project overview big data europe
TRANSCRIPT
BIG DATA EUROPEIntegrating Big Data, Software & Communities for Addressing Europe’s Societal Challenges
negative conotation
Big Data has often a
15 avr. 2023www.big-data-europe.eu
Big Data in Marketing
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Big Data in Intelligence
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BigDataEurope aims to help maximizing the societal value of Big Data
Health, demographic change and wellbeing; Food security, sustainable agriculture and forestry,
marine and maritime and inland water research, and the Bioeconomy;
Secure, clean and efficient energy; Smart, green and integrated transport; Climate action, environment, resource efficiency and
raw materials; Europe in a changing world - inclusive, innovative
and reflective societies; Secure societies - protecting freedom and security of
Europe and its citizens.15 avr. 2023www.big-data-europe.eu
The three Big Data „V“ – Variety is often neglected
Quelle: Gesellschaft für Informatik
© Fraunhofer-Allianz Big Data 7
Proactive Maintenance at Rolls Royce
New Business Model integrating Sensor Data & Big Data Analytics
Dr. Dirk Hecker
Condition Monitoring, Proactive maintenance, „Power-by-the-
hour“,
as-a-service Business Model – payment modell by flight hours
Quelle: www.springboeck.ch/SR_Technics.htm
© Mark Hillary | Flickr
© Fraunhofer-Allianz Big Data 8
The rolling Smartphone
New Business Models for the Automotive Industry with Data Value Chains
Dr. Dirk Hecker
Windshield wiper as rain sensors for micro wether prognosis
Automotive industry can become data provider for other industries
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© Fraunhofer-Allianz Big Data 9
Predictive Analytics
Dr. Dirk Hecker
From Business Intelligence to Big Data Analytics
Business Intelligence Monitoring Predictive Analytics
What happened before?
What happens now?
What will happen soon?
What should happen?
Prescriptive Analytics
„the last Mile“
“prescriptive analytics suggests decision options on how to take advantage of a future opportunity”
Quelle: BMW Quelle: www.7-forum.com Quelle: BMW Quelle: Volvo
BigDataEurope Rationale
Show societal value of Big Data Lower barrrier for using big data
technologieso Required effort and resourceso Limited data science skills
Help establishing cross-lingual/organizational/domain Data Value Chains
15 avr. 2023www.big-data-europe.eu
Orthogonal Dimensions of Big Data Ecosystems
Generic Big Data Enabling Technologies
Data Value Chain
Data Generation & Acquisition
Data Analysis & Processing
Data Storage & Curation
Data Visualization &
Usage
Data-driven Services
Socie
tal C
halle
nges
Dom
ain
Spec
ific D
ata
Asse
ts
& T
echn
olog
y
Healthcare
Food Security
Energy
Intelligent Transport
Climate & Environment
Inclusive & Reflective Societies
Secure Societies
Envisioned societal stakeholder engagement cycle implemented through Big Data interest groups for each of the H2020 societal challenges
Domains, Focus Areas & Data Assets
Societal Domain
Preliminary Big Data Focus area
Selected Key Data assets
Life Sciences & Health
Heterogeneous data Linking & integration
Biomedical Semantic Indexing & QA
ACD Labs / ChemSpider, ChEBI, ChEMBL, Con-ceptWiki, DrugBank, EN-ZYME, Gene Ontology, GO Annotation, Swis-sProt, UniProt, Wik-iPathways, PubMed, MeSH, Disease Ontology (DO), Joint Chemical Dic-tionary
(Jochem), Bio-ASQ datasets
Food & Agriculture
Large-scale distributed data integration
INFOODS, AQUASTAT Green Learning Network (GLN), Agricultural Bibliography Network (ABN), AGRIS,
AquaMaps, Fishbase
EnergyReal-time monitoring, stream
processing, data analytics, and decision support
European Energy Exchange Data, smart meter measurement data, gas/fuels/energy market/price data, consumption statistics, equipment condition monitoring
data)
TransportStreaming sensor network & geo-spatial data integration
GTFS data, OSM/ LinkedGeoData, MobilityMaps, Transport sensor data, ROSATTE Road safety attributes, European
Road Data Infrastructure - EuroRoadS
ClimateReal-time monitoring, stream
processing, and data analytics.
European Grid Infrastructure (EGI), Databases hosting atmospheric data. Several software frameworks for
simulation, calibration and reconstruction.
Social Sciences
Statistical and research data linking & integration
Federated social sciences data catalogs, statistical data from public data portals and statistical offices (e.g.
EuroStats, UNESCO, WorldBank)
Security
Real-time monitoring, stream processing, and data
analytics.Image data analysis
Earth Observation data (e.g. Very High Resolution Satellite Imagery acquired from commercial providers and
governmental systems) and collateral data for supporting CFSP/CSDP missions and operations, Databases hosting
atmospheric Data. Experimental and simulation data concerning dispersion of hazardous substances
Health Example: OpenPhacts – Big Data & Drug Discovery
Precompetitive Data Platform for Pharma Industry
Integrate Multiple Research Biomedical Data Resources Into A Single Open & Free Access Point
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Energy/Climate Example: Greenshifting
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Blueprint of the Data Aggregator Platform
Follows typical Lambda Architecture
Possibly integrated on top of existing Big Data distribution
Batch Layer
Speed Layer
Data Storage
Real-time data &
Transactions …
Batch View
Real-time Viewm
ess
ag
e p
ass
ing
message passing
Applications & Showcases
Real-time dashboards
Domain-specific BDE apps
Big Data AnalyticsIn-stream Mining
BD
E P
latfo
rm &
In
tellig
ence
Input dataStreamSpatialSocialStatistical TemporalTransactionalImagery
Data Aggregator Platform Challenges
Ingest semantic (RDF) and non-semantic (CSV, JSON, XML, …) datao Integrate various mapping techniques
(R2RML, CSV on the Web, JSON-LD) preserve semantics, provenance and
metadata in Big Data processing chainso Preserve URI/IRIso Preserve triples
Exploit semantics for aggregations
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BDE Partners
Sören AuerBig Data Europe CoordinatorFraunhofer IAIS & University of [email protected]
Thanks
15 avr. 2023www.big-data-europe.eu