Learning a Context-aware Personal Model of Appliance Usage Patterns in Smart Home

被引:0
|
作者
Zhang, Xinpeng [1 ]
Kato, Takekazu [1 ]
Matsuyama, Takashi [1 ]
机构
[1] Kyoto Univ, Grad Sch Informat, Kyoto 6068501, Japan
关键词
appliance usage pattern; activity estimation;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
To conserve electricity, we have been proposing to control the power consumption of home electrical appliances according to their priority. In a household, appliances are used in performing activities of daily life (ADLs), e.g. cooking, bathing, sleeping, etc. It is assumed that the priority of an appliance changes dynamically according to its usage context of ADLs in a household; it also varies depending on the personal appliance usage habits of each household. In this paper, towards evaluating appliance priority, we learn a personal model of appliance usage patterns, which is aware of the context of ADLs, from appliance power consumption patterns.
引用
收藏
页码:73 / 78
页数:6
相关论文
共 50 条
  • [1] A personal context-aware universal remote controller for a smart home environment
    Kim, Y
    Lee, D
    [J]. 8TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS 1-3: TOWARD THE ERA OF UBIQUITOUS NETWORKS AND SOCIETIES, 2006, : U1521 - U1525
  • [2] Learning sensors usage patterns in mobile context-aware systems
    Bobek, Szymon
    Porzycki, Krzysztof
    Nalepa, Grzegorz J.
    [J]. 2013 FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS (FEDCSIS), 2013, : 993 - 998
  • [3] Context-aware Personal Learning Environment
    Alharbi, Mafawez T.
    Platt, Amelia
    Al-Bayatti, Ali H.
    [J]. 2012 INTERNATIONAL CONFERENCE FOR INTERNET TECHNOLOGY AND SECURED TRANSACTIONS, 2012, : 692 - 697
  • [4] Proposal of a Context-Aware Smart Home Ecosystem
    Klimek, Radoslaw
    Rogus, Grzegorz
    [J]. ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT II (ICAISC 2015), 2015, 9120 : 412 - 423
  • [5] A context-aware system for smart home applications
    Wang, WY
    Chuang, CC
    Lai, YS
    Wang, YH
    [J]. EMBEDDED AND UBIQUITOUS COMPUTING - EUC 2005 WORKSHOPS, PROCEEDINGS, 2005, 3823 : 298 - 305
  • [6] A CONTEXT-AWARE INFORMATION MODEL FOR ELDERLY HOMECARE SERVICES IN A SMART HOME
    Zhou, Feng
    Jiao, Jianxin
    Chen, Songlin
    Zhang, Daqing
    [J]. PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, VOL 5, PTS A AND B: 35TH DESIGN AUTOMATION CONFERENCE, 2010, : 1009 - 1018
  • [7] A Context-Aware Model for Smart Space
    Tian, Xianhu
    Xie, Yong
    [J]. PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 845 - 850
  • [8] Context-Aware Scheduling Algorithm in Smart Home System
    Zheng Hong
    Pan Li
    Wang Jingxiao
    [J]. CHINA COMMUNICATIONS, 2013, 10 (11) : 155 - 164
  • [9] CASS: A context-aware simulation system for smart home
    Park, JoonSeok
    Moon, Mikyeong
    Hwang, Seongjin
    Yeom, Keunhyuk
    [J]. SERA 2007: 5TH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING RESEARCH, MANAGEMENT, AND APPLICATIONS, PROCEEDINGS, 2007, : 461 - +
  • [10] Context-aware implementation based on CBR for smart home
    Ma, TH
    Kim, YD
    Ma, Q
    Tang, ML
    Zhou, WC
    [J]. WIMOB'2005: IEEE INTERNATIONAL CONFERENCE ON WIRELESS AND MOBILE COMPUTING, NETWORKING AND COMMUNICATIONS, VOL, 4 PROCEEDINGS, 2005, : 112 - 115