Using a data driven neural network approach to forecast building occupant complaints

S Assaf, I Srour - Building and Environment, 2021 - Elsevier
Occupant complaints are a reflection of poor building performance and an unsatisfactory
indoor environment. One way to mitigate these complaints and to ensure occupants' …

Minimizing facility corrective maintenance: Benchmarking preventative-to-corrective maintenance ratios using maintenance data and building age in dormitories

DJ Weeks, F Leite - Journal of Management in Engineering, 2022 - ascelibrary.org
Facility managers (FM) need impartial facility performance benchmarks to manage
maintenance performance best, especially as facilities age and deferred work increases …

[PDF][PDF] WORK ORDER PRIORITIZATION USING NEURAL NETWORKS TO IMPROVE BUILDING OPERATION

X Gao - 2024 - itcon.org
Current practices for prioritizing maintenance work orders are mainly user-driven and lack
consistency in collecting, processing, and managing the large amount of data. While …

[PDF][PDF] Current Overview of CMMS Operationality: Brazilian Scenario

ES Amorim, EGM Silva… - International Journal of …, 2023 - researchgate.net
Currently, the impacts of Industry 4.0 are observed in the construction industry, commonly
referred to as Construction 4.0, emerging linked to technological innovations. Construction …

Maintenance strategy decision making leveraging facility past performance data in military dormitories

DJ Weeks - 2022 - repositories.lib.utexas.edu
Operations and maintenance (O&M) is the longest and most expensive portion of the facility
lifecycle and accounts for over 60% of all costs. In the O&M phase, facility maintenance …