ResiDI: Towards a smarter smart home system for decision-making using wireless sensors and actuators

被引:18
|
作者
Filho, Geraldo P. R. [1 ]
Villas, Leandro A. [2 ]
Freitas, Heitor [1 ]
Valejo, Alan [1 ]
Guidoni, Daniel L. [3 ]
Ueyama, Jo [1 ]
机构
[1] Univ Sao Paulo, Inst Math & Comp Sci, Sao Carlos, SP, Brazil
[2] Univ Estadual Campinas, Inst Comp, Campinas, SP, Brazil
[3] Univ Fed Sao Joao del Rei, Sao Joao Del Rei, MG, Brazil
基金
巴西圣保罗研究基金会;
关键词
Home Automation System; Domotic; Smart home; Decision-making; Infrastructure; Wireless; Sensor; Actuator; Energy consumption; Energy efficiency; Energy management;
D O I
10.1016/j.comnet.2018.02.009
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This article proposes ResiDI, an intelligent decision-making system for a residential distributed automation infrastructure based on wireless sensors and actuators. ResiDI transmits events using wireless technologies embedded in WSANs to reduce the wire load capacity of traditional systems. In addition, the nodes are equipped with batteries, as a backup system. These features allow the ResiDI to be installed anywhere in the house, without the need for drilling or changing any other pre-existing infrastructure. Furthermore, the roles and intelligence of ResiDI are distributed among the network nodes. Besides increasing precision in decision-making through a neural network, the ResiDI seeks to reduce node energy consumption by means of a temporal correlation mechanism. As proof of concept, a prototype was developed to integrate with ResiDI in order to demonstrate its viability. When compared with an approach in the literature, real and simulated results show that ResiDI makes three key contributions: (i) 22.03% increase in decision-making; (ii) 44.35% reduction in node energy consumption in a homogeneous way; and (iii) 95.24% efficiency in information transmission. Finally, ResiDI provides a gain in response time of 30.21%, so that the decision-making process is performed faster. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:54 / 69
页数:16
相关论文
共 50 条
  • [1] ResiDI: An Intelligent Decision Platform for Residential Infrastructure Using Wireless Sensors and Actuators
    Filho, Geraldo P. R.
    Ueyama, Jo
    Faical, Bruno S.
    Guidoni, Daniel L.
    Villas, Leandro A.
    [J]. 2015 XXXIII BRAZILIAN SYMPOSIUM ON COMPUTER NETWORKS AND DISTRIBUTED SYSTEMS, 2015, : 237 - 245
  • [2] An Energy-Aware System for Decision-Making in a Residential Infrastructure Using Wireless Sensors and Actuators
    Filho, Geraldo P. R.
    Ueyama, Jo
    Faical, Bruno S.
    Pessin, Gustavo
    de Farias, Claudio M.
    Pazzi, Richard W.
    Guidoni, Daniel L.
    Villas, Leandro A.
    [J]. 2015 IEEE 14TH INTERNATIONAL SYMPOSIUM ON NETWORK COMPUTING AND APPLICATIONS (NCA), 2015, : 9 - 16
  • [3] The Deployment of a Smart Monitoring System using Wireless Sensors and Actuators Networks
    Bressan, Nicola
    Bazzaco, Leonardo
    Bui, Nicola
    Casari, Paolo
    Vangelista, Lorenzo
    Zorzi, Michele
    [J]. 2010 IEEE 1ST INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2010, : 49 - 54
  • [4] Using complex event processing for smarter decision-making
    Eugster, Ernest
    Lynch, John K.
    [J]. 2007 International Symposium on Computer Science & Technology, Proceedings, 2007, : 371 - 373
  • [5] A fog-enabled smart home solution for decision-making using smart objects
    Rocha Filho, Geraldo P.
    Meneguette, Rodolfo, I
    Maia, Guilherme
    Pessin, Gustavo
    Goncalves, Vinicius P.
    Li Weigang
    Ueyama, Jo
    Villas, Leandro A.
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 103 : 18 - 27
  • [6] Intelligent Decision-Making for Smart Home Energy Management
    Heider Berlink
    Nelson Kagan
    Anna Helena Reali Costa
    [J]. Journal of Intelligent & Robotic Systems, 2015, 80 : 331 - 354
  • [7] Preliminary Study of Adaptive Decision-Making System for Vocal Command in Smart Home
    Brenon, Alexis
    Portet, Francois
    Vacher, Michel
    [J]. 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT ENVIRONMENTS - IE 2016, 2016, : 218 - 221
  • [8] Intelligent Decision-Making for Smart Home Energy Management
    Berlink, Heider
    Kagan, Nelson
    Reali Costa, Anna Helena
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2015, 80 : S331 - S354
  • [9] Distributed Smart-Home Decision-Making in a Hierarchical Interactive Smart Grid Architecture
    Li, Ding
    Jayaweera, Sudharman K.
    [J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 26 (01) : 75 - 84
  • [10] Reinforcement Learning aided Smart-home Decision-making in an Interactive Smart Grid
    Li, Ding
    Jayaweera, Sudharman K.
    [J]. 2014 IEEE GREEN ENERGY AND SYSTEMS CONFERENCE (IGESC), 2014, : 1 - 6