Digital building management through digital twins and data science technologies

Marocco, Marco (2023) Digital building management through digital twins and data science technologies. PhD thesis, Università degli Studi di Trieste, Italy.

Abstract

THe accession iThe management of buildings has been currently gaining momentum in the construction industry. Public and private organisations which deal with managing facilities are interested in and needy to use any means to run their business as best as possible. Indeed, the life cycle of buildings is distributed in an asymmetric way, where the longest part regards the operational phase, leading to a huge importance to this stage. Traditionally, buildings used to be managed by using paper-based documents, personal experience, and manual analysis approaches. This implied loss of data and separated data silos, insights potentially biased in favour of knowledge, and time-consuming tasks. With the advent of the fourth industrial revolution, technology has boosted the opportunities to exploit disruptive tools to effectively manage buildings in a digital way and data has been put in the centre of attention. Although the digital building management can be extremely useful to manage the usage of data, organisations need appropriate methods, tools and skills to handle it. Nevertheless, most of organisations are not ready or capable to embrace innovations and still use old and traditional practices, even if error-prone and less efficient. As a result, the digital building management is not conducted at a reasonable and effective level. In addition to it, not only the abundance of data might be problematic, but also its format, as data is often stored using unstructured formats, leading to the impossibility to effectively exploit it. This leads to the following research questions: What are the methods and technologies that can be exploited in order to improve the building management? How should they be implemented and applied to reach such result? To what extent is data exploitable for the building management enhancement? The manuscript aims to improve the management of buildings. The first research objective concerns implementing the BIM method, defining crucial FM system features and describing how to generate digital models to lay the foundation for an effective digital management of buildings. The second one focuses on proposing solutions for space and maintenance management exploiting innovative technologies and techniques, namely Digital Twins and text-mining algorithms, in order to improve the management of buildings. The outcome of this research is a series of guidelines, which both public and private organisations can use, for enhancing building management.

Item Type: Thesis (Doctoral)
Thesis advisor: Garofolo, Ilaria
Uncontrolled Keywords: digital twin; data science; BIM; facility management; text mining
Index terms: maintenance management, life cycle, fourth industrial revolution, mining, construction industry, building management, science, documents, digital twin
Subjects: geotechnical engineering, industry analysis, management, professional development, technology adoption, value management, maintenance engineering, digital engineering, specialized education
Topics: Project Management, Engineering Principles, Education, Business Strategy, Research Practice, Information Management, Digital Applications
Descriptive scope: 3 PCT

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here