexity of this new application domain need to be properly tackled. This paper proposes the Cloud-assisted Agent-based Smart home Environment (CASE) architecture for activity recognition with sensors capturing the data related to activities being performed by humans and objects in the environment. Moreover, the potential of analytics methods for discovering activity recognition in such environment has been investigated. CASE easily allows to implement Smart Home applications exploiting a distributed multi-agent system and the cloud technology. The work is mainly focused on activity recognition albeit CASE architecture permits an easy integration of other kinds of smart home applications such as home automation and energy optimization. The CASE effectiveness is shown through the design of a case study consisting of a daily activity recognition of an elder person in its home environment.
引用
收藏
页码：91 / 102
页数：12
相关论文
共 50 条
  • [1] Activity Recognition in New Smart Home Environments
    Wang, Wei
    Miao, Chunyan
    [J]. PROCEEDINGS OF THE 3RD INTERNATIONAL WORKSHOP ON MULTIMEDIA FOR PERSONAL HEALTH AND HEALTH CARE (HEALTHMEDIA'18), 2018, : 29 - 37
  • [2] Analyzing Activity Recognition Uncertainties in Smart Home Environments
    Kim, Eunju
    Helal, Sumi
    Nugent, Chris
    Beattie, Mark
    [J]. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2015, 6 (04)
  • [3] Multioccupant Activity Recognition in Pervasive Smart Home Environments
    Benmansour, Asma
    Bouchachia, Abdelhamid
    Feham, Mohammed
    [J]. ACM COMPUTING SURVEYS, 2015, 48 (03)
  • [4] FEATURE SELECTIONS FOR HUMAN ACTIVITY RECOGNITION IN SMART HOME ENVIRONMENTS
    Fang, Hongqing
    Srinivasan, Raghavendiran
    Cook, Diane J.
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (5B): : 3525 - 3535
  • [5] Impact of Sensor Data Glut on Activity Recognition in Smart Environments
    Hakim, Alaa E. Abdel
    Deabes, Wael A.
    [J]. 2017 IEEE 17TH INTERNATIONAL CONFERENCE ON UBIQUITOUS WIRELESS BROADBAND (ICUWB), 2017,
  • [6] Human activity recognition in big data smart home context
    Azzi, Sabrina
    Dallaire, Cindy
    Bouzouane, Abdenour
    Bouchard, Bruno
    Giroux, Sylvain
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2014,
  • [7] A PSL-based Approach to Human Activity Recognition in Smart Home Environments
    Li, Yan
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (04) : 691 - 698
  • [8] Adaptive Confidence Evaluation Scheme for Periodic Activity Recognition in Smart Home Environments
    Tan, Yi-En
    Lo, Chun-Chih
    Shieh, Chin-Shiuh
    Miu, Denis
    Horng, Mong-Fong
    [J]. IEEE 17TH INT CONF ON DEPENDABLE, AUTONOM AND SECURE COMP / IEEE 17TH INT CONF ON PERVAS INTELLIGENCE AND COMP / IEEE 5TH INT CONF ON CLOUD AND BIG DATA COMP / IEEE 4TH CYBER SCIENCE AND TECHNOLOGY CONGRESS (DASC/PICOM/CBDCOM/CYBERSCITECH), 2019, : 1077 - 1081
  • [9] An Efficient Recommendation Filter Model on Smart Home Big Data Analytics for Enhanced Living Environments
    Chen, Hao
    Xie, Xiaoyun
    Shu, Wanneng
    Xiong, Naixue
    [J]. SENSORS, 2016, 16 (10)
  • [10] Real Time Activity Recognition on Streaming Sensor Data for Smart Environments
    Yan, Surong
    Liao, Yixing
    Feng, Xiaoqing
    Liu, Yanan
    [J]. PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATICS AND COMPUTING (PIC), VOL 1, 2016, : 51 - 55
12345