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2023 | OriginalPaper | Chapter

Digital Construction Strategy for Project Management Optimization in a Building Renovation Site: Machine Learning and Big Data Analysis

Authors : Sofia Agostinelli, Fabrizio Cumo, Riccardo Marzo, Francesco Muzi

Published in: Trends on Construction in the Digital Era

Publisher: Springer International Publishing

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Abstract

The chapter delves into the challenges of construction delivery delays in the AEC sector and introduces digital technologies as a solution. It reviews literature on BIM-based approaches, delay factors, and integrated project delivery methods like IPD. The methodology focuses on Lean Construction principles and the implementation of a dynamic digital framework using BIM and machine learning. A case study of a historical building renovation in Rome demonstrates the practical application of these strategies, resulting in a 4% reduction in construction delays. The research highlights the potential of digital transformation in the construction industry, emphasizing the need for a substantial digital shift to improve efficiency and predictive maintenance.

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Metadata
Title
Digital Construction Strategy for Project Management Optimization in a Building Renovation Site: Machine Learning and Big Data Analysis
Authors
Sofia Agostinelli
Fabrizio Cumo
Riccardo Marzo
Francesco Muzi
Copyright Year
2023
DOI
https://doi.org/10.1007/978-3-031-20241-4_2