Towards systems architecture for building operation analysis in large-scale environments Adam Kučera }Introduction & Motivation – Facility Management systems }Problem – BMS data analysis }Methods & Areas of research }Results }Conclusions Introduction }Facility management systems Facility management }According to IFMA (International Facility management association): „a profession that encompasses multiple disciplines to ensure functionality of the built environment by integrating people, place, process and technology“ }FM ensures tasks, which are not part of organization‘s „core business“ CAFM(Computer-Aided Facility Management) }CAFM software supports: }Space management }Maintenance }Energy management }Provides advanced analytical tools C:\Users\Adam\Documents\muni\IA068 Informatický seminář\energy_mgt.jpg C:\Users\Adam\Documents\muni\IA068 Informatický seminář\30_screenshot.jpg C:\Users\Adam\Documents\muni\IA068 Informatický seminář\10_1_sm.jpg C:\Users\Adam\Documents\muni\IA068 Informatický seminář\31_screenshot.jpg BIM (Building Infrastructure Modelling) }Database of building constructions and devices C:\Users\Adam\Documents\muni\IA068 Informatický seminář\tpasp.PNG C:\Users\Adam\Documents\muni\IA068 Informatický seminář\spasp.PNG C:\Users\Adam\Documents\muni\IA068 Informatický seminář\3d01.png BMS (Building management system) }Monitors and controls building automation systems }MU has large BMS (40 buildings, 1000 devices,...) C:\Users\Adam\Documents\muni\IA068 Informatický seminář\web_schema.PNG C:\Users\Adam\Documents\muni\IA068 Informatický seminář\bms_mt.PNG Motivation }Facility manager should be able to query the BMS system in similar manner to those examples: }Show me which rooms on the second floor of A11 building had running AC units during last 8 weekends. }Tomorrow morning, I want to receive report about electricity consumption in 5 minute intervals for those 4 buildings during this night. }I want to know which devices influence temperature in office of Mr./Mrs. XY. }For all buildings at University Campus, compare electricity consumption per square meter. } Problem }Issues od building operation analysis Issues of BMS }Inaccessible data }Missing semantics }Inflexible built-in analytical features }=> }Advanced analytical tools are unavailable for large-scale environments }Integration of BMS, BIM and CAFM does not exist } Two types of users }BMS contain precise and detailed data about building operation }Those data are not easily accessible }Two kinds of people: }Knows how to analyze data but can‘t get them (Facility managers) }Knows how to get the data but can‘t analyze them (BMS operators) Methods & Areas of research }Steps towards flexible and efficient analysis C:\Users\Adam\Documents\muni\IA068 Informatický seminář\integration.png Methods and areas of research }Systems architecture }Exposing the BMS data }BMS data semantics }BMS specific operators }Query typology }Query definition }Visualization of results Results }Existing applications & tools, Work in progress }Exposing data }Technology data mart }BMS API }Integrating BMS&BIM }Ontology repository }Analysis & UI }CEP engine }Archive data browser }Machine learning methods C:\Users\Adam\Documents\muni\IA068 Informatický seminář\uc_8_v1.png C:\Users\Adam\Documents\muni\IA068 Informatický seminář\uc_8_v2.png C:\Users\Adam\Documents\muni\IA068 Informatický seminář\chart3_tp_crop.png Results C:\Users\Adam\Documents\muni\IA068 Informatický seminář\uc_6_v1.png Tools are made without the support of ontology – repeating problems lead us to its development Conclusions }Benefits of proposed solution Conclusion }The main goal: }Platform/Architecture for FM data processing }Developers will focus on: }Analytical methods }Convenient user interfaces }Facility managers will be provided with: }Direct querying of the BMS }Flexible reports }Advanced analytical tools }Incorporation of BMS data into CAFM } } C:\Users\Adam\Documents\muni\IA068 Informatický seminář\02_ukb_teploty.jpg Platform contains APIS, OLAP, ontology repository, guidlines for querying Development of new applications will be reduced to fornt-end and analytical features (machine learning,...) Not many people understands all areas - BMS, GIS, AI Incorporation of BMS data into decission support tools provided by CAFM Thank You for your attention. }Questions?