TY - GEN
T1 - Using building information model data for generating and updating diagnostic models
AU - Provan, G.
AU - Ploennigs, J.
AU - Boubekeur, M.
AU - Mady, A.
AU - Ahmed, A.
PY - 2009
Y1 - 2009
N2 - We show how to use a Building Information Model (BIM) to structure fault detection and diagnostics (FDD) models for building applications, and also how BIM data can be used for learning model parameters for updating the FDD parameters following building commissioning. We propose an approach for generating FDD rules using a generic meta-model together with the data defined in a BIM or Building Management System design database. Our meta-model is a detailed model that identifies a key set of properties of a system, e.g., connectivity and functionality of the devices that comprise the system. We then show how we can tune the parameters of such FDD rules using data from a building simulation model, or from actual building data collected in a data warehouse. We illustrate our approach using a lighting systems model within an intelligent building application.
AB - We show how to use a Building Information Model (BIM) to structure fault detection and diagnostics (FDD) models for building applications, and also how BIM data can be used for learning model parameters for updating the FDD parameters following building commissioning. We propose an approach for generating FDD rules using a generic meta-model together with the data defined in a BIM or Building Management System design database. Our meta-model is a detailed model that identifies a key set of properties of a system, e.g., connectivity and functionality of the devices that comprise the system. We then show how we can tune the parameters of such FDD rules using data from a building simulation model, or from actual building data collected in a data warehouse. We illustrate our approach using a lighting systems model within an intelligent building application.
KW - Building information model
KW - Fault detection and diagnostics
KW - Parameter estimation
UR - https://www.scopus.com/pages/publications/84858408818
M3 - Conference proceeding
AN - SCOPUS:84858408818
SN - 9781905088300
T3 - Proceedings of the 12th International Conference on Civil, Structural and Environmental Engineering Computing
BT - Proceedings of the 12th International Conference on Civil, Structural and Environmental Engineering Computing
T2 - 12th International Conference on Civil, Structural and Environmental Engineering Computing, CC 2009
Y2 - 1 September 2009 through 4 September 2009
ER -