01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the...

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09.05.22 1 an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug & Håvard Bell Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure SINTEF building and infrastructure
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Transcript of 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the...

Page 1: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

21.04.23 1

an ontology for the building industry

COST C21 conference in Geneva

Lars Bjørkhaug & Håvard BellLars Bjørkhaug & Håvard BellSINTEF building and infrastructureSINTEF building and infrastructure

Page 2: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

Lars Bjørkhaug, SINTEF Building and infrastructure

Introduction to IFD and its connection to IFCIntroduction to IFD and its connection to IFC

IFD - International Framework for DictionariesIFD - International Framework for Dictionaries

EDIBATECLexiConF l a g o f N e t h e r l a n d s . i c oF l a g o f S w e d e n . i c oF l a g o f N o r w a y . i c oF l a g o f N e t h e r l a n d s . i c oF l a g o f S w e d e n . i c oF l a g o f N o r w a y . i c o

BARBiBARBi …

IFD (ISO/DIS 12006-3) was developed by ISO/TC 59/SC 13/WG 6IFD (ISO/DIS 12006-3) was developed by ISO/TC 59/SC 13/WG 6

IFD is an EXPRESS model standardised in ISO 12006-3IFD is an EXPRESS model standardised in ISO 12006-3

Several countries has started building dictionaries based on IFDSeveral countries has started building dictionaries based on IFD

IFC have support for IFD information as of version Ifc2x3gIFC have support for IFD information as of version Ifc2x3g

The Norwegian BuildingSMART project and STABU has developed a The Norwegian BuildingSMART project and STABU has developed a common WSDL interface (API) to a unified IFD library common WSDL interface (API) to a unified IFD library

BARBi and LexiCon is now harmonized in a common IFD libraryBARBi and LexiCon is now harmonized in a common IFD library

USA and Canada has just signed an agreement to join the effortUSA and Canada has just signed an agreement to join the effort

Version 2 of the API freely accessible on: Version 2 of the API freely accessible on:

http://services.ifd-library.org/api/2.0?wsdl

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Lars Bjørkhaug, SINTEF Building and infrastructure

IFC version 2x3gIFC version 2x3g

Adds support for IFD and GIS systems and their descriptive data

Building information models, GIS and ontologies - Building information models, GIS and ontologies - integratedintegrated

IFC – IFC – Industry Foundation ClassesIndustry Foundation Classes A complete building model Implemented in a large number of tools

IDM Information delivery manualsIDM Information delivery manuals

Formalised agreements of what to exchange,how and when.

IFD (ISO/DIS 12006-3)

Adds support for ontologies to IFC Facilitates better integration of

IFC with other standards Greatly improve the usability of

IFC property-sets

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Lars Bjørkhaug, SINTEF Building and infrastructure

Give one concept multiple names in multiple languagesGive one concept multiple names in multiple languages

Concepts are categorized as being either objects, activities, Concepts are categorized as being either objects, activities, properties, actors, ativities, measures, groups or units.properties, actors, ativities, measures, groups or units.

In IFD a concept can have In IFD a concept can have multiple names in the same multiple names in the same languagelanguage

bjelke

truss

beam

ligger

balk

pumppump

Activity or process to pump

Physical object a physical pump on a plant

Functional object a pump as a functional object … … or one name can refer to or one name can refer to multiple conceptsmultiple concepts

What can IFD do?What can IFD do?

dørdør

doordoordørbladdørblad

IFD captures what dictionaries IFD captures what dictionaries normally don't.normally don't.

door door-setdoor door-set

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Lars Bjørkhaug, SINTEF Building and infrastructure

The IFD API adds even more functionalityThe IFD API adds even more functionality

Ability to know who added concept, originally

Ability to tag every relationship between two concepts with a context

A context is a ”view” of the concepts. A context is a grouping of relationships between concepts. A context can be constrained for a given set of users, or be open for everyone

Ability to know the status of each concept (DRAFT, APPROVED, etc.)

Ability to set preferred name of given concept

A name can be preferred for some and not for others. Easier to use API

The complexity of the ISO 12006-3 model is hidden in the API The API is open and standardized and independent of

software or platform.

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Lars Bjørkhaug, SINTEF Building and infrastructure

Page 7: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

Lars Bjørkhaug, SINTEF Building and infrastructure

Page 8: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

Lars Bjørkhaug, SINTEF Building and infrastructure

Page 9: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

Lars Bjørkhaug, SINTEF Building and infrastructure

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Lars Bjørkhaug, SINTEF Building and infrastructure

In a briefing document

Properties

In product catalogues

Properties

In classification systems

Properties

In building specifications

Properties

In a calculation system

Properties

In a Facility management system

Properties

In IFC

Properties

In a CAD system

Properties

IFD dictionary

Properties

How concepts are added to the IFD libraryHow concepts are added to the IFD library

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Lars Bjørkhaug, SINTEF Building and infrastructure

Properties

BARBi - Norway

PropertiesLexiCon - Nederland

PropertiesEDIBATC - France

Properties…

Properties

One concept carries the same unique identificatior in every language

78AF4E98C8D4406B873DBB85E1FE7DB

In a briefing document

In product catalogues

Properties

In classification systems

Properties

In building specifications

Properties

In a calculation system

Properties

In a Facility management system

Properties

In IFC

Properties

In a CAD system

Properties

How concepts are added to the IFD libraryHow concepts are added to the IFD library

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Lars Bjørkhaug, SINTEF Building and infrastructure

IFD, OWL and Topic mapsIFD, OWL and Topic maps

IFD – OWL (Web Ontology Language) ”Same” goal, different technologies

IFD has an EXPRESS meta model, OWL (RTF) is based on XML EXPRESS models can easily be converted to XML There exist OWL exports from IFD

IFD - Topic maps

very similar conceptually. ”concept” = ”topic” simliar ways of relating concepts by objectified relationships

IFD, OWL and Topic maps are complimentary technologies, Not compiting technologies

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Lars Bjørkhaug, SINTEF Building and infrastructure

Further reading: Further reading:

For information about IFD visit: For information about IFD visit: http://www.ifd-library.org/http://www.ifd-library.org/

Link to online version of the different libraries

Papers and documentation about the project

Documentation for the new API

Tools and demos

For the WSDL API visit: For the WSDL API visit: http://buildingsmart.byggforsk.no/index.php/Ifd:IFD_APIhttp://buildingsmart.byggforsk.no/index.php/Ifd:IFD_API

An overview of existing functionality

Possibility to suggest changes and report errors

(Website soon moving to www.ifd-library.org)

Web-service already up running at :

http://services.ifd-library.org/api/2.0?wsdl

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Lars Bjørkhaug, SINTEF Building and infrastructure

Providing life cycle planning Providing life cycle planning services services using a buildingSMART using a buildingSMART

ontologyontology

An example of practical use An example of practical use combining IFC / IFD and GIS datacombining IFC / IFD and GIS data

Lars Bjørkhaug – Håvard BellLars Bjørkhaug – Håvard Bell

Byggforsk – Norwegian building research Byggforsk – Norwegian building research instituteinstitute

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Lars Bjørkhaug, SINTEF Building and infrastructure

M a te ria l L ife t im e e q ua t io n s Z in c a n d g a lv a n ise d s te e la t = [ 0 .1 4 [S O 2]0.26e 0.021 R he f(T )/R 1.18 + 0 .0 0 41 R a in [H + ]/R ] -1 f(T ) = 0 .0 73 (T -1 0 ) w h e n T 1 0 °C , -0 .0 2 5 (T -1 0 ) o th erw ise C op p e rb t = [ 0 .0 0 0 1 8[S O 2 ]0.34 [ O 3 ]0.84R h 1.06·e f(T )/R 1.06 + 0 .00 8 0 (R a in [H + ]/R )0.93 ] -1 /0 .83 f(T ) = 0 .0 28 (T -1 0 ) w h e n T 1 0 °C , -0 .0 5 4 (T -1 0 ) o th erw ise L im e sto ne c t = [ R /(2 .7 [S O 2]0.48e -0 .018 T + 0 .0 1 9R a in [H + ]) ]1/0 .96 S a n d ston e c a n d s p on g ilitc t = [ R /(2 .0 [S O 2]0.52e f(T ) + 0 .0 2 8R a in [H + ]) ]1/0 .91 f(T ) = 0 w h e n T 1 0 °C , -0 .0 1 3 (T -1 0 ) o th erw ise B ric k m a so n ry t = 7 0 ± 3 0 (S O 21 0 g /m 3 ) , 6 5 ± 30 oth erw ise R en d e ring t = 1 0 0 0/( 1 5.5 + 0.1 24 [S O 2 ]+ 0 .01 3 R ain[H + ] ) B itu m e n fe lt t = 1 0 0 0/( 4 7.7 + 0.3 27 [S O 2 ]+ 0 .08 0 R ain[H + ] ) C on c re te t = 5 0 ± 3 0 (S O 21 0 g /m 3 ) , 4 0 ± 30 oth erw ise P a in ts o n s te e l t = [ 5 /(0 .0 3 3[S O 2] + 0 .0 1 3 R h + f(T ) + 0 .0 01 3 R ain [H + ]) ]1/0 .41 f(T ) = 0 .0 15 (T -11 ) w h e n T 11 °C , -0 .1 5 (T -11 ) o th erw ise P a in ts o n g a lvan ise d ste e l t = [ 5 /(0 .0 0 84 [S O 2 ] + 0 .0 1 5 R h + f(T ) + 0 .0 00 8 2 R a in ) ]1/0 .43 f(T ) = 0 .04 0 (T -1 0 ) w h e n T 1 0 °C , -0 .0 6 4 (T -1 0 ) o th erw ise P a in ts o n a lu m in iu m t = 1 0 0 0/( 3 2.2 + 0.1 07 [S O 2 ]+ 0 .0 2 7 R a in [H + ] ) R ep a in te d a lu m in iu m t = 1 0 0 0/( 6 2.9 + 0.3 7[S O 2 ]+ 0 .09 5 R ain [H + ] ) P a in ts o n re n de rin g t = 1 0 0 0/( 1 8.8 + 0.2 78 [S O 2 ]+ 0 .07 0 R ain[H + ] ) P a in ts o n w o o d t = 1 00 0 /( 8 7 .5 + 1 .0 3 [S O 2]+ 0 .26 0 R ain[H + ] )

aR is e q ua l to 2 0 m fo r m a in te n a nc e o f g a lva n ise d s h ee t, 3 0 m fo r re p la c em en t o f ga lv a n ise d she e t a n d w ire a n d 6 0 m fo r m a in te n a nc e o f g a lva n ise d p rofile . bR is e q ua l to 1 0 0 m fo r co p p e r ro o fin g o f 8 0 0 m to ta l th ick n ess. cR is e q ua l to 5 0 0 0 m fo r la rg e co n stru ctio n s a n d 1 0 0 0 m fo r o rn a m e n ts a n d in sc rip tio ns .

Life cycle planning service, a simplified exampleLife cycle planning service, a simplified example

Material database (IFC/IFD)Material database (IFC/IFD)GIS and environmental GIS and environmental data (IFD)data (IFD)

Building information Building information model (IFC)model (IFC)

Life cycle planning servicesLife cycle planning services

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Lars Bjørkhaug, SINTEF Building and infrastructure

M a te ria l L ife t im e e q ua t io n s Z in c a n d g a lv a n ise d s te e la t = [ 0 .1 4 [S O 2]0.26e 0.021 R he f(T )/R 1.18 + 0 .0 0 41 R a in [H + ]/R ] -1 f(T ) = 0 .0 73 (T -1 0 ) w h e n T 1 0 °C , -0 .0 2 5 (T -1 0 ) o th erw ise C op p e rb t = [ 0 .0 0 0 1 8[S O 2 ]0.34 [ O 3 ]0.84R h 1.06·e f(T )/R 1.06 + 0 .00 8 0 (R a in [H + ]/R )0.93 ] -1 /0 .83 f(T ) = 0 .0 28 (T -1 0 ) w h e n T 1 0 °C , -0 .0 5 4 (T -1 0 ) o th erw ise L im e sto ne c t = [ R /(2 .7 [S O 2]0.48e -0 .018 T + 0 .0 1 9R a in [H + ]) ]1/0 .96 S a n d ston e c a n d s p on g ilitc t = [ R /(2 .0 [S O 2]0.52e f(T ) + 0 .0 2 8R a in [H + ]) ]1/0 .91 f(T ) = 0 w h e n T 1 0 °C , -0 .0 1 3 (T -1 0 ) o th erw ise B ric k m a so n ry t = 7 0 ± 3 0 (S O 21 0 g /m 3 ) , 6 5 ± 30 oth erw ise R en d e ring t = 1 0 0 0/( 1 5.5 + 0.1 24 [S O 2 ]+ 0 .01 3 R ain[H + ] ) B itu m e n fe lt t = 1 0 0 0/( 4 7.7 + 0.3 27 [S O 2 ]+ 0 .08 0 R ain[H + ] ) C on c re te t = 5 0 ± 3 0 (S O 21 0 g /m 3 ) , 4 0 ± 30 oth erw ise P a in ts o n s te e l t = [ 5 /(0 .0 3 3[S O 2] + 0 .0 1 3 R h + f(T ) + 0 .0 01 3 R ain [H + ]) ]1/0 .41 f(T ) = 0 .0 15 (T -11 ) w h e n T 11 °C , -0 .1 5 (T -11 ) o th erw ise P a in ts o n g a lvan ise d ste e l t = [ 5 /(0 .0 0 84 [S O 2 ] + 0 .0 1 5 R h + f(T ) + 0 .0 00 8 2 R a in ) ]1/0 .43 f(T ) = 0 .04 0 (T -1 0 ) w h e n T 1 0 °C , -0 .0 6 4 (T -1 0 ) o th erw ise P a in ts o n a lu m in iu m t = 1 0 0 0/( 3 2.2 + 0.1 07 [S O 2 ]+ 0 .0 2 7 R a in [H + ] ) R ep a in te d a lu m in iu m t = 1 0 0 0/( 6 2.9 + 0.3 7[S O 2 ]+ 0 .09 5 R ain [H + ] ) P a in ts o n re n de rin g t = 1 0 0 0/( 1 8.8 + 0.2 78 [S O 2 ]+ 0 .07 0 R ain[H + ] ) P a in ts o n w o o d t = 1 00 0 /( 8 7 .5 + 1 .0 3 [S O 2]+ 0 .26 0 R ain[H + ] )

aR is e q ua l to 2 0 m fo r m a in te n a nc e o f g a lva n ise d s h ee t, 3 0 m fo r re p la c em en t o f ga lv a n ise d she e t a n d w ire a n d 6 0 m fo r m a in te n a nc e o f g a lva n ise d p rofile . bR is e q ua l to 1 0 0 m fo r co p p e r ro o fin g o f 8 0 0 m to ta l th ick n ess. cR is e q ua l to 5 0 0 0 m fo r la rg e co n stru ctio n s a n d 1 0 0 0 m fo r o rn a m e n ts a n d in sc rip tio ns .

Life cycle planning service, a simplified exampleLife cycle planning service, a simplified example

Update building modelUpdate building model

• Store information back to IFC model• Tag IFC information with guids from

IFD

Select locationSelect location

• Connect to GIS system using IFG

Collect dataCollect data

• Air quality and climatic data • Query using IFD ontology

Page 17: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

Lars Bjørkhaug, SINTEF Building and infrastructure

M a te ria l L ife t im e e q ua t io n s Z in c a n d g a lv a n ise d s te e la t = [ 0 .1 4 [S O 2]0.26e 0.021 R he f(T )/R 1.18 + 0 .0 0 41 R a in [H + ]/R ] -1 f(T ) = 0 .0 73 (T -1 0 ) w h e n T 1 0 °C , -0 .0 2 5 (T -1 0 ) o th erw ise C op p e rb t = [ 0 .0 0 0 1 8[S O 2 ]0.34 [ O 3 ]0.84R h 1.06·e f(T )/R 1.06 + 0 .00 8 0 (R a in [H + ]/R )0.93 ] -1 /0 .83 f(T ) = 0 .0 28 (T -1 0 ) w h e n T 1 0 °C , -0 .0 5 4 (T -1 0 ) o th erw ise L im e sto ne c t = [ R /(2 .7 [S O 2]0.48e -0 .018 T + 0 .0 1 9R a in [H + ]) ]1/0 .96 S a n d ston e c a n d s p on g ilitc t = [ R /(2 .0 [S O 2]0.52e f(T ) + 0 .0 2 8R a in [H + ]) ]1/0 .91 f(T ) = 0 w h e n T 1 0 °C , -0 .0 1 3 (T -1 0 ) o th erw ise B ric k m a so n ry t = 7 0 ± 3 0 (S O 21 0 g /m 3 ) , 6 5 ± 30 oth erw ise R en d e ring t = 1 0 0 0/( 1 5.5 + 0.1 24 [S O 2 ]+ 0 .01 3 R ain[H + ] ) B itu m e n fe lt t = 1 0 0 0/( 4 7.7 + 0.3 27 [S O 2 ]+ 0 .08 0 R ain[H + ] ) C on c re te t = 5 0 ± 3 0 (S O 21 0 g /m 3 ) , 4 0 ± 30 oth erw ise P a in ts o n s te e l t = [ 5 /(0 .0 3 3[S O 2] + 0 .0 1 3 R h + f(T ) + 0 .0 01 3 R ain [H + ]) ]1/0 .41 f(T ) = 0 .0 15 (T -11 ) w h e n T 11 °C , -0 .1 5 (T -11 ) o th erw ise P a in ts o n g a lvan ise d ste e l t = [ 5 /(0 .0 0 84 [S O 2 ] + 0 .0 1 5 R h + f(T ) + 0 .0 00 8 2 R a in ) ]1/0 .43 f(T ) = 0 .04 0 (T -1 0 ) w h e n T 1 0 °C , -0 .0 6 4 (T -1 0 ) o th erw ise P a in ts o n a lu m in iu m t = 1 0 0 0/( 3 2.2 + 0.1 07 [S O 2 ]+ 0 .0 2 7 R a in [H + ] ) R ep a in te d a lu m in iu m t = 1 0 0 0/( 6 2.9 + 0.3 7[S O 2 ]+ 0 .09 5 R ain [H + ] ) P a in ts o n re n de rin g t = 1 0 0 0/( 1 8.8 + 0.2 78 [S O 2 ]+ 0 .07 0 R ain[H + ] ) P a in ts o n w o o d t = 1 00 0 /( 8 7 .5 + 1 .0 3 [S O 2]+ 0 .26 0 R ain[H + ] )

aR is e q ua l to 2 0 m fo r m a in te n a nc e o f g a lva n ise d s h ee t, 3 0 m fo r re p la c em en t o f ga lv a n ise d she e t a n d w ire a n d 6 0 m fo r m a in te n a nc e o f g a lva n ise d p rofile . bR is e q ua l to 1 0 0 m fo r co p p e r ro o fin g o f 8 0 0 m to ta l th ick n ess. cR is e q ua l to 5 0 0 0 m fo r la rg e co n stru ctio n s a n d 1 0 0 0 m fo r o rn a m e n ts a n d in sc rip tio ns .

Life cycle planning service, a simplified exampleLife cycle planning service, a simplified example

Validate the modelValidate the model

• Check for missing material specifications

Get material informationGet material information

• From material db.• From IFD library specifications

Update building modelUpdate building model

• Store information back to IFC model• Using IFD tags to identify properties

Page 18: 01.06.2015 1 Lars Bjørkhaug & Håvard Bell SINTEF building and infrastructure an ontology for the building industry COST C21 conference in Geneva Lars Bjørkhaug.

Lars Bjørkhaug, SINTEF Building and infrastructure

M a te ria l L ife t im e e q ua t io n s Z in c a n d g a lv a n ise d s te e la t = [ 0 .1 4 [S O 2]0.26e 0.021 R he f(T )/R 1.18 + 0 .0 0 41 R a in [H + ]/R ] -1 f(T ) = 0 .0 73 (T -1 0 ) w h e n T 1 0 °C , -0 .0 2 5 (T -1 0 ) o th erw ise C op p e rb t = [ 0 .0 0 0 1 8[S O 2 ]0.34 [ O 3 ]0.84R h 1.06·e f(T )/R 1.06 + 0 .00 8 0 (R a in [H + ]/R )0.93 ] -1 /0 .83 f(T ) = 0 .0 28 (T -1 0 ) w h e n T 1 0 °C , -0 .0 5 4 (T -1 0 ) o th erw ise L im e sto ne c t = [ R /(2 .7 [S O 2]0.48e -0 .018 T + 0 .0 1 9R a in [H + ]) ]1/0 .96 S a n d ston e c a n d s p on g ilitc t = [ R /(2 .0 [S O 2]0.52e f(T ) + 0 .0 2 8R a in [H + ]) ]1/0 .91 f(T ) = 0 w h e n T 1 0 °C , -0 .0 1 3 (T -1 0 ) o th erw ise B ric k m a so n ry t = 7 0 ± 3 0 (S O 21 0 g /m 3 ) , 6 5 ± 30 oth erw ise R en d e ring t = 1 0 0 0/( 1 5.5 + 0.1 24 [S O 2 ]+ 0 .01 3 R ain[H + ] ) B itu m e n fe lt t = 1 0 0 0/( 4 7.7 + 0.3 27 [S O 2 ]+ 0 .08 0 R ain[H + ] ) C on c re te t = 5 0 ± 3 0 (S O 21 0 g /m 3 ) , 4 0 ± 30 oth erw ise P a in ts o n s te e l t = [ 5 /(0 .0 3 3[S O 2] + 0 .0 1 3 R h + f(T ) + 0 .0 01 3 R ain [H + ]) ]1/0 .41 f(T ) = 0 .0 15 (T -11 ) w h e n T 11 °C , -0 .1 5 (T -11 ) o th erw ise P a in ts o n g a lvan ise d ste e l t = [ 5 /(0 .0 0 84 [S O 2 ] + 0 .0 1 5 R h + f(T ) + 0 .0 00 8 2 R a in ) ]1/0 .43 f(T ) = 0 .04 0 (T -1 0 ) w h e n T 1 0 °C , -0 .0 6 4 (T -1 0 ) o th erw ise P a in ts o n a lu m in iu m t = 1 0 0 0/( 3 2.2 + 0.1 07 [S O 2 ]+ 0 .0 2 7 R a in [H + ] ) R ep a in te d a lu m in iu m t = 1 0 0 0/( 6 2.9 + 0.3 7[S O 2 ]+ 0 .09 5 R ain [H + ] ) P a in ts o n re n de rin g t = 1 0 0 0/( 1 8.8 + 0.2 78 [S O 2 ]+ 0 .07 0 R ain[H + ] ) P a in ts o n w o o d t = 1 00 0 /( 8 7 .5 + 1 .0 3 [S O 2]+ 0 .26 0 R ain[H + ] )

aR is e q ua l to 2 0 m fo r m a in te n a nc e o f g a lva n ise d s h ee t, 3 0 m fo r re p la c em en t o f ga lv a n ise d she e t a n d w ire a n d 6 0 m fo r m a in te n a nc e o f g a lva n ise d p rofile . bR is e q ua l to 1 0 0 m fo r co p p e r ro o fin g o f 8 0 0 m to ta l th ick n ess. cR is e q ua l to 5 0 0 0 m fo r la rg e co n stru ctio n s a n d 1 0 0 0 m fo r o rn a m e n ts a n d in sc rip tio ns .

Life cycle planning service, a simplified exampleLife cycle planning service, a simplified example

Update building modelUpdate building model

• Store information back to IFC model

• Using IFD tags to identify data

Connect to serviceConnect to service

• Life cycle planning service

Estimate lifespanEstimate lifespan

• using air quality and climatic data • damage functions• IFC/IFD data

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Lars Bjørkhaug, SINTEF Building and infrastructure