Implementing Artificial Intelligence in H-BIM Using the J48 Algorithm to Manage Historic Buildings

The preservation of the architectural heritage is characterized by the intervention of different technicians, who may disagree on decision-making criteria. In recent years, the H-BIM methodology has emerged to manage these buildings, although the multidisciplinary technical personnel make the decisi...

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Detalles Bibliográficos
Autores: Bienvenido Huertas, David, Nieto Julián, Juan Enrique, Moyano Campos, Juan José, Macías Bernal, Juan Manuel, Castro Fuertes, José María
Tipo de recurso: artículo
Fecha de publicación:2019
País:España
Institución:Consejo General de la Arquitectura Técnica de España (CGATE)
Repositorio:RIARTE
OAI Identifier:oai:www.riarte.es:20.500.12251/1196
Acceso en línea:http://hdl.handle.net/20.500.12251/1196
https://doi.org/10.1080/15583058.2019.1589602
Access Level:acceso abierto
Palabra clave:Patrimonio arquitectónico
Building Information Modeling (BIM)
Inteligencia Artificial
Algoritmos
Modelo H-BIM
Alcázar de Sevilla
Programas informáticos
Modelado BIM
Mantenimiento de edificios
artificial intelligence
decision trees
geometric description language
H-BIM project
J48 algorithm
Pavilion of Charles V
Diagnosis
Heritage
1203.26 Simulación
3305.01 Diseño Arquitectónico
3305.26 Edificios Públicos
1203.09 Diseño Con Ayuda del Ordenador
Descripción
Sumario:The preservation of the architectural heritage is characterized by the intervention of different technicians, who may disagree on decision-making criteria. In recent years, the H-BIM methodology has emerged to manage these buildings, although the multidisciplinary technical personnel make the decision-taking something of a challenge. In this regard, artificial intelligence may be an opportunity to establish automatic responses, thus optimizing the process. This article proposes a methodology to implement models of classification using the J48 algorithm in a H-BIM model. The case study was focused on a tiles panel from a building which belongs to the Real Alcazar of Seville. First, a model of classification was developed to estimate the degree of intervention with an adequate degree of adjustment. Then, the model was implemented in the H-BIM software by programming using GDL. This methodology automates the decision-making and reduces times of assessments, visualizing and managing the information in the H-BIM model. © 2019, © 2019 Taylor & Francis.