Big Data Grapes BDV Meetup Sofia
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The document discusses the role of Internet of Things (IoT) and big data in agriculture, specifically in wine production, as part of the BigDataGrapes project funded by the EU's Horizon 2020 program. It highlights how contextual data can enhance decision-making processes related to grapevine management and product quality, utilizing advanced technologies for data mining and analytics. Key challenges in data management, processing, analytics, and visualization are also addressed, emphasizing the importance of knowledge graphs in supporting decision-making.
Big Data Grapes BDV Meetup Sofia
- 1. 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.
- 2. 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
- 3. 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:
- 4. 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
- 5. IoT in Agriculture - Connected everything • satellite images, • drone images, • soil measurements, • drip irrigation, • weather forecast, • …unforeseen amount of data
- 6. How to make sense of data?
- 7. How to make sense of data?
- 8. How to make sense of data?
- 9. How to make sense of data?
- 10. 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
- 11. Grapevine & vineyard R&D SALES Distribution Chemistry laboratories Processing factories Winery facilities Production vineyards Packaging A case in agriculture: Wine production
- 12. 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
- 13. A case in agriculture: Decision support system
- 14. 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. 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)
- 16. Farm Management System Improve the ability to take quick decisions through FMS
- 17. Improve the quality of raw materials based on data Table Grapes
- 18. Improve the quality of wine/ Efficient Management Of Vineyard Wine
- 19. Correlation of different quality biomarkers for producing better grape extracts used for cosmetics Natural Cosmetics
- 20. 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
- 21. 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)
- 22. Oct 2016 Data Spectrum: extremely heterogeneous (& Big) Satellite Distribution / Financial Genomics Sensor / Weather Bibliographic data In-field observations
- 23. The Critical Mass Malcolm Gladwell claims that one needs to devote 10 000 hours to become an expert in something, e.g. winemaking (Outliers)
- 24. 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”
- 25. 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
- 26. 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"
- 27. 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
- 28. 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
- 31. Thank you! milena.yankova@ontotext.com Meet me again Tomorrow, 15th at 14:15 in Open Call for Contributions (Pitches) session