Redirigiendo al acceso original de articulo en 24 segundos...
Inicio  /  Buildings  /  Vol: 14 Par: 4 (2024)  /  Artículo
ARTÍCULO
TITULO

Generation of Construction Scheduling through Machine Learning and BIM: A Blueprint

Mazen A. Al-Sinan    
Abdulaziz A. Bubshait and Zainab Aljaroudi    

Resumen

Recent advancements in machine learning (ML) applications have set the stage for the development of autonomous construction project scheduling systems. This study presents a blueprint to demonstrate how construction project schedules can be generated automatically by employing machine learning (ML) and building information modeling (BIM). The proposed solution should utilize building information modeling (BIM) international foundation class (IFC) 3D files of previous projects to train the ML model. The training schedules (the dependent variable) are intended to be prepared by an experienced scheduler, and the 3D BIM files should be used as the source of the scheduled activities. Using the ML model can enhance the generalization of model application to different construction projects. Furthermore, the cost and required resources for each activity could be generated. Accordingly, unlike other solutions, the proposed solution could sequence activities based on an ML model instead of manually developed constraint matrices. The proposed solution is intended to generate the duration, cost, and required resources for each activity.

 Artículos similares

       
 
Cesar Hidalgo, Gloria Carvajal, Angela Hincapie, Fredy Muñoz and Mario Hernández    
In several countries, brick and ceramic tile are the most important construction materials; therefore, associated waste generation is common in construction and demolitions. An alternative use for waste is to incorporate it into road construction. Howeve... ver más
Revista: Buildings

 
Wenfeng Du, Liming Zhu, Hao Zhang, Zhiyong Zhou, Kewei Wang and Nasim Uddin    
The development and application of new Fiber Reinforced Polymer (FRP) material and 3D printing construction technology provide a basis for making up for the shortcomings of traditional thin-shell structures and building new thin-shell structures with bet... ver más
Revista: Buildings

 
Litao Han, Hu Qiao, Zeyu Li, Mengfan Liu and Pengfei Zhang    
Indoor space information is the basis of indoor location services such as indoor navigation, path planning, emergency evacuation, etc. Focusing on indoor navigation needs, this paper proposes a fast construction algorithm for a complex indoor space topol... ver más

 
Jianan Bai, Danyang Qin, Ping Zheng and Lin Ma    
In visual indoor positioning systems, the method of constructing a visual map by point-by-point sampling is widely used due to its characteristics of clear static images and simple coordinate calculation. However, too small a sampling interval will cause... ver más

 
Kehan Zhang, Na Zhang, Fengmei Quan, Yuan Li and Shaosen Wang    
Architectural heritage in historic districts, as a complex type of heritage, encompasses both the uniqueness of the building itself and also shows cultural and regional characteristics as a group, especially for the heritage site that contains multi-cult... ver más
Revista: Buildings