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Master thesis research
Presentation @Beyond BIM symposium, 09-12-2015
Stijn van Schaijk
Process mining in the construction industry
About myself
• Study: Master, Construction Management and
Engineering @ TU/e
• Sept 2015 - now: BIM consultant @ Bureau Based
• Job 2012 – sept 2015: BIM employee @ Hendriks Bouw
en Ontwikkeling
Always the same problems?
Complexity in construction
• Winch (1987): construction projects are amongst the most complex of all activities.
• Gidado (1996): rapid increase in the complexity of construction processes
IT in construction to manage processes
Plan
Build
Operate
BIM
Design Support
Systems
Project Information
Systems
Facility Management
Systems
Process Mining
• Analyse Event Logs to learn from processes
https://www.youtube.com/watch?v=7oat7MatU_U
Case study’s: Construction process mining
Plan
Build
Operate
BIM
Process mining with facility
management data
Construction design
process mining
BIM based process mining
Construction design process mining
Most extreme result: validating 1 specification had 1904
process steps!
Construction design process mining
“Process mining analytics did us realize that we use our IT
systems to store information, but those systems don’t
automatically facilitate an efficient process”
-Process engineer, contractor
More info? Paper upcoming…
Process mining with facility management
data
Errors solved within 3 minutes costed 300 euros each (total
of €723600)
Process mining with facility management
data
“We can better invest in data analytics to save money than
fire our own people”
-Facility manager, Erasmus Hospital
More info? Read:
https://www.dropbox.com/s/66z1tdq48es3j5l/Case%20Stu
dy%20Erasmus%20english%20V1.pdf?dl=0
Case study: BIM based process mining
• Target: Shorten construction projects
• How: Plan, (Autonomous-) Capture, Analyse and Re-use process
data from construction sites
• With: Using BIM and Process mining techniques
Plan
CaptureAnalyse
Re-use
Case study
• Project: Schependomlaan
• Projectmanagement:
Hendriks Bouw en
Ontwikkeling
• Partners: RAAMAC:
http://raamac.cee.illinois.edu/
Case Study: Plan
1. Connect planning to IFC
2. Generate As-Planned models
Plan
CaptureAnalyse
Re-use
Case Study: Capture
1. Scan construction site with drones
2. Create As-Built Point cloud model
(Structure from motion)
3. Compare As-Built with As-Planned
4. Merge results with event log
Plan
CaptureAnalyse
Re-use
Case study: Capture: Dronescan
Case study: Capture: Dronescan
Case study: Capture: Dronescan
Case study: Capture: Compare
Case study: Analyse
1. Event log analytics
-Merge As-Planned and As-
Built in Event-logPlan
CaptureAnalyse
Re-use
Case study: Generate event log
Case study: Analyse
1. Event log analytics
1. As-Planned vs As-Built
2. Durations
3. Process variants
4. Bottlenecks
Case study: Re-use
1. Plannings Consult
Plan
CaptureAnalyse
Re-use
Case study: Re-use
1. Planning consult
Upload IFC
Search in
event-log
database
Planning advice
and risk
identification
Case study: Re-use -> Planning consult
Case study: Re-use -> Planning consult
Case study: Recap
Plan
CaptureAnalyse
Re-use
‘Data explosion’
• More devices,
• More sensors,
• More camera’s.
• Upcoming: Intelligent ways to register processes
• So: more data
BIM based Process Mining
BIM based Process Mining
BIM based Process Mining
Conclusion and discussion
1. Current IT systems can be used for process
mining, valuable data in there!
2. Process mining enables fact based problem
identification
3. BIM based process mining is possible
-Use GUIDs to connect information from different tools.
Further work
1. Automate process capturing on construction
sites.
2. Combine data from several IT systems.
3. Better/more advanced planning consult
Questions?
Want to get updates? Fill in this form: http://goo.gl/forms/yLv9AljWjG
Contact:
LinkedIn: https://nl.linkedin.com/in/stijnvanschaijk
Twitter: @stijnvanschaijk
Mail:s.v.schaijk@student.tue.nl

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Process mining in the construction industry beyond bim congres

  • 1. Master thesis research Presentation @Beyond BIM symposium, 09-12-2015 Stijn van Schaijk Process mining in the construction industry
  • 2. About myself • Study: Master, Construction Management and Engineering @ TU/e • Sept 2015 - now: BIM consultant @ Bureau Based • Job 2012 – sept 2015: BIM employee @ Hendriks Bouw en Ontwikkeling
  • 3. Always the same problems?
  • 4. Complexity in construction • Winch (1987): construction projects are amongst the most complex of all activities. • Gidado (1996): rapid increase in the complexity of construction processes
  • 5. IT in construction to manage processes Plan Build Operate BIM Design Support Systems Project Information Systems Facility Management Systems
  • 6. Process Mining • Analyse Event Logs to learn from processes https://www.youtube.com/watch?v=7oat7MatU_U
  • 7. Case study’s: Construction process mining Plan Build Operate BIM Process mining with facility management data Construction design process mining BIM based process mining
  • 8. Construction design process mining Most extreme result: validating 1 specification had 1904 process steps!
  • 9. Construction design process mining “Process mining analytics did us realize that we use our IT systems to store information, but those systems don’t automatically facilitate an efficient process” -Process engineer, contractor More info? Paper upcoming…
  • 10. Process mining with facility management data Errors solved within 3 minutes costed 300 euros each (total of €723600)
  • 11. Process mining with facility management data “We can better invest in data analytics to save money than fire our own people” -Facility manager, Erasmus Hospital More info? Read: https://www.dropbox.com/s/66z1tdq48es3j5l/Case%20Stu dy%20Erasmus%20english%20V1.pdf?dl=0
  • 12. Case study: BIM based process mining • Target: Shorten construction projects • How: Plan, (Autonomous-) Capture, Analyse and Re-use process data from construction sites • With: Using BIM and Process mining techniques Plan CaptureAnalyse Re-use
  • 13. Case study • Project: Schependomlaan • Projectmanagement: Hendriks Bouw en Ontwikkeling • Partners: RAAMAC: http://raamac.cee.illinois.edu/
  • 14. Case Study: Plan 1. Connect planning to IFC 2. Generate As-Planned models Plan CaptureAnalyse Re-use
  • 15. Case Study: Capture 1. Scan construction site with drones 2. Create As-Built Point cloud model (Structure from motion) 3. Compare As-Built with As-Planned 4. Merge results with event log Plan CaptureAnalyse Re-use
  • 16. Case study: Capture: Dronescan
  • 17. Case study: Capture: Dronescan
  • 18. Case study: Capture: Dronescan
  • 20. Case study: Analyse 1. Event log analytics -Merge As-Planned and As- Built in Event-logPlan CaptureAnalyse Re-use
  • 21. Case study: Generate event log
  • 22. Case study: Analyse 1. Event log analytics 1. As-Planned vs As-Built 2. Durations 3. Process variants 4. Bottlenecks
  • 23. Case study: Re-use 1. Plannings Consult Plan CaptureAnalyse Re-use
  • 24. Case study: Re-use 1. Planning consult Upload IFC Search in event-log database Planning advice and risk identification
  • 25. Case study: Re-use -> Planning consult
  • 26. Case study: Re-use -> Planning consult
  • 28. ‘Data explosion’ • More devices, • More sensors, • More camera’s. • Upcoming: Intelligent ways to register processes • So: more data
  • 32. Conclusion and discussion 1. Current IT systems can be used for process mining, valuable data in there! 2. Process mining enables fact based problem identification 3. BIM based process mining is possible -Use GUIDs to connect information from different tools.
  • 33. Further work 1. Automate process capturing on construction sites. 2. Combine data from several IT systems. 3. Better/more advanced planning consult
  • 34. Questions? Want to get updates? Fill in this form: http://goo.gl/forms/yLv9AljWjG Contact: LinkedIn: https://nl.linkedin.com/in/stijnvanschaijk Twitter: @stijnvanschaijk Mail:s.v.schaijk@student.tue.nl