Web-based BIM. Seppo Törmä Aalto University, School of Science

Size: px
Start display at page:

Download "Web-based BIM. Seppo Törmä Aalto University, School of Science"

Transcription

1 Web-based BIM Seppo Törmä Aalto University, School of Science

2 DRUM Project ( ) Distributed Transactional Building Information Management (Tekla, Solibri, Skanska, CGI, M.A.D., Progman, Aalto) Goals 1. Develop a framework and methods for decentralized BIM 2. Develop methods for change management in building projects Results 1. Web-based approach to decentralized BIM 2. Use case analyzes - Linking of three minimal design models (architectural, structural, and MEP) - Exchanging status information across different parties in a building project 3. Software - Tool to convert building models Web-domain from IFC domain (IFC->RDF) - Methods and tools for computing diffs between successive model versions - A system for status information exchange based on distributed publish/subscribe - Exploration of link generation methods based on clash checking

3 Multiple models of a same building Owner Architect Structural engineer MEP designer Contractor drofus ArchiCAD Tekla Structures MagiCAD Procore Requirement model Architectural model Structural model MEP model Project plan Parties Tools Partial models Partial models Different aspects or parts of the building Contain different objects Require different expertize Created with different tools Same building Models must be compatible When a model is created/modified, information from other models needs to be used Complicating factors - Fragmentation to many companies and models - Friction in collaboration caused by contracts - Changes are ubiquitous

4 Needs for building information exchange External information Building codes, rules, regulations Infrastructure Building components and materials Sensor information People, companies, resources 2. Between the models and the environment 3. From project phase to operations Building specific information Structure Requirements Architecture MEP Project plan Facility management Indoor maps project start 1. Inside a project (between models) project end time

5 Aspects of BIM interoperability Type-level interoperability Common tools - Multi-model visualization - Collision detection - Model checking - Model databases Architectural model (IFC) Structural model (IFC) MEP model (IFC) (IFC) Workflows Instance-level interoperability - Cross-model information access and propagation - Aggregation for analyses - Change management

6 Approaches to manage instance-level connections 1. Comparison Visually or with tools A? B + Dynamic and flexible + No infrastructure required - Requires effort (full models) - What is intentional/accidental? 2. Fusion Centralized model server A A B B + Controlled - Rigid and limited (1-to-1) - Central-as-master - Roundtrip problem 3. Linking Maintain linksets between models A B + Flexible and expressive + Native-as-master - Requires infrastructure

7 How to implement cross-model linking? Goals Smooth workflows Better quality Support change management Easy adoption Conform to fragmentation Clear data ownership Native as master Utilize external data sources Familiarity to developers Requirements Explicit linking Loose coupling Low adoption threshold Distributed data mgmt Easy linking to external data Commonly used tools Vector graphics Web Distributed interlinked documents Maps Geolocation Mobility & sensors

8 Evolution towards Web of Data more usable data (structured, identified, and well-specified) Web of Data (Linked Data) Web of Documents (hypertext) Data on the Web (open data, ) Documents on the Net (ftp, Gopher, ) time Bauer, Kaltenböck: Linked Open Data: The Essentials, 2013

9 Evolution towards Web of Data Publication and access Documents FTP, Gopher Interlinking, ecosystem Web of Documents Data Open data, portals Web of Data Separate Integrated Contextualized Enriched

10 Structural data on the Web Google Knowledge Graph Linked Data (W3C) Schema.org FreeBase W3C vocabularies

11 Example - Clean Energy Linked Open Data Cloud

12 Web of Data technology stack Enable decentralized publication, management, and access of data Query language enables the easy access to and manipulation of the graph-based data Ontology languages allow the inter-relation and classification of shared conceptual models created by different parties Graph-based data representation allows the merging and linking of data originating from different sources (databases or files) Serialization formats enable easy information exchange across systems to support tool chain interoperability and to avoid vendor lock-in Identifiers are globally unique and include the location of an object and a way to access it

13 Converting IFC models to Linked Data Enable instance-level interoperability with cross-model linking implemented with Linked Data technologies IFC Linked Data Query - SPARQL Access - HTTP Ontology/schema EXPRESS OWL / RDFS Data representation IFC data RDF graph Serialization format Step File, IFCXML RDF/XML, N3, Turtle, JSON-LD Identifiers GUID URI 1. Keep the most valuable part of IFC: the conceptual schema 2. Empower IFC with modern, widely-used technologies

14 Other Web of Data technologies RDF stores with SPARQL endpoints Can serve RDF data over the Web SPARQL queries using a REST protocol Currently can serve up to 1 trillion triples (10 12 ) Only standardized family of NoSQL databases Shared vocabularies (ontologies) available for different domains Schema.org, LinkedOpenVocabularies.org, Relational databases / spreadsheets published as RDF R2RML: adapters that convert relational data to RDF on the fly CSV on the Web: spreadsheet data with RDF metadata (in progress) Reasoning tools for RDF data SPIN: SPARQL Inference Notation Rule languages (RIF, SWRL, ) Streaming RDF (in progress) For heterogeneous sensor/event data

15 IFC models converted to RDF #5= IFCOWNERHISTORY(#3,#4,$,.NOCHANGE.,$,$,$, ); #11= IFCGEOMETRICREPRESENTATIONCONTEXT($,'Model',3,1.E-005,#10,$); #14= IFCSIUNIT(*,.LENGTHUNIT.,.MILLI.,.METRE.); #16= IFCSIUNIT(*,.VOLUMEUNIT.,$,.CUBIC_METRE.); #23= IFCUNITASSIGNMENT((#14,#16,...)); #24= IFCPROJECT('2p6H1rpE9F_f0fdZfUP4w2',#5,'Tekla',$,$,$,$,(#11),#23); #227= IFCRELAGGREGATES('2T9qMsMgvBPBD82uJSkb3s',#5,$,$,#24,(#26)); si:guid0b cce24ffa90299e3a5e644 a ifc:ifcproject ; ifc:globalid "2p6H1rpE9F_f0fdZfUP4w2"^^xsd:string ; ifc:isdecomposedby (si:guid09d2745b65aae4b64b3480b84dcba5) ; ifc:name "Tekla"^^xsd:string ; ifc:ownerhistory _:b3 ; ifc:representationcontexts _:b35 ; ifc:unitsincontext [ a ifc:ifcunitassignment ; ifc:units [ a ifc:ifcsiunit ; ifc:name "_CUBIC_METRE_"^^xsd:string ; ifc:unittype "_VOLUMEUNIT_"^^xsd:string ] ; ifc:units [ a ifc:ifcsiunit ; ifc:name "_METRE_"^^xsd:string ; ifc:prefix "_MILLI_"^^xsd:string ; ifc:unittype "_LENGTHUNIT_"^^xsd:string ] ;... ] ;

16 si:guid0b cce24ffa90299e3a5e644 a ifc:ifcproject ; ifc:globalid "2p6H1rpE9F_f0fdZfUP4w2"^^xsd:string ; ifc:isdecomposedby (si:guid09d2745b65aae4b64b3480b84dcba5) ; ifc:name "Tekla"^^xsd:string ; ifc:ownerhistory _:b3 ; ifc:representationcontexts _:b35 ; ifc:unitsincontext [ a ifc:ifcunitassignment ; ifc:units [ a ifc:ifcsiunit ; ifc:name "_CUBIC_METRE_"^^xsd:string ; ifc:unittype "_VOLUMEUNIT_"^^xsd:string ] ; ifc:units [ a ifc:ifcsiunit ; ifc:name "_METRE_"^^xsd:string ; ifc:prefix "_MILLI_"^^xsd:string ; ifc:unittype "_LENGTHUNIT_"^^xsd:string ] ;... ] ;

17 Linked data, open data, and RDF Application development with Web technologies Decentralized management of partial models Linked data Utilization of external data sources in design and construction phases Open data RDF Improving workflows in design and construction phases Use of advanced reasoning tools Publication of relevant building data for operational use

18 Why Web of Data? Linking at different levels RDF 1 RDF 2 Links between URIs + location + access + structure IFC 1 IFC 2 Links between IFC GUIDs - location - access + structure Native 1 Native 2 Links between native ids - location - access - structure

19 What new functionalities are needed? 1. Conversion DRUM: Converter Schema from EXPRESS to OWL Data from Step files to RDF 2. Versioning Access to different versions of the models 3. Change management Diffs between versions how model has changed? Change analysis what is the semantics of a diff? Change notifications 4. Link generation During design work based on a reference model Based on clash detection or model checking Manual editing of links 5. Dataset description Describing the properties of a model and its relations to other models (model-level links) (configurable w.r.t. OWL profiles, lists, datatypes) DRUM: Blank naming DRUM: ongoing DRUM: Publish/subscribe DRUM: future research area DRUM: exploration

20 Analysis of a minimal use case Architectural model A (ArchiCAD) Structural model S (Tekla Structures) share space MEP model M (MagiCAD)

21 Linking architectural and structural models

22 Change in the structural model Structural engineer needs to make the walls thicker

23 Architectural linkset as linkset ms MEP Structural IfcWallStandardCase(0O0B1e7BnuJ9KiD5kzRAal) IfcRelAssociatesMaterial..r IfcRelDefinesByType..r IfcRelDefinesByProperties..r IfcRelDefinesByProperties..r IfcRelVoidsElement. relatingbuildingelement.r IfcRelContainedInSpatialStructure. relatedelements.r IfcLocalPlacement. objectplacement hasassociations hasopenings isdefinedby IfcProductDefinitionShape. representation containedinstructure IfcMaterialLayerSetUsage. relatingmaterial IfcWallType. relatingtype placesobject.r IfcPropertySet. relatingpropertydefinition IfcPropertySet. relatingpropertydefinition IfcOpeningElement. relatedopeningelement relatingbuildingelement shapeofproduct.r IfcBuildingStorey. relatingstructure IfcDoor. relatedelements relatedelements objectplacement.r IfcLocalPlacement. placementrelto.r referencedbyplacements placesobject IfcAxis2Placement3D. relativeplacement IfcLocalPlacement. placementrelto hasassociations.r hasopenings.r isdefinedby.r representation.r representations shapeofproduct containedinstructure.r IfcWallStandardCase(1GjRTj001tRJ4pDJGmE3Ov) IfcRelDefinesByProperties..r IfcRelDefinesByProperties..r IfcRelDefinesByProperties..r IfcRelVoidsElement. relatingbuildingelement.r IfcRelDefinesByProperties..r IfcRelDefinesByType..r IfcRelAssociatesMaterial..r IfcRelContainedInSpatialStructure. relatedelements.r hasopenings hasassociations isdefinedby IfcLocalPlacement. objectplacement IfcProductDefinitionShape. representation containedinstructure IfcPropertySet. relatingpropertydefinition IfcPropertySet. relatingpropertydefinition IfcPropertySet. relatingpropertydefinition IfcOpeningElement. relatedopeningelement relatingbuildingelement placesobject.r shapeofproduct.r IfcPropertySet. relatingpropertydefinition IfcWallStandardCase. IfcWallType. relatingtype IfcMaterialLayerSetUsage. relatingmaterial IfcBuildingStorey. relatingstructure relatedelements relatedelements hasopenings.r hasassociations.r isdefinedby.r objectplacement.r placesobject IfcAxis2Placement3D. relativeplacement IfcLocalPlacement. placementrelto representation.r representations shapeofproduct containedinstructure.r IfcOpeningElement(1GjRTj001tQZ4pDJGmE3Ou) IfcRelVoidsElement. relatedopeningelement.r IfcProductDefinitionShape. representation IfcLocalPlacement. objectplacement voidselements placesobject.r shapeofproduct.r relatedopeningelement relatingbuildingelement representation.r representations shapeofproduct objectplacement.r placesobject IfcAxis2Placement3D. relativeplacement IfcLocalPlacement. placementrelto voidselements.r IfcBuildingElementProxy(0L2PbSu8j0$OzLYyQy3eF7) IfcRelContainedInSpatialStructure. relatedelements.r containedinstructure IfcProductDefinitionShape. representation IfcLocalPlacement. objectplacement relatedelements IfcBuildingElementProxy. relatedelements IfcBuildingStorey. relatingstructure shapeofproduct.r placesobject.r containedinstructure.r representation.r representations shapeofproduct objectplacement.r placesobject IfcAxis2Placement3D. relativeplacement IfcLocalPlacement. placementrelto IfcFlowSegment(22dQPNQdXBHvYF_tXgdd_f) IfcRelAssignsToGroup..r IfcRelContainedInSpatialStructure. relatedelements.r IfcRelDefinesByType..r IfcRelDefinesByProperties..r hasassignments containedinstructure isdefinedby IfcLocalPlacement. objectplacement IfcProductDefinitionShape. representation shapeofproduct.r IfcFlowSegment. IfcSystem. relatinggroup IfcBuildingStorey. relatingstructure IfcFlowSegment. relatedelements relatedelements relatedelements IfcPipeSegmentType. relatingtype IfcPropertySet. relatingpropertydefinition placesobject.r hasassignments.r containedinstructure.r isdefinedby.r objectplacement.r placesobject IfcAxis2Placement3D. relativeplacement IfcLocalPlacement. placementrelto representation.r representations shapeofproduct Datasets and linksets as RDF graphs Change detection based on identities generated from the graph neighborhood

24 Summary Instance-level interoperability enables workflow activities Proposed approach: Explicit cross-model linksets Implementation: Web of Data / Linked Data technologies Web of Data / Linked Data Flexible and agile method for interoperation Connects BIM to the of the world: information sources, developers, Web-based BIM Keep the most valuable part of IFC: the conceptual model Empower IFC with more modern, widely-used technologies: Web of Data What next? Pilot implementations: - Link generation from BIM tools (e.g., Tekla Structures) - Applications to change management problems

Practical Semantic Applications Master Title for Oil and Gas Asset Reporting. Information Integration David Price, TopQuadrant

Practical Semantic Applications Master Title for Oil and Gas Asset Reporting. Information Integration David Price, TopQuadrant Practical Semantic Applications Master Title for Oil and Gas Asset Reporting Life Click Cycle to Data edit Master Management subtitle and style Information Integration David Price, TopQuadrant Key Presentation

More information

Instance linking. Leif Granholm Trimble Senior Vice President BIM Ambassador

Instance linking. Leif Granholm Trimble Senior Vice President BIM Ambassador Instance linking Leif Granholm Trimble Senior Vice President BIM Ambassador Modeling Philosophy Geospatial: Geometry/Graphics represents a real world phenomena and is called a feature - mapping history

More information

DIAGRAM STATUS. DIAGRAM AUTHORS xxx Site. Draft. xxx IFC2x3 Site Attributes. GSC xxx IFC2x3 Spatial (De)composition

DIAGRAM STATUS. DIAGRAM AUTHORS xxx Site. Draft. xxx IFC2x3 Site Attributes. GSC xxx IFC2x3 Spatial (De)composition IFC Model View Definition Diagram:Site VIEW ID VIEW NAME IFC RELEASE DIAGRAM STATUS DIAGRAM VERSION DIAGRAM DATE DIAGRAM AUTHORS xxx Site Structural engineering physical model Draft 1.0 4 th August, 2008

More information

Semantic Web Company. PoolParty - Server. PoolParty - Technical White Paper.

Semantic Web Company. PoolParty - Server. PoolParty - Technical White Paper. Semantic Web Company PoolParty - Server PoolParty - Technical White Paper http://www.poolparty.biz Table of Contents Introduction... 3 PoolParty Technical Overview... 3 PoolParty Components Overview...

More information

Smart Spaces Semantic Interoperability and Complex Event Processing

Smart Spaces Semantic Interoperability and Complex Event Processing Smart Spaces Semantic Interoperability and Complex Event Processing Seppo Törmä Distributed Systems Group Department of Computer Science and Engineering School of Science, Aalto University Contents Research

More information

ITARC Stockholm Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS)

ITARC Stockholm Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS) 2 ITARC 2010 Stockholm 100420 Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS) 3 Contents Trends in information / data Critical factors... growing importance Needs

More information

ITARC Stockholm Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS)

ITARC Stockholm Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS) 2 ITARC 2010 Stockholm 100420 Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS) 3 Contents Trends in information / data Critical factors... growing importance Needs

More information

Implementing the Army Net Centric Data Strategy in a Service Oriented Environment

Implementing the Army Net Centric Data Strategy in a Service Oriented Environment Implementing the Army Net Centric Strategy in a Service Oriented Environment Michelle Dirner Army Net Centric Strategy (ANCDS) Center of Excellence (CoE) Service Team Lead RDECOM CERDEC SED in support

More information

Linked data and its role in the semantic web. Dave Reynolds, Epimorphics

Linked data and its role in the semantic web. Dave Reynolds, Epimorphics Linked data and its role in the semantic web Dave Reynolds, Epimorphics Ltd @der42 Roadmap What is linked data? Modelling Strengths and weaknesses Examples Access other topics image: Leo Oosterloo @ flickr.com

More information

Semantic Web Fundamentals

Semantic Web Fundamentals Semantic Web Fundamentals Web Technologies (706.704) 3SSt VU WS 2018/19 with acknowledgements to P. Höfler, V. Pammer, W. Kienreich ISDS, TU Graz January 7 th 2019 Overview What is Semantic Web? Technology

More information

Semantic Technologies and CDISC Standards. Frederik Malfait, Information Architect, IMOS Consulting Scott Bahlavooni, Independent

Semantic Technologies and CDISC Standards. Frederik Malfait, Information Architect, IMOS Consulting Scott Bahlavooni, Independent Semantic Technologies and CDISC Standards Frederik Malfait, Information Architect, IMOS Consulting Scott Bahlavooni, Independent Part I Introduction to Semantic Technology Resource Description Framework

More information

Data Governance for the Connected Enterprise

Data Governance for the Connected Enterprise Data Governance for the Connected Enterprise Irene Polikoff and Jack Spivak, TopQuadrant Inc. November 3, 2016 Copyright 2016 TopQuadrant Inc. Slide 1 Data Governance for the Connected Enterprise Today

More information

Serving Ireland s Geospatial as Linked Data on the Web

Serving Ireland s Geospatial as Linked Data on the Web Serving Ireland s Geospatial as Linked Data on the Web Dr. Atul Nautiyal ADAPT @ Trinity College Dublin The ADAPT Centre is funded under the SFI Research Centres Programme (Grant 13/RC/2106) and is co-funded

More information

Semantic Web Fundamentals

Semantic Web Fundamentals Semantic Web Fundamentals Web Technologies (706.704) 3SSt VU WS 2017/18 Vedran Sabol with acknowledgements to P. Höfler, V. Pammer, W. Kienreich ISDS, TU Graz December 11 th 2017 Overview What is Semantic

More information

Implementation and Experiments with an IFC-to-Linked Data Converter

Implementation and Experiments with an IFC-to-Linked Data Converter Implementation and Experiments with an IFC-to-Linked Data Converter Nam Vu Hoang, nam.vuhoang@aalto.fi Aalto University, School of Science, Finland Seppo Törmä, seppo.torma@aalto.fi Aalto University, School

More information

From the Web to the Semantic Web: RDF and RDF Schema

From the Web to the Semantic Web: RDF and RDF Schema From the Web to the Semantic Web: RDF and RDF Schema Languages for web Master s Degree Course in Computer Engineering - (A.Y. 2016/2017) The Semantic Web [Berners-Lee et al., Scientific American, 2001]

More information

DBpedia Data Processing and Integration Tasks in UnifiedViews

DBpedia Data Processing and Integration Tasks in UnifiedViews 1 DBpedia Data Processing and Integration Tasks in Tomas Knap Semantic Web Company Markus Freudenberg Leipzig University Kay Müller Leipzig University 2 Introduction Agenda, Team 3 Agenda Team & Goal An

More information

Reducing Consumer Uncertainty

Reducing Consumer Uncertainty Spatial Analytics Reducing Consumer Uncertainty Towards an Ontology for Geospatial User-centric Metadata Introduction Cooperative Research Centre for Spatial Information (CRCSI) in Australia Communicate

More information

ISA Action 1.17: A Reusable INSPIRE Reference Platform (ARE3NA)

ISA Action 1.17: A Reusable INSPIRE Reference Platform (ARE3NA) ISA Action 1.17: A Reusable INSPIRE Reference Platform (ARE3NA) Expert contract supporting the Study on RDF and PIDs for INSPIRE Deliverable D.EC.3.2 RDF in INSPIRE Open issues, tools, and implications

More information

NOTSL Fall Meeting, October 30, 2015 Cuyahoga County Public Library Parma, OH by

NOTSL Fall Meeting, October 30, 2015 Cuyahoga County Public Library Parma, OH by NOTSL Fall Meeting, October 30, 2015 Cuyahoga County Public Library Parma, OH by Roman S. Panchyshyn Catalog Librarian, Assistant Professor Kent State University Libraries This presentation will address

More information

Linked Data: Fast, low cost semantic interoperability for health care?

Linked Data: Fast, low cost semantic interoperability for health care? Linked Data: Fast, low cost semantic interoperability for health care? About the presentation Part I: Motivation Why we need semantic operability in health care Why enhancing existing systems to increase

More information

Ivan Herman. F2F Meeting of the W3C Business Group on Oil, Gas, and Chemicals Houston, February 13, 2012

Ivan Herman. F2F Meeting of the W3C Business Group on Oil, Gas, and Chemicals Houston, February 13, 2012 Ivan Herman F2F Meeting of the W3C Business Group on Oil, Gas, and Chemicals Houston, February 13, 2012 (2) (3) } An intelligent system manipulating and analyzing knowledge bases e.g., via big ontologies,

More information

Trimble Connect Overview

Trimble Connect Overview Trimble Connect Overview Trimble Connect reduces costs and improves efficiency for buildings and infrastructure projects. It does this by consolidating and seamlessly exchanging information throughout

More information

LDAC Workshop Linked Data in Architecture and Construction Session 1: Open Product Modelling

LDAC Workshop Linked Data in Architecture and Construction Session 1: Open Product Modelling LDAC Workshop Linked Data in Architecture and Construction Session 1: Open Product Modelling Ghent, 28th-29th March 2012 Gonçal Costa Outlines 1. Issues related to Interoperability in the AEC sector 2.

More information

MarkLogic 8 Overview of Key Features COPYRIGHT 2014 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.

MarkLogic 8 Overview of Key Features COPYRIGHT 2014 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. MarkLogic 8 Overview of Key Features Enterprise NoSQL Database Platform Flexible Data Model Store and manage JSON, XML, RDF, and Geospatial data with a documentcentric, schemaagnostic database Search and

More information

IT Infrastructure for BIM and GIS 3D Data, Semantics, and Workflows

IT Infrastructure for BIM and GIS 3D Data, Semantics, and Workflows IT Infrastructure for BIM and GIS 3D Data, Semantics, and Workflows Hans Viehmann Product Manager EMEA ORACLE Corporation November 23, 2017 @SpatialHannes Safe Harbor Statement The following is intended

More information

COMP9321 Web Application Engineering

COMP9321 Web Application Engineering COMP9321 Web Application Engineering Semester 2, 2015 Dr. Amin Beheshti Service Oriented Computing Group, CSE, UNSW Australia Week 12 (Wrap-up) http://webapps.cse.unsw.edu.au/webcms2/course/index.php?cid=2411

More information

Semantic Web Test

Semantic Web Test Semantic Web Test 24.01.2017 Group 1 No. A B C D 1 X X X 2 X X 3 X X 4 X X 5 X X 6 X X X X 7 X X 8 X X 9 X X X 10 X X X 11 X 12 X X X 13 X X 14 X X 15 X X 16 X X 17 X 18 X X 19 X 20 X X 1. Which statements

More information

COMP9321 Web Application Engineering

COMP9321 Web Application Engineering COMP9321 Web Application Engineering Semester 1, 2017 Dr. Amin Beheshti Service Oriented Computing Group, CSE, UNSW Australia Week 12 (Wrap-up) http://webapps.cse.unsw.edu.au/webcms2/course/index.php?cid=2457

More information

The Matterhorn RDF Data Model: Implemeting OAIS and RiC in the context of semantic technologies. Alain Dubois, Andreas Nef

The Matterhorn RDF Data Model: Implemeting OAIS and RiC in the context of semantic technologies. Alain Dubois, Andreas Nef The Matterhorn RDF Data Model: Implemeting OAIS and RiC in the context of semantic technologies Alain Dubois, Andreas Nef 1 10 years and counting, two streams of reflection At the core, the concept of

More information

The Emerging Data Lake IT Strategy

The Emerging Data Lake IT Strategy The Emerging Data Lake IT Strategy An Evolving Approach for Dealing with Big Data & Changing Environments bit.ly/datalake SPEAKERS: Thomas Kelly, Practice Director Cognizant Technology Solutions Sean Martin,

More information

Knowledge-Driven Video Information Retrieval with LOD

Knowledge-Driven Video Information Retrieval with LOD Knowledge-Driven Video Information Retrieval with LOD Leslie F. Sikos, Ph.D., Flinders University ESAIR 15, 23 October 2015 Melbourne, VIC, Australia Knowledge-Driven Video IR Outline Video Retrieval Challenges

More information

Semantic Web: Core Concepts and Mechanisms. MMI ORR Ontology Registry and Repository

Semantic Web: Core Concepts and Mechanisms. MMI ORR Ontology Registry and Repository Semantic Web: Core Concepts and Mechanisms MMI ORR Ontology Registry and Repository Carlos A. Rueda Monterey Bay Aquarium Research Institute Moss Landing, CA ESIP 2016 Summer meeting What s all this about?!

More information

Europeana update: aspects of the data

Europeana update: aspects of the data Europeana update: aspects of the data Robina Clayphan, Europeana Foundation European Film Gateway Workshop, 30 May 2011, Frankfurt/Main Overview The Europeana Data Model (EDM) Data enrichment activity

More information

STS Infrastructural considerations. Christian Chiarcos

STS Infrastructural considerations. Christian Chiarcos STS Infrastructural considerations Christian Chiarcos chiarcos@uni-potsdam.de Infrastructure Requirements Candidates standoff-based architecture (Stede et al. 2006, 2010) UiMA (Ferrucci and Lally 2004)

More information

Google indexed 3,3 billion of pages. Google s index contains 8,1 billion of websites

Google indexed 3,3 billion of pages. Google s index contains 8,1 billion of websites Access IT Training 2003 Google indexed 3,3 billion of pages http://searchenginewatch.com/3071371 2005 Google s index contains 8,1 billion of websites http://blog.searchenginewatch.com/050517-075657 Estimated

More information

Linked Data: What Now? Maine Library Association 2017

Linked Data: What Now? Maine Library Association 2017 Linked Data: What Now? Maine Library Association 2017 Linked Data What is Linked Data Linked Data refers to a set of best practices for publishing and connecting structured data on the Web. URIs - Uniform

More information

Processing Heterogeneous RDF Event Streams with Standing SPARQL Update

Processing Heterogeneous RDF Event Streams with Standing SPARQL Update Processing Heterogeneous RDF Streams with Standing SPARQL Update Mikko Rinne, Haris Abdullah, Seppo Törmä, Esko Nuutila http://cse.aalto.fi/instans/ 11.9.2012 Department of Computer Science and Engineering

More information

Documented methodology and guidelines

Documented methodology and guidelines Small or medium-scale focused research project (STREP) ICT SME-DCA Call 2013 FP7-ICT-2013-SME-DCA Data Publishing through the Cloud: A Data- and Platform-as-a-Service Approach to Efficient Open Data Publication

More information

Semantic Web and Python Concepts to Application development

Semantic Web and Python Concepts to Application development PyCon 2009 IISc, Bangalore, India Semantic Web and Python Concepts to Application development Vinay Modi Voice Pitara Technologies Private Limited Outline Web Need better web for the future Knowledge Representation

More information

Proposal for Implementing Linked Open Data on Libraries Catalogue

Proposal for Implementing Linked Open Data on Libraries Catalogue Submitted on: 16.07.2018 Proposal for Implementing Linked Open Data on Libraries Catalogue Esraa Elsayed Abdelaziz Computer Science, Arab Academy for Science and Technology, Alexandria, Egypt. E-mail address:

More information

Semantic Integration with Apache Jena and Apache Stanbol

Semantic Integration with Apache Jena and Apache Stanbol Semantic Integration with Apache Jena and Apache Stanbol All Things Open Raleigh, NC Oct. 22, 2014 Overview Theory (~10 mins) Application Examples (~10 mins) Technical Details (~25 mins) What do we mean

More information

The IFC to Linked Building Data Converter - Current Status

The IFC to Linked Building Data Converter - Current Status The IFC to Linked Building Data Converter - Current Status Mathias Bonduel 1[0000 0002 3313 924X], Jyrki Oraskari, Pieter Pauwels 3, Maarten Vergauwen 1, and Ralf Klein 1 1 KU Leuven, Dept. of Civil Engineering,

More information

COMP6217 Social Networking Technologies Web evolution and the Social Semantic Web. Dr Thanassis Tiropanis

COMP6217 Social Networking Technologies Web evolution and the Social Semantic Web. Dr Thanassis Tiropanis COMP6217 Social Networking Technologies Web evolution and the Social Semantic Web Dr Thanassis Tiropanis t.tiropanis@southampton.ac.uk The narrative Semantic Web Technologies The Web of data and the semantic

More information

Semantic Web. Tahani Aljehani

Semantic Web. Tahani Aljehani Semantic Web Tahani Aljehani Motivation: Example 1 You are interested in SOAP Web architecture Use your favorite search engine to find the articles about SOAP Keywords-based search You'll get lots of information,

More information

Novel System Architectures for Semantic Based Sensor Networks Integraion

Novel System Architectures for Semantic Based Sensor Networks Integraion Novel System Architectures for Semantic Based Sensor Networks Integraion Z O R A N B A B O V I C, Z B A B O V I C @ E T F. R S V E L J K O M I L U T N O V I C, V M @ E T F. R S T H E S C H O O L O F T

More information

SPARQL-Based Applications for RDF-Encoded Sensor Data

SPARQL-Based Applications for RDF-Encoded Sensor Data SPARQL-Based Applications for RDF-Encoded Sensor Data Mikko Rinne, Seppo Törmä, Esko Nuutila http://cse.aalto.fi/instans/ 5 th International Workshop on Semantic Sensor Networks 12.11.2012 Department of

More information

Linked Data for Road Authorities

Linked Data for Road Authorities Linked Data for Road Authorities Sander van Nederveen, g.a.vannederveen@tudelft.nl Delft University of Technology, The Netherlands Bart Luiten, bart.luiten@tno.nl TNO, Delft, The Netherlands Michel Böhms,

More information

WaSABi 2014: Breakout Brainstorming Session Summary

WaSABi 2014: Breakout Brainstorming Session Summary WaSABi 2014: Breakout Brainstorming Session Summary Sam Coppens 1, Karl Hammar 2, Magnus Knuth 3, Marco Neumann 4, Dominique Ritze 5, Miel Vander Sande 6 1 IBM Research - Smarter Cities Technology Center

More information

Position Paper for Ubiquitous WEB

Position Paper for Ubiquitous WEB Position Paper for Ubiquitous WEB Satoru TAKAGI, Katsunori SHINDO, Jun YAMADA, Ken SAKAMURA YRP Ubiquitous Networking Laboratory 1. Our Objectives As various types of digital communication networks including

More information

Spatial Data on the Web

Spatial Data on the Web Spatial Data on the Web Tools and guidance for data providers The European Commission s science and knowledge service W3C Data on the Web Best Practices 35 W3C/OGC Spatial Data on the Web Best Practices

More information

A distributed network of digital heritage information

A distributed network of digital heritage information A distributed network of digital heritage information SWIB17 Enno Meijers / 6 December 2017 / Hamburg Contents 1. Introduction to Dutch Digital Heritage Network 2. The current digital heritage infrastructure

More information

SEMANTIC SOLUTIONS FOR OIL & GAS: ROLES AND RESPONSIBILITIES

SEMANTIC SOLUTIONS FOR OIL & GAS: ROLES AND RESPONSIBILITIES SEMANTIC SOLUTIONS FOR OIL & GAS: ROLES AND RESPONSIBILITIES Jeremy Carroll, Ralph Hodgson, {jeremy,ralph}@topquadrant.com This paper is submitted to The W3C Workshop on Semantic Web in Energy Industries

More information

Semantic Queries and Mediation in a RESTful Architecture

Semantic Queries and Mediation in a RESTful Architecture Semantic Queries and Mediation in a RESTful Architecture John Gilman - Dir. Architecture and Engineering Blue Shield of California Matt Fisher Sr. Systems Engineer Progeny Systems Mike Dean Principle Engineer

More information

Evolution of D-Studio Middleware technology for BIM integration

Evolution of D-Studio Middleware technology for BIM integration Evolution of D-Studio Middleware technology for BIM integration Stefan Boeykens, Koenraad Nys D-Studio bvba Abstract: In the evolution towards BIM Level 3 and beyond, D-Studio is developing middleware

More information

Resilient Linked Data. Dave Reynolds, Epimorphics

Resilient Linked Data. Dave Reynolds, Epimorphics Resilient Linked Data Dave Reynolds, Epimorphics Ltd @der42 Outline What is Linked Data? Dependency problem Approaches: coalesce the graph link sets and partitioning URI architecture governance and registries

More information

Using Linked Data and taxonomies to create a quick-start smart thesaurus

Using Linked Data and taxonomies to create a quick-start smart thesaurus 7) MARJORIE HLAVA Using Linked Data and taxonomies to create a quick-start smart thesaurus 1. About the Case Organization The two current applications of this approach are a large scientific publisher

More information

Semantic Web Technologies. Topic: Data Cleaning

Semantic Web Technologies. Topic: Data Cleaning Semantic Web Technologies Topic: Data Cleaning olaf.hartig@liu.se Terminology and Methodologies Data cleaning (data cleansing, data scrubbing) deals with detecting and removing errors and inconsistencies

More information

Multi-agent and Semantic Web Systems: Linked Open Data

Multi-agent and Semantic Web Systems: Linked Open Data Multi-agent and Semantic Web Systems: Linked Open Data Fiona McNeill School of Informatics 14th February 2013 Fiona McNeill Multi-agent Semantic Web Systems: *lecture* Date 0/27 Jena Vcard 1: Triples Fiona

More information

Web Ontology Editor: architecture and applications

Web Ontology Editor: architecture and applications Web Ontology Editor: architecture and applications Dmitry Shachnev Lomonosov Moscow State University, department of Mechanics and Mathematics +7-916-7053644, mitya57@mitya57.me Abstract. Тhe paper presents

More information

Ontology-based Architecture Documentation Approach

Ontology-based Architecture Documentation Approach 4 Ontology-based Architecture Documentation Approach In this chapter we investigate how an ontology can be used for retrieving AK from SA documentation (RQ2). We first give background information on the

More information

Linked European Television Heritage

Linked European Television Heritage Linked European Television Heritage Editor(s): Name Surname, University, Country Solicited review(s): Name Surname, University, Country Open review(s): Name Surname, University, Country Nikolaos Simou

More information

Setting up a CIDOC CRM Adoption and Use Strategy CIDOC CRM: Success Stories, Challenges and New Perspective

Setting up a CIDOC CRM Adoption and Use Strategy CIDOC CRM: Success Stories, Challenges and New Perspective Setting up a CIDOC CRM Adoption and Use Strategy CIDOC CRM: Success Stories, Challenges and New Perspective George Bruseker CIDOC 2017 Tblisi, Georgia 27/09/2017 Researcher, Interpreter Goal: A Semantic

More information

Linked Open Data: a short introduction

Linked Open Data: a short introduction International Workshop Linked Open Data & the Jewish Cultural Heritage Rome, 20 th January 2015 Linked Open Data: a short introduction Oreste Signore (W3C Italy) Slides at: http://www.w3c.it/talks/2015/lodjch/

More information

Enterprise Information Integration using Semantic Web Technologies:

Enterprise Information Integration using Semantic Web Technologies: Enterprise Information Integration using Semantic Web Technologies: RDF as the Lingua Franca David Booth, Ph.D. HP Software Semantic Technology Conference 20-May-2008 In collaboration with Steve Battle,

More information

Real World Data Governance- Part 1

Real World Data Governance- Part 1 Real World Data Governance- Part 1 Day in the Life of a Business Steward Jesse Lambert and Jack Spivak, TopQuadrant Inc. November 30, 2017 Today s Program TopBraid EDG: A Day in the Life of a Business

More information

Introduction. October 5, Petr Křemen Introduction October 5, / 31

Introduction. October 5, Petr Křemen Introduction October 5, / 31 Introduction Petr Křemen petr.kremen@fel.cvut.cz October 5, 2017 Petr Křemen (petr.kremen@fel.cvut.cz) Introduction October 5, 2017 1 / 31 Outline 1 About Knowledge Management 2 Overview of Ontologies

More information

OpenPlant Accelerating ISO Adoption Through Open Applications.

OpenPlant Accelerating ISO Adoption Through Open Applications. OpenPlant Accelerating ISO 15926 Adoption Through Open Applications. Presented By: Dr. Manoj Dharwadkar Director of Data Interoperability, Bentley Systems POSC Caesar Members Meeting - Houston February

More information

Interacting with Linked Data Part I: General Introduction

Interacting with Linked Data Part I: General Introduction Interacting with Linked Data Part I: General Introduction Agenda Part 0: Welcome Part I: General Introduction to Semantic Technologies Part II: Advanced Concepts Part III: OWLIM Part IV: Information Workbench-

More information

Comparative Study of RDB to RDF Mapping using D2RQ and R2RML Mapping Languages

Comparative Study of RDB to RDF Mapping using D2RQ and R2RML Mapping Languages International Journal of Information Sciences and Application. ISSN 0974-2255 Volume 10, Number 1 (2018), pp. 23-36 International Research Publication House http://www.irphouse.com Comparative Study of

More information

Welcome to INFO216: Advanced Modelling

Welcome to INFO216: Advanced Modelling Welcome to INFO216: Advanced Modelling Theme, spring 2017: Modelling and Programming the Web of Data Andreas L. Opdahl About me Background: siv.ing (1988), dr.ing (1992) from NTH/NTNU

More information

Towards Mapping Certification Rules over BIM

Towards Mapping Certification Rules over BIM Towards Mapping Certification Rules over BIM Muhammad Fahad, fahad.muhammad@cstb.fr Centre Scientifique et Technique du Bâtiment (CSTB), Sophia Antipolis, France Nicolas Bus, nicolas.bus@cstb.fr Centre

More information

ISWC 2017 Tutorial: Semantic Data Management in Practice

ISWC 2017 Tutorial: Semantic Data Management in Practice ISWC 2017 Tutorial: Semantic Data Management in Practice Part 1: Introduction Olaf Hartig Linköping University olaf.hartig@liu.se @olafhartig Olivier Curé University of Paris-Est Marne la Vallée olivier.cure@u-pem.fr

More information

INSPIRE 2013, Florence

INSPIRE 2013, Florence Joining up INSPIRE XML and Core Location RDF schemas to interconnect Belgian address data INSPIRE 2013, Florence 25 June 2013 Stijn.Goedertier@pwc.be Andrea Perego Michael Lutz Nikolaos Loutas Vassilios

More information

Web 2.0, AJAX and RIAs

Web 2.0, AJAX and RIAs Web 2.0, AJAX and RIAs Asynchronous JavaScript and XML Rich Internet Applications Markus Angermeier November, 2005 - some of the themes of Web 2.0, with example-sites and services Web 2.0 Common usage

More information

QUT Digital Repository:

QUT Digital Repository: QUT Digital Repository: http://eprints.qut.edu.au/26758 CRC for Construction Innovation (2002) Using Agents for Mining Maintenance Data while interacting in 3D Objectoriented Virtual Environments. CRC

More information

Sharing Archival Metadata MODULE 20. Aaron Rubinstein

Sharing Archival Metadata MODULE 20. Aaron Rubinstein Sharing Archival Metadata 297 MODULE 20 SHARING ARCHivaL METADATA Aaron Rubinstein 348 Putting Descriptive Standards to Work The Digital Public Library of America s Application Programming Interface and

More information

Tool for Mapping Tabular Data to an Ontology, A Work-In-Progress

Tool for Mapping Tabular Data to an Ontology, A Work-In-Progress Tool for Mapping Tabular Data to an Ontology, A Work-In-Progress 2 Jun 2014 Andrea Westerinen andreaw@ninepts.com Agenda Problem Approach Background, iringtools Templates Mapping infrastructure Working

More information

> Semantic Web Use Cases and Case Studies

> Semantic Web Use Cases and Case Studies > Semantic Web Use Cases and Case Studies Case Study: A Linked Open Data Resource List Management Tool for Undergraduate Students Chris Clarke, Talis Information Limited and Fiona Greig, University of

More information

Publishing Statistical Data and Geospatial Data as Linked Data Creating a Semantic Data Platform

Publishing Statistical Data and Geospatial Data as Linked Data Creating a Semantic Data Platform Publishing Statistical Data and Geospatial Data as Linked Data Creating a Semantic Data Platform Hans Viehmann Product Manager EMEA ORACLE Corporation January 22, 2017 @SpatialHannes Safe Harbor Statement

More information

KNOWLEDGE GRAPHS. Lecture 2: Encoding Graphs with RDF. TU Dresden, 23th Oct Markus Krötzsch Knowledge-Based Systems

KNOWLEDGE GRAPHS. Lecture 2: Encoding Graphs with RDF. TU Dresden, 23th Oct Markus Krötzsch Knowledge-Based Systems KNOWLEDGE GRAPHS Lecture 2: Encoding Graphs with RDF Markus Krötzsch Knowledge-Based Systems TU Dresden, 23th Oct 2018 Encoding Graphs We have seen that graphs can be encoded in several ways: Adjacency

More information

Bridging the Gap between Semantic Web and Networked Sensors: A Position Paper

Bridging the Gap between Semantic Web and Networked Sensors: A Position Paper Bridging the Gap between Semantic Web and Networked Sensors: A Position Paper Xiang Su and Jukka Riekki Intelligent Systems Group and Infotech Oulu, FIN-90014, University of Oulu, Finland {Xiang.Su,Jukka.Riekki}@ee.oulu.fi

More information

ArchiCAD and COBie. How to Prepare your ArchiCAD 17 Project for COBie2 Documentation

ArchiCAD and COBie. How to Prepare your ArchiCAD 17 Project for COBie2 Documentation ArchiCAD and COBie How to Prepare your ArchiCAD 17 Project for COBie2 Documentation GRAPHISOFT Visit the GRAPHISOFT website at http://www.graphisoft.com for local distributor and product availability information.

More information

State of the Art of Semantic Web

State of the Art of Semantic Web State of the Art of Semantic Web Ali Alqazzaz Computer Science and Engineering Department Oakland University Rochester Hills, MI 48307, USA gazzaz86@gmail.com Abstract Semantic web is an attempt to provide

More information

Using Linked Data Concepts to Blend and Analyze Geospatial and Statistical Data Creating a Semantic Data Platform

Using Linked Data Concepts to Blend and Analyze Geospatial and Statistical Data Creating a Semantic Data Platform Using Linked Data Concepts to Blend and Analyze Geospatial and Statistical Data Creating a Semantic Data Platform Hans Viehmann Product Manager EMEA ORACLE Corporation October 17, 2018 @SpatialHannes Safe

More information

From Raw Sensor Data to Semantic Web Triples Information Flow in Semantic Sensor Networks

From Raw Sensor Data to Semantic Web Triples Information Flow in Semantic Sensor Networks From Raw Sensor Data to Semantic Web Triples Information Flow in Semantic Sensor Networks Nikolaos Konstantinou, Ph.D. Autonomic and Grid Computing group Athens Information Technology Lecture Outline Introduction

More information

FINANCIAL REGULATORY REPORTING ACROSS AN EVOLVING SCHEMA

FINANCIAL REGULATORY REPORTING ACROSS AN EVOLVING SCHEMA FINANCIAL REGULATORY REPORTING ACROSS AN EVOLVING SCHEMA MODELDR & MARKLOGIC - DATA POINT MODELING MARKLOGIC WHITE PAPER JUNE 2015 CHRIS ATKINSON Contents Regulatory Satisfaction is Increasingly Difficult

More information

MINT METADATA INTEROPERABILITY SERVICES

MINT METADATA INTEROPERABILITY SERVICES MINT METADATA INTEROPERABILITY SERVICES DIGITAL HUMANITIES SUMMER SCHOOL LEUVEN 10/09/2014 Nikolaos Simou National Technical University of Athens What is MINT? 2 Mint is a herb having hundreds of varieties

More information

A Linked Data Translation Approach to Semantic Interoperability

A Linked Data Translation Approach to Semantic Interoperability A Data Translation Approach to Semantic Interoperability November 12, 2014 Dataversity Webinar Rafael M Richards MD MS Physician Informaticist Veterans Health Administratioan U.S. Department of Veterans

More information

Energy-related data integration using Semantic data models for energy efficient retrofitting projects

Energy-related data integration using Semantic data models for energy efficient retrofitting projects Sustainable Places 2017 28 June 2017, Middlesbrough, UK Energy-related data integration using for energy efficient retrofitting projects Álvaro Sicilia ascilia@salleurl.edu FUNITEC, La Salle Architecture

More information

DIONE. (DAML Integrated Ontology Evolution Tools) Ontology Versioning in Semantic Web Applications. ISX Corporation Lehigh University

DIONE. (DAML Integrated Ontology Evolution Tools) Ontology Versioning in Semantic Web Applications. ISX Corporation Lehigh University (DAML Integrated Evolution Tools) Versioning in Semantic Web Applications ISX Corporation Lehigh University Dr. Brian Kettler, ISX bkettler@isx.com Prof. Jeff Heflin & Zhengxiang Pan, Lehigh heflin@cse.lehigh.edu

More information

Modern Trends in Semantic Web

Modern Trends in Semantic Web Modern Trends in Semantic Web Miroslav Blaško miroslav.blasko@fel.cvut.cz January 15, 2018 Miroslav Blaško (miroslav.blasko@fel.cvut.cz) Modern Trends in Semantic Web January 15, 2018 1 / 23 Outline 1

More information

Kalliopi Kravari 1, Konstantinos Papatheodorou 2, Grigoris Antoniou 2 and Nick Bassiliades 1

Kalliopi Kravari 1, Konstantinos Papatheodorou 2, Grigoris Antoniou 2 and Nick Bassiliades 1 Kalliopi Kravari 1, Konstantinos Papatheodorou 2, Grigoris Antoniou 2 and Nick Bassiliades 1 1 Dept. of Informatics, Aristotle University of Thessaloniki, Greece 2 Institute of Computer Science, FORTH,

More information

BIM Collaboration Hub - For the built environment

BIM Collaboration Hub - For the built environment BIM Collaboration Hub - For the built environment Dr Väino Tarandi Professor, KTH, Royal Institute of Technology, Stockholm Stockholm 2014-03-20 Short Introduction KTH BIM Collaboration Lab Sustainable

More information

APPLYING KNOWLEDGE BASED AI TO MODERN DATA MANAGEMENT. Mani Keeran, CFA Gi Kim, CFA Preeti Sharma

APPLYING KNOWLEDGE BASED AI TO MODERN DATA MANAGEMENT. Mani Keeran, CFA Gi Kim, CFA Preeti Sharma APPLYING KNOWLEDGE BASED AI TO MODERN DATA MANAGEMENT Mani Keeran, CFA Gi Kim, CFA Preeti Sharma 2 What we are going to discuss During last two decades, majority of information assets have been digitized

More information

An FCA Framework for Knowledge Discovery in SPARQL Query Answers

An FCA Framework for Knowledge Discovery in SPARQL Query Answers An FCA Framework for Knowledge Discovery in SPARQL Query Answers Melisachew Wudage Chekol, Amedeo Napoli To cite this version: Melisachew Wudage Chekol, Amedeo Napoli. An FCA Framework for Knowledge Discovery

More information

Building a missing item in INSPIRE: The Re3gistry

Building a missing item in INSPIRE: The Re3gistry Building a missing item in INSPIRE: The Re3gistry www.jrc.ec.europa.eu Serving society Stimulating innovation Supporting legislation Key pillars of data interoperability Conceptual data models Encoding

More information

A Formal Definition of RESTful Semantic Web Services. Antonio Garrote Hernández María N. Moreno García

A Formal Definition of RESTful Semantic Web Services. Antonio Garrote Hernández María N. Moreno García A Formal Definition of RESTful Semantic Web Services Antonio Garrote Hernández María N. Moreno García Outline Motivation Resources and Triple Spaces Resources and Processes RESTful Semantic Resources Example

More information

Linked Data for Data Integration based on SWIMing Guideline: Use Cases in DAREED Project

Linked Data for Data Integration based on SWIMing Guideline: Use Cases in DAREED Project Linked Data for Data Integration based on SWIMing Guideline: Use Cases in DAREED Project Hendro Wicaksono, Kiril Tonev, Preslava Krahtova 4th International Workshop on Linked Data in Architecture and Construction

More information

Semantiska webben DFS/Gbg

Semantiska webben DFS/Gbg 1 Semantiska webben 2010 DFS/Gbg 100112 Olle Olsson World Wide Web Consortium (W3C) Swedish Institute of Computer Science (SICS) With thanks to Ivan for many slides 2 Trends and forces: Technology Internet

More information