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Javier VENEGAS [email protected] Paris, France Understanding Buildings using Machine Learning

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Page 1: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

Javier VENEGAS

[email protected]

Paris, France

Understanding

Buildings using

Machine Learning

Jean-Paul BALOCHECEO

Constantin CHEVANCEHead of Product

Sergejs MIHAILOVSData Engineer

Diego ZUNIGAData Scientist

Javier VENEGASCTO

OUR TEAM

BIM : INDUSTRIALIZATION TIME

70’s

Draw complex buildings

with strong constraints

Draw complex buildings

with strong constraints

Now

BIM : INDUSTRIALIZATION TIME

Standard exchange data model : IFC

PDF for BIM

Page 5: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

EXAMPLE

Facade is one only wall,

related to one floor.

Take others floors = no wall

GENERAL GEOMETRIC DATA INCONSISTENCY

Page 6: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

OBJECT GEOMETRIC DATA INCONSISTENCY

This is not a door.

EXAMPLE

● Language

● Measuring unit

● Definition of a door

● Modelisation length vs Metadata length

● Depth of the door = depth of the wall ?

● ...

Page 7: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

BIMPlatform & APP

DeepBIM

Transfo 3D

Graph

DOC

SQL

OUR SOLUTION : DeepBIM

DATA

WRANGLING

NeuralNetworks

Page 8: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

API Gateway

Project API

Queue Handler

Kubernetes Cluster APIs :

● 3D retranscription

● Graph Creation

● IPC Ressources

● ...

Deep Learning

Neural Network

DeepBIM : ARCHITECTURE

Page 9: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

IFC

Documents

DeepBIM : BUILDING INFORMATION MODEL

3D Transformation Exploration

Page 10: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

DeepBIM : FROM IMPLICIT DATA TO EXPLICIT DATA

Page 11: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

DeepBIM : CREATING A NEW 3D REPRESENTATION

Page 12: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

DeepBIM : DETECTING SPACES

Page 13: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

DeepBIM : THE NEW DATA REPRESENTATION

Page 14: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

DATA EXPLORATION EXAMPLE

Page 15: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

Dashboard example

Page 16: Understanding Buildings using Machine Learning · BIM : INDUSTRIALIZATION TIME 70’s Draw complex buildings ... Standard exchange data model : IFC PDF for BIM. EXAMPLE Facade is

Javier VENEGAS

[email protected]

Thanks for your attention !

Any questions ?

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