47
1 / 47 bSI | October 2017 [email protected] References and resources Repository (Work in Progress - should work by mid November, and also an online demo will be available) hps://github.com/MadsHolten/forge-sparql Building Topology Ontology (BOT) hps://raw.githubusercontent.com/w3c-lbd-cg/bot/master/bot.l Project page on Researchgate New findings, presentations etc. will be shared here - please join the discussion and follow the project! hps://www.researchgate.net/project/Building-Topology-Ontology-BOT Initial paper on the Building Topology Ontology (BOT) - LC3-2017, Heraklion hps://doi.org/10.24928/JC3-2017/0153 Paper on the recent changes in the Building Topology Ontology (BOT) - LDAC-2017, Dijon hps://www.researchgate.net/publication/320631574_Recent_changes_in_the_Building_Topology_Ontology Paper on the software implementation - LDAC-2017, Dijon hps://www.researchgate.net/publication/320757039_Web-based_topology_queries_on_a_BIM_model

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Page 1: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

1 / 47 bSI | October 2017 [email protected]

References and resourcesRepository (Work in Progress - should work by mid November, and also an online demo will be available)https://github.com/MadsHolten/forge-sparql

Building Topology Ontology (BOT)https://raw.githubusercontent.com/w3c-lbd-cg/bot/master/bot.ttl

Project page on ResearchgateNew findings, presentations etc. will be shared here - please join the discussion and follow the project!https://www.researchgate.net/project/Building-Topology-Ontology-BOT

Initial paper on the Building Topology Ontology (BOT) - LC3-2017, Heraklionhttps://doi.org/10.24928/JC3-2017/0153

Paper on the recent changes in the Building Topology Ontology (BOT) - LDAC-2017, Dijonhttps://www.researchgate.net/publication/320631574_Recent_changes_in_the_Building_Topology_Ontology

Paper on the software implementation - LDAC-2017, Dijonhttps://www.researchgate.net/publication/320757039_Web-based_topology_queries_on_a_BIM_model

Page 2: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

Linked Building DatabuildingSMART summitLondon, 2017Mads Holten Rasmussen

NIRAS | DTU

October 31st 2017

Page 3: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

3 / 47 bSI | October 2017 [email protected]

About me

2011 B.Sc. Architectural engineering, DTU

2013 M.Sc. Architectural Engineering, DTU

20132016

HVAC-engineer, NIRAS (former ALECTIA)2,100 employees - offices in 27 countries

2016 Industrial PhD

”Digital Infrastructure and Building Information Modeling in the design and planning of building services”

Page 4: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Problem in Scope

Page 5: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

5 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

A real life experience

Designing HVAC systems at Axel Towers, Copenhagen

Page 6: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

Contractor

Architect

Engineer

Page 7: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

7 / 47 bSI | October 2017 [email protected]

Problem in scope

Architecturaldrawing

Heat losscalculation

Page 8: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

8 / 47 bSI | October 2017 [email protected]

Problem in scope

Architecturaldrawing

Heat losscalculation

areaslenghts

room IDs

thermal requirements room usages

Page 9: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

9 / 47 bSI | October 2017 [email protected]

Problem in scope

Architecturaldrawing

Heat losscalculation

Page 10: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

10 / 47 bSI | October 2017 [email protected]

Problem in scope

Architecturaldrawing

Heat losscalculation

Page 11: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

11 / 47 bSI | October 2017 [email protected]

Problem in scope

Architecturaldrawing

Heat losscalculation

Page 12: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

12 / 47 bSI | October 2017 [email protected]

arch-drawing heat loss calc. Heating units

U-value calc.

Regulations

Plant diagram Pumps

Valves

BMSFunctionaldescription

Vent. plants VentilationMech. plans

Heating plants

Meters

Pipe sizing Distributiondiagram

Mech. plans

Mech. plans

Motors High voltage

BMS

Page 13: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

13 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

We are quite good at modeling geometry,but how about everything around it?

Page 14: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

14 / 47 bSI | October 2017 [email protected]

What do you see?

TT

TI

TT

TI

TT

IT

PP

PP

PP

TI

kWh

TT TT

Space 1 Space 2 Space 3

TT

kWh

temperature transmitter PP pressure pocket TI temperature indicator filter gate valve commissioning valve

manual thermostatic valvemodulating motor valve H,flowenergy meter speed adjustable pump H,return

Page 15: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

15 / 47 bSI | October 2017 [email protected]

What the architect sees

TT

TI

TT

TI

TT

IT

PP

PP

PP

TI

kWh

TT TT

Space 1 Space 2 Space 3

Office type 1

one persontwo persons

Office type 2 Copy room

Page 16: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

16 / 47 bSI | October 2017 [email protected]

What the indoor climate engineer sees

TT

TI

TT

TI

TT

IT

PP

PP

PP

TI

kWh

TT TT

Thermal zone 1 Thermal zone 2 Thermal zone 3

Equipmentloads

Heat losses

Lighting demandPeople load

LoadSchedules

Solar heatgains

Cooling demand

Heating demand

Page 17: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

17 / 47 bSI | October 2017 [email protected]

What the automation engineer sees

TT

TT

TI

TT

TI

TT

IT

PP

PP

PP

TI

kWh

TT TT

Control zone 1 Control zone 2

Sensor

Setpoint temp.

Actuator

Controlled device

temperature transmitter

modulating motor valve

Page 18: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

18 / 47 bSI | October 2017 [email protected]

What the automation engineer sees

TT

kWh

temperature transmitter

energy meter speed adjustable pump

TT

TI

TT

TI

TT

IT

PP

PP

PP

TI

kWh

TT TT

Heated zone 1 Heated zone 2

Sensor

Actuator (frequency converter)

Energymeter Controlled device

(pump)

Setpoint temp.

Heat circulation system 1

Page 19: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

19 / 47 bSI | October 2017 [email protected]

What the HVAC engineer sees

TT

TI

TT

TI

TT

IT

PP

PP

PP

TI

kWh

TT TT

TT

kWh

temperature transmitter PP pressure pocket TI temperature indicator filter gate valve commissioning valve

manual thermostatic valvemodulating motor valve H,flowenergy meter speed adjustable pump H,return

Heated zone 1 Heated zone 2

Primary side

Shut-off for maintainance

Valve pre-setting

Pump sizeMonitoring

Mixing plant

Filter

Pressure dropFlow velocity

Terminal / consumer

Valve sizeTT TT

Secondary side

Page 20: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

20 / 47 bSI | October 2017 [email protected]

And the...

?

building owner

facility manager

carpenter

plumber

fire engineer

acoustician

structural engineer

lighting designerbank

end-user

tenant

contractor

authorities

Page 21: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

21 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

Same dataDifferent interpretationsand needs

Page 22: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

22 / 47 bSI | October 2017 [email protected]

Another example

Texture, color

Hygrothermal properties

Maintainance requirements

Usage restrictionsSecondary functionHeating? cooling?

Fire resistance

Acoustic properties

Static properties

Page 23: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

BIM and Semantic Web

02

Page 24: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

24 / 47 bSI | October 2017 [email protected]

RDFResource Description Framework

Subject

predicate

Object

A triple

Page 25: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

25 / 47 bSI | October 2017 [email protected]

RDFResource Description Framework

WallA

hasWindow

Window13

A triple

Page 26: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

26 / 47 bSI | October 2017 [email protected]

RDFResource Description Framework

WallA

hasWindow

Window13

frameC

olor

“green”

“24”

“true”openable

type

No

Subject

Subject and object

Literal (value)

Objects can be literals (simple datatypes)

Page 27: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

27 / 47 bSI | October 2017 [email protected]

RDFResource Description Framework

frameC

olor

“green”

“24”

“true”openable

type

No

<http://www.niras.dk/prj1454/Walls/A2>

<http://www.niras.dk/prj1454/Windows/13>

hasWindow

Subject

Subject and object

Literal (value)

URIs as Global Identifiers

:host/:db/:type/:id

Page 28: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

28 / 47 bSI | October 2017 [email protected]

RDFResource Description Framework

Turtle syntax

prefix:

frameC

olor

“green”

“24”

“true”openable

type

No

inst:Walls/A2 inst:Windows/13

hasWindow

Subject inst: <http://www.niras.dk/prj1454/>

Subject and object

Literal (value)

Page 29: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

29 / 47 bSI | October 2017 [email protected]

RDFResource Description Framework

predicates and datatypes also have namespaces

ont:fr

ameC

olor

ont:openable

ont:t

ypeN

o

“green”^^xsd:string

“24”^^xsd:integer

“true”^^xsd:boolean

inst:Walls/A2 inst:Windows/13

ont:hasWindow

Subject inst: <http://www.niras.dk/prj1454/>ont: <http://www.alectia.com/ontology#>

xsd: <http://www.w3.org/2001/XMLSchema#>Subject and object

Literal (value)

Page 30: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

30 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

BOTA simple Ontology to modelBuilding Topology

Page 31: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

31 / 47 bSI | October 2017 [email protected]

BOTBuilding Topology Ontology

bot:Elementbot:Zone

bot:Site bot:Building bot:Storey bot:Space

An area or stretch of land having a particular characteristic, purpose, or

use, or subject to particular restrictions

Zone Subclasses

Constituent of a construction entity with a characteristic technical function,

form or position

Page 32: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

32 / 47 bSI | October 2017 [email protected]

Relationships

bot:Elementbot:Zone

bot:containsZonebot:adjacentZoneowl:symmetricProperty owl:transitiveProperty

bot:hostsElement

owl:propertyChainAxiom

( bot:containsZone bot:containsElement )

bot:containsElement

bot:adjacentElement

Zones can have adjacent zonesIF <zoneA> bot:AdjacentZone <zoneB> THEN <zoneB> bot:AdjacentZone <zoneA>

Zones can contain other zonesIF <zoneA> bot:containsZone <zoneB> AND <zoneB> bot:containsZone <zoneC> THEN <zoneA> bot:containsZone <zoneC>

Zones can contain building elementsIF <zoneA> bot:containsZone <zoneB> AND <zoneB> bot:containsElement <elA> THEN <zoneA> bot:containsElement <elA>

Zones can have adjacent building elements

Building elements can “host“ other building elements

Page 33: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

33 / 47 bSI | October 2017 [email protected]

Relationships

bot:Elementbot:Zonebot:containsElement

bot:adjacentElement

bot:containsZone

bot:hasSpacebot:hasStoreybot:hasBuilding

bot:adjacentZonerdfs:subPropertyOf

bot:hostsElement

( bot:containsZone bot:containsElement )

bot:Site bot:Building bot:Storey bot:Space

owl:symmetricProperty owl:transitiveProperty

owl:propertyChainAxiom

If <A> has the relationship: bot:hasBuilding to <B> the following can be inferred:

<A> is a and a .

<B> is a and a .

<A> bot:containsZone <B>

bot:Site

bot:Building

bot:Zone

bot:Zone

Page 34: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

34 / 47 bSI | October 2017 [email protected]

bot:Elementbot:Building

bot:Zone

<buildingA> <spaceK2>

<spaceB3>

<window1>

<wall23>

type typetypetype

bot:hasSpace

bot:Space

type typetypetype

subClassOfsubClassOf

type

bot:adjacent Element

bot:adjacentElement

bot:hostsElementbot:adjacentZone

<heaterT3>

bot:containsElement

bot:containsElement

bot:hasSpacebot:containsZone

bot:containsZone

bot:containsZonebot:hasSpace

subPropertyOfproperty

ChainAxiom

bot:hostsElement

bot:adjacentZonesymmetric transitive

bot:adjacentElementbot:containsElement

( bot:containsZone bot:containsElement )

TERMINOLOGY

DATA

Page 35: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

35 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

DEMO

Page 36: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

Distributed Knowledge

03

Page 37: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

37 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

Isn’t bot:Spaceand bot:Element too generic?

Page 38: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

38 / 47 bSI | October 2017 [email protected]

bot:Space bot:Element

fso:Heater

rdfs:subClassOf

bot:Zone

rdfs:subClassOf

rdfs:subClassOf

sco:WCRoomTERMINOLOGY

DATA

SCO Space Classification OntologyFSO Flow Systems Ontology

Aligning with BOT

Sub-classes

Page 39: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

39 / 47 bSI | October 2017 [email protected]

Sub-classes

rdf:type

<spaceA12> <heater33>

rdf:type

rdf:type

bot:Space

rdf:type

bot:Element

fso:Heater

rdfs:subClassOf

bot:Zone

rdfs:subClassOf

rdfs:subClassOf

sco:WCRoomTERMINOLOGY

DATA

A WC Room is a ZoneIF <spaceA12> rdf:type sco:WCRoom THEN <spaceA12> rdf:type bot:Zone

A Heater is a Building ElementIF <heater33> rdf:type fso:Heater THEN <heater33> rdf:type bot:Element

Page 40: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

40 / 47 bSI | October 2017 [email protected]

Sub-properties

rdf:type

<spaceA12> <heater33>

rdf:typefso:heatedBy

rdf:type

bot:Space

fso:heatedBy

bot:containsElement

bot:containsElement

rdfs:subPropertyOf

rdfs:range

rdfs:range

rdfs:domain

rdf:type

bot:Element

fso:Heater

rdfs:subClassOf

bot:Zone

rdfs:subClassOf

rdfs:subClassOf

sco:WCRoomTERMINOLOGY

DATA

Zones can be heated by a HeaterIF <spaceA12> fso:heatedBy <heater33> THEN <spaceA12> bot:containsElement <heater33>

IF <spaceA12> fso:heatedBy <heater33> THEN <heater33> rdf:type fso:HeaterIF <heater33> rdf:type fso:Heater THEN <heater33> rdf:type bot:Element

Page 41: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

41 / 47 bSI | October 2017 [email protected]

etc. etc.

rdf:type

<spaceA12><hd1> <heater33>

rdf:type

“600 W” “500 W”

fso:heatedByice:heatingDemand

fso:heatOutput

prop:Value prop:Value

rdf:type

bot:Space

fso:heatedBy

bot:containsElement

bot:containsElement

rdfs:subPropertyOf

rdfs:range

rdfs:range

rdfs:domain

rdf:type

bot:Element

fso:Heater

rdfs:subClassOf

bot:Zone

rdfs:subClassOf

rdfs:subClassOf

sco:WCRoom

rdf:type

prop:Property

rdf:type

prop:Property

TERMINOLOGY

DATA

<ho1>

Page 42: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

42 / 47 bSI | October 2017 [email protected]

Architect

<http://some-arch.com/projects/100100/Walls/123>

bot:Element

rdf:type

prod:Wall

rdf:type

ifc:IfcWall“20.3 m2” “360 mm”

rdf:type

props:areabsdd:area

props:thickness

Page 43: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

43 / 47 bSI | October 2017 [email protected]

Energy

<http://some-arch.com/projects/100100/Walls/123>

<http://some-eng.com/projects/100222/Interfaces/23>

bot:Element

rdf:type

bot:Interface

props:uValuebsdd:heatTransfer

prod:Wall

rdf:type

ifc:IfcWall“20.3 m2” “360 mm”

“0.21 W/m2K”

“10.5 m2”

rdf:type

props:areabsdd:area

props:thickness

rdf:type

ds418:heatTransmissionAreaprops:heatTransmissionArea

“0.13 m2K/W”props:surfaceResistance

bot:interfaceOf

Page 44: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

44 / 47 bSI | October 2017 [email protected]

Statics

<http://some-arch.com/projects/100100/Walls/123>

<http://other-eng.com/projects/123211/Reinf/23>

<http://some-eng.com/projects/100222/Interfaces/23>

bot:Element

rdf:type

bot:Interface

props:uValuebsdd:heatTransfer

prod:Wall

rdf:typerdf:type

ifc:IfcWall“20.3 m2” “360 mm”

“0.21 W/m2K”

props:concreteStrengthbsdd:strength

stat:reinforcementDefinition

“20 MPa”

stat:verticalBars

“10.5 m2”

rdf:type

props:areabsdd:area

props:thickness

rdf:type

stat:ReinforcementDefinition

ds418:heatTransmissionAreaprops:heatTransmissionArea

“0.13 m2K/W”props:surfaceResistance

bot:interfaceOf

“5 bars/m”

Page 45: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

45 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

No need to discuss“one model” vs. “multiple models”

- different data sources togethercompose the model

Page 46: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

Slidetitel

46 / 47 bSI | October 2017 [email protected] / 47 bSI | October 2017 [email protected]

DEMO

Page 47: References and resources · 01 Baggrund 1 / 47 bSI | October 2017 mhraniras.dk References and resources Repository (Work in Progress - should work by mid November, and also an online

01Baggrund

47 / 47 bSI | October 2017 [email protected]

Final words

- Modular schema

- Some schemas are there already. Some will need to be developed - Reuse as much as possible and align with what is already there

- Queries possible through standardised language: SPARQL

- Distributed datasets combined to a whole

- As a service solutions needed for smaller companies to get started