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Unlock IoT Streams With Adding Context
Milena Yankova, PhD
A Case in Agriculture
Head of Research & Innovation
BigDataGrapes - Big Data to Enable Global Disruption of the
Grapevine-powered Industries has received funding from the
European Union’s Horizon 2020 research and innovation programme
under grant agreement No 780751.
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
Technology Excellence at Ontotext
o Unique technology mix: + Data mining + Text mining
o Robust technology: We power BBC.co.uk/SPORT and FT.COM
o We serve many of the most knowledge intensive enterprises:
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
IoT in Agriculture - Connected everything
• satellite images,
• drone images,
• soil measurements,
• drip irrigation,
• weather forecast,
• …unforeseen amount of data
How to make sense of data?
How to make sense of data?
How to make sense of data?
How to make sense of data?
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
Grapevine &
vineyard R&D
SALES
Distribution
Chemistry
laboratories
Processing
factories
Winery
facilities
Production
vineyards
Packaging
A case in agriculture: Wine production
Grapevine &
vineyard R&D
SALES
Distribution
Chemistry
laboratories
Processing
factories
Winery
facilities
Production
vineyards
Packaging
A case in agriculture: Wine production
DECISION:
Raw materials &
products
DECISION: Product
Quality & Assurance
DECISION: Efficient
Management
DECISION: Brand
Development &
Storytelling
DECISION: Informing
Consumer Choice
DECISION: Selection Of
Materials & Extracts
A case in agriculture: Decision support system
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
15
BigDataGrapes Project
Agroknow (GR)
Ontotext (BG)
CNR (IT)
Katholieke
Universiteit
Leuven (BE)
Agricultural
University of
Athens (GR)
ABACO (IT)
Geocledian
(DE)
APIGEA (GR)
INRA (FR)
Farm Management System
Improve the ability to take quick
decisions through FMS
Improve the quality of raw
materials based on data
Table Grapes
Improve the quality of wine/ Efficient
Management Of Vineyard
Wine
Correlation of different quality biomarkers for
producing better grape extracts used for
cosmetics
Natural Cosmetics
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
BigData(Grapes) Challenges
• Data Management and Data Processing
− Distributed Big Data Indexing
− Large-scale Ontology Alignment and Data Harmonisation
− Scalable Real-time Distributed Processing
− Task-dependent Load Balancing and Resource Usage
• Data Analytics
− Distributed Machine Learning Techniques
• Data Visualization & User Interaction
− Uncertainty-aware Scalable Visualisations
− Trust-aware Decision Support Systems
(related to the 3rd Strategic Research and Innovation agenda of BDVA)
Oct
2016
Data Spectrum: extremely heterogeneous (& Big)
Satellite
Distribution / Financial
Genomics
Sensor / Weather
Bibliographic data
In-field observations
The Critical Mass
Malcolm Gladwell claims that one needs
to devote 10 000 hours to become an
expert in something, e.g. winemaking
(Outliers)
The Critical Mass of Context (not Data)
o An AI system needs:
 To know 1B facts
 About 100M concepts and entities
 Read 1M articles
o In order to reach concept and entity
awareness in a specific domain
 The level of awareness that people mean saying
“My background is X”
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
Context brings Awareness
o Context allows facts to be identified,
the way people do
o Context is provided by sufficiently
Big Knowledge Graph
o This is awareness! "I am aware of X"
or "She is cognizant of Y"
Commercial
Agriculture Database
Academic
DataBases
Research
Articles
Wikipedia
Privateo Knowledge Graphs
provide semantic
entity fingerprints
o Knowledge Graphs
combine diverse
information
Knowledge Graphs
As Context
Presentation Outline
o Overview
o Steaming data in Agriculture
o Wine Production
o BigDataGrapes Project
o Big Data Challenges
o Context brings Awareness
o Awareness Improves Decision
Presentation Outline
Decision Support System
Decision Support System
Thank you!
milena.yankova@ontotext.com
Meet me again Tomorrow, 15th at 14:15 in
Open Call for Contributions (Pitches) session

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