Gestión de aparcamientos de cocheras utilizando técnicas de clasificación, lógica difusa y algoritmos evolutivos

Translated title of the contribution: Parking garage management using classification techniques, fuzzy logic and evolutionary algorithms

Mariluna Apaza-Luque, Juan Manotupa-Gil, Fidel Salas-Flores, Jose Alfredo Sulla Torres

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This article presents the analysis of the data of a garage for light and heavy vehicles to extract enough information that allows us to manage the parking and can predict the number of free spaces in a certain day, as well as to find the potential customers. This was done using the KDD methodology, for data mining we use the WEKA, KEEL and Matlab tools that provide us with different algorithms such as J48, Bayes BayesNet, KNN-C, DT_GA-C and GANN-C to do the evaluation. As a result, the possible potential customers of the company were classified and, in addition, the best result is obtained with the J48 algorithm, which obtained 90.43% accuracy and an error percentage of 0.4553 using the GANN-C algorithm.

Translated title of the contributionParking garage management using classification techniques, fuzzy logic and evolutionary algorithms
Original languageSpanish
Title of host publicationProceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
PublisherLatin American and Caribbean Consortium of Engineering Institutions
ISBN (Electronic)9780999344316
DOIs
StatePublished - 2018
Externally publishedYes
Event16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology - Lima, Peru
Duration: 18 Jul 201820 Jul 2018

Publication series

NameProceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
Volume2018-July
ISSN (Electronic)2414-6390

Conference

Conference16th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology
Country/TerritoryPeru
CityLima
Period18/07/1820/07/18

Bibliographical note

Funding Information:
[19] J. Alcalá-Fdez, M. J. del Jesus, J. M. Garrell, F. Herrera, C. Herbás, and L. Sánchez, “Proyecto KEEL: Desarrollo de una herramienta para el análisis e implementación de algoritmos de extracción de conocimiento evolutivos,” Tendencias la Minería Datos en España, Red Española Minería Datos y Aprendiz., pp. 413–424, 2004.

Publisher Copyright:
© 2018 Latin American and Caribbean Consortium of Engineering Institutions. All rights reserved.

Fingerprint

Dive into the research topics of 'Parking garage management using classification techniques, fuzzy logic and evolutionary algorithms'. Together they form a unique fingerprint.

Cite this