A Novel and Scalable Home Appliances Electrical Signature Database for Smart Home Energy Management

被引:0
|
作者
Nefzi, Emna
Houidi, Sarra [1 ]
Sethom, Houda Ben Attia [1 ,2 ]
机构
[1] Univ Tunis El Manar, Ecole Natl Ingenieurs Tunis, LR11ES15 Lab Syst Electr, Tunis 1002, Tunisia
[2] Univ Carthage, Ecole Natl Ingenieurs Carthage, Tunis 2035, Tunisia
关键词
Home Electrical Appliance; Electrical Signature; Database; LabVIEW; MySQL; ODBC;
D O I
暂无
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper proposes a comprehensive framework named HAESD designed under the software environment LabVIEW to build up a database for Non-Intrusive Load Monitoring (NILM) purposes. It provides the central component of a scalable architecture for the storage of current and voltage measurements related to real-world Home Electrical Appliances (HEAs) and the extraction of their electrical features. A connection is established between the two softwares LabVIEW and MySQL, where the latter is used as a Relational Database Management System (RDBMS) to generate and to manage a database of HEAs' current and voltage measurements. This connection is performed thanks to the ODBC standards. The goal behind HAESD development is to store/load electrical signatures data in/from the designed database. These electrical signatures are computed under the LabVIEW environment starting from HEAs' supply current and voltage measurements. The supply current and voltage of each HEA is acquired thanks to National Instrument (NI) current and voltage acquisition and data transfer modules. An experimental setup has allowed testing and validating the HAESD framework implementation. Experimental results are given considering a microwave as an example of real-world HEA. This framework will help to establish scalable and large database of real-world HEAs with the view to identify them and manage their electricity consumption.
引用
收藏
页数:7
相关论文
共 50 条
  • [21] An enhanced security framework for home appliances in smart home
    Kang, Won Min
    Moon, Seo Yeon
    Park, Jong Hyuk
    HUMAN-CENTRIC COMPUTING AND INFORMATION SCIENCES, 2017, 7
  • [22] Optimal scheduling of household appliances for smart home energy management considering demand response
    Xinhui Lu
    Kaile Zhou
    Felix T. S. Chan
    Shanlin Yang
    Natural Hazards, 2017, 88 : 1639 - 1653
  • [23] Optimal scheduling of household appliances for smart home energy management considering demand response
    Lu, Xinhui
    Zhou, Kaile
    Chan, Felix T. S.
    Yang, Shanlin
    NATURAL HAZARDS, 2017, 88 (03) : 1639 - 1653
  • [24] Integrated Optimization of Smart Home Appliances with Cost-effective Energy Management System
    Molla, Tesfahun
    Khan, Baseem
    Moges, Bezabih
    Alhelou, Hassan Haes
    Zamani, Reza
    Siano, Pierluigi
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2019, 5 (02): : 249 - 258
  • [25] An enhanced coati optimization algorithm for optimizing energy management in smart grids for home appliances
    Balavignesh, Sakthivel
    Kumar, Chandrasekaran
    Sripriya, Ramalingam
    Senjyu, Tomonobu
    ENERGY REPORTS, 2024, 11 : 3695 - 3720
  • [26] Modeling and Simulation of Appliances Scheduling in the Smart Home for Managing Energy
    Chaouch, Haithem
    Slama, Jaleleddine Ben Hadj
    2014 INTERNATIONAL CONFERENCE ON ELECTRICAL SCIENCES AND TECHNOLOGIES IN MAGHREB (CISTEM), 2014,
  • [27] GSM Enabled Smart Energy Meter and Automation of Home Appliances
    Das, Himshekhar
    Saikia, L. C.
    2015 INTERNATIONAL CONFERENCE ON ENERGY, POWER AND ENVIRONMENT: TOWARDS SUSTAINABLE GROWTH (ICEPE), 2015,
  • [28] A realistic energy optimization model for smart-home appliances
    Dutra, Michael David de Souza
    Anjos, Miguel F.
    Le Digabel, Sebastien
    INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2019, 43 (08) : 3237 - 3262
  • [29] Reinforcement Learning-Based Energy Management of Smart Home with Rooftop Solar Photovoltaic System, Energy Storage System, and Home Appliances
    Lee, Sangyoon
    Choi, Dae-Hyun
    SENSORS, 2019, 19 (18)
  • [30] IoT based Energy Meter with Smart Monitoring of Home Appliances
    Gavhane, Vishnukant V.
    Kshirsagar, Mayuri R.
    Kale, Ganesh M.
    Katangle, Shubham
    Deosarkar, S. B.
    Nalbalwar, S. L.
    2021 6TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2021,