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

Bienvenido-Huertas, David; Enrique Nieto-Julian, Juan; Jose Moyano, Juan; Manuel Macias-Bernal, Juan; Castro, Jose

Abstract

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.

Más información

Título según WOS: ID WOS:000463525500001 Not found in local WOS DB
Título de la Revista: INTERNATIONAL JOURNAL OF ARCHITECTURAL HERITAGE
Volumen: 14
Número: 8
Editorial: TAYLOR & FRANCIS INC
Fecha de publicación: 2020
Página de inicio: 1148
Página final: 1160
DOI:

10.1080/15583058.2019.1589602

Notas: ISI