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Journal Articles

Data integration and machine learning applications for improved text classification and performance benchmarking in small buildings

Sungil Hong, Daniel Castro-Lacouture, Baabak Ashuri, Xiuwei Zhang, Ibrahim Bilau, Eunhwa Yang
Journal: Journal of Facilities Management
Journal of Facilities Management (2026) 24 (3): 597–620.
https://doi.org/10.1108/JFM-10-2024-0122
Published: 24 March 2026
...Sungil Hong; Daniel Castro-Lacouture; Baabak Ashuri; Xiuwei Zhang; Ibrahim Bilau; Eunhwa Yang Purpose This study aims to enhance facility management ( FM ) in small buildings by integrating diverse computerized maintenance management system ( CMMS ) data sets and applying machine learning ( ML...
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Journal Articles

Development of the new machine-learning approach in pipeline condition assessment prediction and optimizing rehabilitation strategies

Ardalan Sabamehr, Nima Amani, Solomon Boateng, Adam Sommer
Journal: Journal of Facilities Management
Journal of Facilities Management (2025) 23 (5): 929–948.
https://doi.org/10.1108/JFM-06-2024-0077
Published: 09 December 2024
...Ardalan Sabamehr; Nima Amani; Solomon Boateng; Adam Sommer Purpose This paper aims to outlines a model for water main rehabilitation in Kitchener, Ontario, using a machine-learning approach. Water main networks are vital infrastructure, requiring regular condition assessments to ensure consistent...
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