Nguyen, L D and Tran, D Q (2021) Measurement of fuzzy membership functions in construction risk assessment. Journal of Construction Engineering and Management, 147(4): 04021005, ISSN 0733-9364
Abstract
Fuzzy set theory (FST), especially its concepts of linguistic variables and fuzzy membership functions (FMFs), has been frequently used in construction risk assessment due to a lack of historical data and reliance on expert opinions. However, FMFs have to be properly defined to leverage the ability of FST in dealing with vagueness, imprecision, and uncertainty in expert opinions. This study aims to identify risk variables and their associated FMFs used in relevant literature and develop a process of measuring FMFs. The research methodology involves conducting a systematic review, developing a process for defining FMFs, and validating the proposed process through an illustrative case study with hurricane storms as a risk event. Results showed that only 11 risk factors represented 77% variables used in 131 articles that were found relevant for further analysis. Most studies (88%) arbitrarily assigned FMFs to their risk variables despite the fact that defining FMFs is one of the critical steps for the successful use of FST-based methods. Membership functions have to be measured with relevant data, including those provided by experts. To fill this knowledge gap, a step-by-step process is developed based on the modified horizontal approach and applied in the case study to appropriately determine the FMFs of the risk variables. Separate empirical hurricane-related public data were used to verify the determined FMFs. This study contributes to the body of knowledge by providing standardizing FST-based methods for risk assessment and measuring the FMFs of risk variables. The study also facilitates the application of FST-based methods in actual construction projects and operations.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | construction; fuzzy set theory; linguistic variable; membership function; risk assessment |
| Index terms: | research methodology, systematic literature review, construction project, risk factor, case study, body of knowledge, fuzzy set theory, risk assessment |
| Subjects: | research evaluation and metrics, production management, decision-making and optimization, knowledge management, data collection methods, research design and methodology, environmental hazards, financial risk |
| Topics: | Cost Management, Project Management, Research Practice, Sustainability, Information Management |
| Descriptive scope: | 4 PCTE |
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