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Semantics in the Agri-food Value
Chain
Christopher Brewster
Aston University, UK
Semantics in Agriculture Workshop - Rome July 2015
1
The Problem
• Lack of data integration in the agri-food
supply chain
• between farmers, aggregators, retailers
and consumers
2
Drivers for Data Integration
• Need for visibility and transparency - tracking
and tracing
• Desire for food awareness - on the part of
consumers, but not only
• Regulatory pressure - e.g.EU Regulation
1169/2011 - demands detailed ingredient data
• New business opportunities ….
3
Food Crises and Scandals
• Major driver for greater data integration (whether open
or closed).
• E. Coli in Germany in 2011 - Spanish growers lost over
€200M
• Horsemeat scandal across Europe in 2013 - impact very
great on some supermarkets
• Both scandals suffered from lack of data and data
integration
• Need for greater supply chain transparency = need for
data integration
4
The Problem of Trust
• Consumer perspective: I do
not know enough about the
food I eat
• Farmers perspective: I do not
want to give away data - it is
my data, I do not know what
people will do with it.
• In both cases, centralised
systems undermine trust
5
Working with the Existing
Standard
• The existing standard is GS1 = Barcodes and
RFID
• Latest version called EPCIS
• Worldwide, used on packages goods, but …
• … relatively narrow range of data represented
• … only what is on the packet really
6
GS1 standards for Supply Chain
visibility
• GS1: a neutral, not-for-profit organization dedicated to the design and
implementation of global standards and solutions to improve the efficiency and
visibility in supply chains.
• Core GS1 standards: EPCIS 1.1 & CBV 1.1
• The Electronic Product Code (EPC): provides products with unique, serialised
identities.
• Electronic Product Code Information Services (EPCIS): provides a set of
specifications for the syntactic capture and informal semantic interpretation of
EPC based product information.
• CBV supplements EPCIS by defining the structure of vocabularies and specific
values for the vocabulary elements.
• Events as abstractions for traceability.
7
SW & LD for Visibility in Supply chains
• Purpose:
• To bridge between existing standard and semantic technologies
• Provide a rigorous formalisation of the GS1 standard
• Allow easy integration with other vocabularies and data
• Result:
• A set of ontologies: EEM, CBVVocab, OntoPedigree.
• Streams of EPCIS events.
• Event-Based traceability artifact: Linked Pedigrees.
• Algorithm: automated generation of linked pedigrees from EPCIS
events and counterfeit detection.
8
The Architecture: Linked Pedigrees
• Based on “pedigree” concept common in
pharmaceutical industry - an audit trail which record
path of ownership
• Based on GS1 standards (pedigree standard + EPCIS)
• “Linked pedigrees” use semantic web/linked data
principles
• Involves formalisation of EPCIS standard in two
ontologies
9
Linked Pedigrees
• Datasets described and accessed using linked data principles.
• Encapsulate the knowledge required to trace and track products in
supply chains on a Web scale.
• Facilitate the interlinking of a variety of related and relevant data, i.e.,
GS1 product master data with event data PLUS other data outside
the GS1 system.
• Based on a domain independent data model for the sharing of
knowledge among Semantic Web/Linked data aware systems
deployed for the tracking, tracing and data capture.
• Product knowledge shared among partners as products physically
flow downstream or upstream in the supply chain.
10
Linked Pedigree Architecture
11
The Ontologies:EEM - The EPCIS
Event Model
• A domain specific, ontological information model.
• Focuses on a tight conformance with the EPCIS 1.1 standard and
Simplicity.
• Explicitly defines relationships with CBV 1.1 entities through
CBVVocab.
• EEM has been mapped to PROV-O
12
http://purl.org/eem#
The Ontologies: CBV - Core Business
Vocabulary
• Companion to EEM
• defining vocabularies
and specific data values
that may populate the
EPCIS data model
13
http://purl.org/FIspace/cbv#
Result - 1
14
Result - 2
15
Typical Queries
• Tracking ingredients: What were the inputs consumed
during processing in the batch of wine bottles shipped on
date X?
• Tracking provenance: Which winery staff were present at
the winery when the wine bottles were aggregated in
cases with identifiers X and Y? 

• Tracking external data: Retrieve the average values for
the growth temperature for grapes used in the production
of a batch of wine to be shipped to Destination D on date
X.
16
Conclusions
• Semantic technologies need to play a part not just in
research but also in food production and supply chains
• The current agri-food system faces data integration
problems we are all aware of.
• With Linked Pedigrees, we have presented one possible
approach that allows interlinking of data structures with
existing standards, and the wider resources available in
the web of data.
17
Questions?
18
Acknowledgements
• The work presented here was largely
the work of Monika Solanki (https://
w3id.org/people/msolanki), supported
by the FIspace project
19
Further Information
• M. Solanki and C. Brewster. A Knowledge Driven Approach towards the Validation of Externally
Acquired Traceability Datasets in Supply Chain Business Processes. EKAW 2014. Springer-Verlag.
• M. Solanki and C. Brewster. EPCIS event-based traceability in pharmaceutical supply chains via
automated generation of linked pedigrees. ISWC 2014. Springer-Verlag.
• M. Solanki and C. Brewster. Modelling and Linking transformations in EPCIS governing supply chain
business processes. EC-Web 2014. Springer-LNBIP.
• M. Solanki and C. Brewster. Detecting EPCIS Exceptions in linked traceability streams across supply
chain business processes. SEMANTiCS 2014. ACM-ICPS.
• M. Solanki and C. Brewster. Consuming Linked data in Supply Chains: Enabling data visibility via
Linked Pedigrees. COLD2013 at ISWC, volume Vol-1034. CEUR-WS.org proceedings, 2013.
• M. Solanki and C. Brewster. Representing Supply Chain Events on the Web of Data. DeRiVE at
ISWC. CEUR-WS.org proceedings, 2013.
• http://windermere.aston.ac.uk/~monika/ontologies.html
• http://windermere.aston.ac.uk/~monika/publication.html
20

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Semantics in the Agri-food Value Chain

  • 1. Semantics in the Agri-food Value Chain Christopher Brewster Aston University, UK Semantics in Agriculture Workshop - Rome July 2015 1
  • 2. The Problem • Lack of data integration in the agri-food supply chain • between farmers, aggregators, retailers and consumers 2
  • 3. Drivers for Data Integration • Need for visibility and transparency - tracking and tracing • Desire for food awareness - on the part of consumers, but not only • Regulatory pressure - e.g.EU Regulation 1169/2011 - demands detailed ingredient data • New business opportunities …. 3
  • 4. Food Crises and Scandals • Major driver for greater data integration (whether open or closed). • E. Coli in Germany in 2011 - Spanish growers lost over €200M • Horsemeat scandal across Europe in 2013 - impact very great on some supermarkets • Both scandals suffered from lack of data and data integration • Need for greater supply chain transparency = need for data integration 4
  • 5. The Problem of Trust • Consumer perspective: I do not know enough about the food I eat • Farmers perspective: I do not want to give away data - it is my data, I do not know what people will do with it. • In both cases, centralised systems undermine trust 5
  • 6. Working with the Existing Standard • The existing standard is GS1 = Barcodes and RFID • Latest version called EPCIS • Worldwide, used on packages goods, but … • … relatively narrow range of data represented • … only what is on the packet really 6
  • 7. GS1 standards for Supply Chain visibility • GS1: a neutral, not-for-profit organization dedicated to the design and implementation of global standards and solutions to improve the efficiency and visibility in supply chains. • Core GS1 standards: EPCIS 1.1 & CBV 1.1 • The Electronic Product Code (EPC): provides products with unique, serialised identities. • Electronic Product Code Information Services (EPCIS): provides a set of specifications for the syntactic capture and informal semantic interpretation of EPC based product information. • CBV supplements EPCIS by defining the structure of vocabularies and specific values for the vocabulary elements. • Events as abstractions for traceability. 7
  • 8. SW & LD for Visibility in Supply chains • Purpose: • To bridge between existing standard and semantic technologies • Provide a rigorous formalisation of the GS1 standard • Allow easy integration with other vocabularies and data • Result: • A set of ontologies: EEM, CBVVocab, OntoPedigree. • Streams of EPCIS events. • Event-Based traceability artifact: Linked Pedigrees. • Algorithm: automated generation of linked pedigrees from EPCIS events and counterfeit detection. 8
  • 9. The Architecture: Linked Pedigrees • Based on “pedigree” concept common in pharmaceutical industry - an audit trail which record path of ownership • Based on GS1 standards (pedigree standard + EPCIS) • “Linked pedigrees” use semantic web/linked data principles • Involves formalisation of EPCIS standard in two ontologies 9
  • 10. Linked Pedigrees • Datasets described and accessed using linked data principles. • Encapsulate the knowledge required to trace and track products in supply chains on a Web scale. • Facilitate the interlinking of a variety of related and relevant data, i.e., GS1 product master data with event data PLUS other data outside the GS1 system. • Based on a domain independent data model for the sharing of knowledge among Semantic Web/Linked data aware systems deployed for the tracking, tracing and data capture. • Product knowledge shared among partners as products physically flow downstream or upstream in the supply chain. 10
  • 12. The Ontologies:EEM - The EPCIS Event Model • A domain specific, ontological information model. • Focuses on a tight conformance with the EPCIS 1.1 standard and Simplicity. • Explicitly defines relationships with CBV 1.1 entities through CBVVocab. • EEM has been mapped to PROV-O 12 http://purl.org/eem#
  • 13. The Ontologies: CBV - Core Business Vocabulary • Companion to EEM • defining vocabularies and specific data values that may populate the EPCIS data model 13 http://purl.org/FIspace/cbv#
  • 16. Typical Queries • Tracking ingredients: What were the inputs consumed during processing in the batch of wine bottles shipped on date X? • Tracking provenance: Which winery staff were present at the winery when the wine bottles were aggregated in cases with identifiers X and Y? 
 • Tracking external data: Retrieve the average values for the growth temperature for grapes used in the production of a batch of wine to be shipped to Destination D on date X. 16
  • 17. Conclusions • Semantic technologies need to play a part not just in research but also in food production and supply chains • The current agri-food system faces data integration problems we are all aware of. • With Linked Pedigrees, we have presented one possible approach that allows interlinking of data structures with existing standards, and the wider resources available in the web of data. 17
  • 19. Acknowledgements • The work presented here was largely the work of Monika Solanki (https:// w3id.org/people/msolanki), supported by the FIspace project 19
  • 20. Further Information • M. Solanki and C. Brewster. A Knowledge Driven Approach towards the Validation of Externally Acquired Traceability Datasets in Supply Chain Business Processes. EKAW 2014. Springer-Verlag. • M. Solanki and C. Brewster. EPCIS event-based traceability in pharmaceutical supply chains via automated generation of linked pedigrees. ISWC 2014. Springer-Verlag. • M. Solanki and C. Brewster. Modelling and Linking transformations in EPCIS governing supply chain business processes. EC-Web 2014. Springer-LNBIP. • M. Solanki and C. Brewster. Detecting EPCIS Exceptions in linked traceability streams across supply chain business processes. SEMANTiCS 2014. ACM-ICPS. • M. Solanki and C. Brewster. Consuming Linked data in Supply Chains: Enabling data visibility via Linked Pedigrees. COLD2013 at ISWC, volume Vol-1034. CEUR-WS.org proceedings, 2013. • M. Solanki and C. Brewster. Representing Supply Chain Events on the Web of Data. DeRiVE at ISWC. CEUR-WS.org proceedings, 2013. • http://windermere.aston.ac.uk/~monika/ontologies.html • http://windermere.aston.ac.uk/~monika/publication.html 20