asset data must be...asset management –schiphol knowledge graph technology –topquadrant partner...
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ASSET DATA MUST BE FAIRAssetmanagement met LD: een praktijkcasus bij Schiphol
Jan Voskuil | Taxonic
PLDN, 22 januari 2020
Beeld en Geluid, Hilversum
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WIE ZIJN WE
Founded: in 2012 with a strong commitment to model driven architectures and Linked Data
Asset Management – Schiphol
Knowledge Graph technology – TopQuadrant Partner
Jan Voskuil (PhD)
Semantic Web and FAIR Evangelist
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AGENDAWAAROM?
Schiphols situatie oud > nieuw
Onze visie; FAIR data is een must
Strategische overwegingen van Schiphol
DE CASUS VAN SCHIPHOL
Architectuur op hoofdlijnen
Uitdagingen
Doorontwikkeling
TOEKOMSTBEELD
Data-driven planning
Een herhaalbare oplossing
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WAAROM
SITUATIEONZE VISIESCHIPHOL: STRATEGIE EN AMBITIE
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MC 2019
Asset management geoutsourced
Aan 6 MCs
NIEUWE BUSINESSPROCESSEN
MC verantwoordelijk voor configuratie en informatie
PROBLEMATIEK: DATA OP ORDE
DIGITALE AMBITIES
Visie op data
Aansluiten op de markt
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Definition
Asset management is:
> A systematic approach to the realization of value from assets,
> Over their whole life cycle—including design, construction, commissioning, operating, maintaining, repairing, modifying, replacing and decommissioning or disposal—of physical and infrastructure assets
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ASSET MANAGEMENT
PER DEFINITIE:
EVIDENCE BASED>Data
>Analytics
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Function
Traffic Throughput
Asset Type
Road segment
Performance
Degradation
Inspection | Sensors
Load, wear and tear
Capacity
Remaining Useful Life
Asset Usage
Predictive maintenance
CONFIGURATION CURRENT STATUS PREDICTIVE
CONTRIBUTION TOWARDS ASSET MANAGEMENT OBJECTIVES
FUNCTIONAL
PHYSICAL
STATIC DATA DYNAMIC DATA DERIVED DATA
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Leveranciers
VEEL PARTIJEN HEBBEN RELEVANTE DATARelevant, maar onmogelijk te gebruiken
Partijen binnen Schiphol
Kennisinstituten
Brandweer
Aannemers
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WAAROM
SITUATIE ONZE VISIESCHIPHOL: STRATEGIE EN AMBITIE
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Source: Data Science Report 2016, CrowdFlower, 2016: http://visit.crowdflower.com/rs/416-ZBE-142/images/CrowdFlower_DataScienceReport_2016.pdf
THE DATA PROBLEM IS UNIVERSAL
80%
DATA WRANGLING
USEFUL WORK
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FAIRLet’s aim for:
20% data wrangling
80% useful work
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FAIR Principles> Findable
> Accessible
> Interoperable
> Reusable
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Conference of European
Directors of Roads
OTL
Object Type Library
Ontology in OWL (and SHACL) specialized for asset management purposes
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STANDARDS IN THE MAKING
NETHERLANDSCOINS [OWL + proprietary interpretation]
NEN NTA 8035 [OWL, SHACL]
GWSW [OTL for urban water management]
BGT [LOD and GIS combined (Kadaster)]
IMBOR [Management of Public Space]
OTLs published by:
RWS, ProRail, … (many will follow, soon)
INTERNATIONALLYLinked Building Data [W3C]
buildingSMART [IFC-OWL > ¿native RDF?]
CEN TC442ISO 21597 ICDD
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WAAROM
SITUATIE ONZE VISIESCHIPHOL: STRATEGIE EN AMBITIE
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Alle
assetinformatie
in samenhang
benaderbaar
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Alle
assetinformatie
in samenhang
benaderbaar
Ontkoppeling
data en
systemen
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DE SCHIPHOL CASEARCHITECTUUR | UITDAGINGEN | DOORONTWIKKELING
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MAIN
CONTR-
ACTOR
CDV
Schiphol Data
Dictionary
OTL
APPS
Asset Info
Viewer
GIS DMS
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CDV VIEWER | API
Real Time Sync & Persistence
APP DEVELOPER
END USERDATA ENGINEER
IntegraalAssetbeeld
DataQuality
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CDV
Object Type Library
VIEWER | API
Real Time Sync & Persistence
APP DEVELOPER
END USERDATA ENGINEER
DataQuality
IntegraalAssetbeeld
DATA SHAPES (SHACL)
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Linking Rule Set
CDVMAINCONTR-ACTOR
Object Type Library
VIEWER | API
Real Time Sync & Persistence
CONVERSION
ENGINESHACL Rules
APP DEVELOPER
END USERDATA ENGINEER
DataQuality
IntegraalAssetbeeld
DATA SHAPES (SHACL)
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Doorontwikkeling>Projectdata (data drops, planning)
>Financiële data (cost management)
>Meerjarige conditiedata
>Eventdata (sensoren, IoT)
>Incidenten
>Locatiehiërarchie
>Functieinformatie
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TOEKOMST-BEELD
DATA-DRIVEN PLANNINGHERHAALBARE OPLOSSING
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>Integrated data platformFAIR principles
Relevant standards
>State of the art analyticsSpecific algorithms
Operational, tactical, strategic
XAM | ASSET MANAGER
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STANDARD CONNECTOR
XAM | ASSET MANAGER
XAM-MAP
MACOMI ANALYTICS PLATFORM
OPERATIONS SUPPORT
TACTICAL PLANNING
STRATEGIC PLANNING
DOWNSTREAM SYSTEMS
DATA QUALITY
360 DEGREE ASSET VIEW
XAM-ADHFAIR ASSET DATA HUB
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XAM-MAP | MACOMI ANALYTICS PLATFORM
OPERATIONS SUPPORT
TACTICAL PLANNING
STRATEGIC PLANNING
PREDICTIVE MAINTENANCE
Interactive dashboards
Genetic optimization Multi-agent simulation
Machine learning
Scenario modelling