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Understanding Buildings using Machine Learning Javier VENEGAS - PowerPoint PPT Presentation

Feb 05, 2024 •260 likes •431 views

Understanding Buildings using Machine Learning Javier VENEGAS javier.venegas@novalian.fr Paris, France OUR TEAM Jean-Paul BALOCHE Constantin CHEVANCE CEO Head of Product Javier VENEGAS Sergejs MIHAILOVS Diego ZUNIGA CTO Data Engineer

  1. Understanding Buildings using Machine Learning Javier VENEGAS javier.venegas@novalian.fr Paris, France

  2. OUR TEAM Jean-Paul BALOCHE Constantin CHEVANCE CEO Head of Product Javier VENEGAS Sergejs MIHAILOVS Diego ZUNIGA CTO Data Engineer Data Scientist

  3. BIM : INDUSTRIALIZATION TIME 70’s Now Draw complex buildings Draw complex buildings with strong constraints with strong constraints

  4. BIM : INDUSTRIALIZATION TIME Standard exchange data model : IFC PDF for BIM

  5. GENERAL GEOMETRIC DATA INCONSISTENCY EXAMPLE Facade is one only wall, related to one floor. Take others floors = no wall

  6. OBJECT GEOMETRIC DATA INCONSISTENCY EXAMPLE ● Language ● Measuring unit ● Definition of a door ● Modelisation length vs Metadata length ● Depth of the door = depth of the wall ? ● ... Thi his s is is not not a a doo oor.

  7. OUR SOLUTION : DeepBIM Neural BIM Networks Platform & APP DATA DeepBIM WRANGLING Graph Transfo DOC 3D SQL

  8. DeepBIM : ARCHITECTURE API Gateway Kubernetes Cluster APIs : Project API ● 3D retranscription ● Graph Creation ● IPC Ressources Queue Handler ● ... Deep Learning Neural Network

  9. DeepBIM : BUILDING INFORMATION MODEL Documents IFC Exploration 3D Transformation

  10. DeepBIM : FROM IMPLICIT DATA TO EXPLICIT DATA

  11. DeepBIM : CREATING A NEW 3D REPRESENTATION

  12. DeepBIM : DETECTING SPACES

  13. DeepBIM : THE NEW DATA REPRESENTATION

  14. DATA EXPLORATION EXAMPLE

  15. Dashboard example

  16. Javier VENEGAS javier.venegas@novalian.fr Thanks for your attention ! Any questions ?

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