Classification of Domestic Water Consumption Using an ANFIS Model

Ojeda Magaña, Benjamín and Andina de la Fuente, Diego and Corona Nakamura, M.A. and Ruelas, Rubén (2008). Classification of Domestic Water Consumption Using an ANFIS Model. In: "World Automation Congress. WAC 2008", 28/09/2008-02/10/2008, Waikoloa, Hawaii, EEUU. ISBN 978-1-889335-38-4. pp. 1-6.

Description

Title: Classification of Domestic Water Consumption Using an ANFIS Model
Author/s:
  • Ojeda Magaña, Benjamín
  • Andina de la Fuente, Diego
  • Corona Nakamura, M.A.
  • Ruelas, Rubén
Item Type: Presentation at Congress or Conference (Article)
Event Title: World Automation Congress. WAC 2008
Event Dates: 28/09/2008-02/10/2008
Event Location: Waikoloa, Hawaii, EEUU
Title of Book: Automation Congress, 2008. WAC 2008. World
Date: 2008
ISBN: 978-1-889335-38-4
Subjects:
Freetext Keywords: Residential water consumption, water supervision, classification, anfis, neuro-fuzzy model
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

This work presents classification results of different water outputs in a house. Input variables are time and flow measurements in a point of the network distribution, and the identified classes are relevant consumptions as sink consumption, shower consumption, etc. Due to human influence on consumption data, we selected a classifier based on an interpretable model; that allows the incorporation of knowledge provided by users or experts. Thus, this study is based on the well known Anfis model and AGUA (real data taken for a project being developed in Guadalajara, Mexico) the data set corresponding to a supervised case. The result shows that the proposed algorithm works well, with recognition above 91%, and it could be used for a better profit of domestic water management.

More information

Item ID: 3697
DC Identifier: http://oa.upm.es/3697/
OAI Identifier: oai:oa.upm.es:3697
Official URL: http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?reload=true&punumber=4681917
Deposited by: Memoria Investigacion
Deposited on: 12 Jul 2010 11:58
Last Modified: 20 Apr 2016 13:11
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