SlideShare a Scribd company logo
1 of 45
Brussels 2015-06-15
Climate analysis & Big data
Rasmus E. Benestad
Abdelkader Mezghani, & Kajsa M. Parding
esd for retrieving, processing, dissecting, analysing, and visualisation
How do I find useful climate
information
in large volumes of data?
Information & Data & Knowledge
● Information
"...in its most restricted technical sense, is a sequence of
symbols that can be interpreted as a message".
(wikipedia)
● Data are measurements, observations, calculations
● Knowledge is expectation about causalities,
dependencies, and why?
Norwegian Meteorological Institute
The ultimate objective is to
find the answers.
The data is the source and
the means finding answers.
Analytical tools designed for
data analysis/statistics.
What is the question?
Big data - simple algorithms
Fast “distillation” of information
Open source tool ‘esd’
http://github.com/metno/esd
Norwegian Meteorological Institute
esd: open-source and free
Data access
Source of information
Temperature
ECA&D:
~1.1 Gb
-temperature
-precipitation
Temperature
ECA&D +
GHCN +
MET
Norway
-temperature
Precipitation
Reanalyses and satellite data
Climate model results
Norwegian Meteorological Institute
Make use of information hidden
in vast archives of climate
model results and observations
Example
Extracting information embedded in global climate models
and observations
Climate model results
Norwegian Meteorological Institute
Norwegian Meteorological Institute
Norwegian Meteorological Institute
What is hidden behind the results?
Norwegian Meteorological Institute
Building block
Empirical-statistical
downscaling
Dependencies &
connections
Redundancy
Norwegian Meteorological Institute
Extension of the results to regions
Norwegian Meteorological Institute
High one-in-twenty mean
summer temperature in 2100
Infographics
Exposing different aspects
Different sides to information
Changes in rainfall statistics?
Quick look at temperatures
Maps
Correlation
Analysis
Patterns of behaviour
Anomaly with respect to latitude
How similar are the reanalyses? Correlation maps
How good are the models?
Using mathematics to make
sense of the data
Is there a change in the precipitation?
Norwegian Meteorological Institute
How much does it rain?
Norwegian Meteorological Institute
Global rain gauge data
= huge
volume
35,000 rain
gauges with
daily data
Best way to
mine hidden
information?
Norwegian Meteorological Institute
Understand the data
Exponential
distribution?
Vast number
of data points
on top of each
other
Norwegian Meteorological Institute
Extract the essence (cleverly)
Principal
component
analysis:
two main
characteristics
Norwegian Meteorological Institute
E.g. The wet-day 95-percentile
for 24-hr precipitation
Calculated Observed
Norwegian Meteorological Institute
Test results
Norwegian Meteorological Institute
Changing rainfall patterns
Norwegian Meteorological Institute
Changing rainfall patterns
Norwegian Meteorological Institute
Aggregate
Principal Component Analysis (PCA)
Regression analysis
Quick search
Combination of sources
Mapping/gridding
Statistical distributions
Main instruments
Norwegian Meteorological Institute
Tricks for efficiency
Structured and standardised metadata
Common information model (CIM)
Data reference syntax (DRS)
classes and ‘S3’ methods
Fast algorithms making use knowns
Norwegian Meteorological Institute
• Facilitate intercomparisons
• Sharing of generic methods
• Traceability and replicability
• Promotes community building & discussions
Benefits of common standards &
structures
Norwegian Meteorological Institute
Summary
●esd - “easy and simple data” or empirical-
statistical downscaling
●Statistics - information from the data
●Aim to address specific questions
Meteorologisk institutt
Thanks for your attention!

More Related Content

What's hot

Eco-informatics: Data services for bringing together and publishing the full ...
Eco-informatics: Data services for bringing together and publishing the full ...Eco-informatics: Data services for bringing together and publishing the full ...
Eco-informatics: Data services for bringing together and publishing the full ...TERN Australia
 
VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...
VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...
VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...Fatma ÇINAR
 
How Bird Atlas Data is getting used
How Bird Atlas Data is getting used How Bird Atlas Data is getting used
How Bird Atlas Data is getting used Praveen Jayadevan
 
Applications of Numerical Method
Applications of Numerical Method Applications of Numerical Method
Applications of Numerical Method MdOsmanAzizMinaj
 
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORKMACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORKAbhi Jit
 
Application of numerical method
Application of numerical methodApplication of numerical method
Application of numerical methodNayeem Rahman
 
1Spatial: Cardiff FME World Tour: Saving memory, saving time
1Spatial: Cardiff FME World Tour: Saving memory, saving time1Spatial: Cardiff FME World Tour: Saving memory, saving time
1Spatial: Cardiff FME World Tour: Saving memory, saving time1Spatial
 
application of numerical method
application of numerical methodapplication of numerical method
application of numerical methodarifur rahman
 
Measurement and Verification - The WegoWise M&V Report in Pictures
Measurement and Verification - The WegoWise M&V Report in PicturesMeasurement and Verification - The WegoWise M&V Report in Pictures
Measurement and Verification - The WegoWise M&V Report in PicturesWegoWise
 

What's hot (15)

Sensors Ralph Meijers
Sensors Ralph MeijersSensors Ralph Meijers
Sensors Ralph Meijers
 
GBA Data viewer
GBA Data viewerGBA Data viewer
GBA Data viewer
 
NOAA's Climate Data Record (CDR) Program
NOAA's Climate Data Record (CDR) ProgramNOAA's Climate Data Record (CDR) Program
NOAA's Climate Data Record (CDR) Program
 
Eco-informatics: Data services for bringing together and publishing the full ...
Eco-informatics: Data services for bringing together and publishing the full ...Eco-informatics: Data services for bringing together and publishing the full ...
Eco-informatics: Data services for bringing together and publishing the full ...
 
VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...
VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...
VISUAL ANALYSIS OF ELECTRICITY DEMAND: ENERGY DASHBOARD GRAPHICS Graphical Da...
 
PII_IQPC_May_04
PII_IQPC_May_04PII_IQPC_May_04
PII_IQPC_May_04
 
Time series forecasting
Time series forecastingTime series forecasting
Time series forecasting
 
How Bird Atlas Data is getting used
How Bird Atlas Data is getting used How Bird Atlas Data is getting used
How Bird Atlas Data is getting used
 
Applications of Numerical Method
Applications of Numerical Method Applications of Numerical Method
Applications of Numerical Method
 
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORKMACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
 
Application of numerical method
Application of numerical methodApplication of numerical method
Application of numerical method
 
1Spatial: Cardiff FME World Tour: Saving memory, saving time
1Spatial: Cardiff FME World Tour: Saving memory, saving time1Spatial: Cardiff FME World Tour: Saving memory, saving time
1Spatial: Cardiff FME World Tour: Saving memory, saving time
 
Cis266 final review
Cis266 final reviewCis266 final review
Cis266 final review
 
application of numerical method
application of numerical methodapplication of numerical method
application of numerical method
 
Measurement and Verification - The WegoWise M&V Report in Pictures
Measurement and Verification - The WegoWise M&V Report in PicturesMeasurement and Verification - The WegoWise M&V Report in Pictures
Measurement and Verification - The WegoWise M&V Report in Pictures
 

Viewers also liked

End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ...
 End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ... End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ...
End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ...BigData_Europe
 
SC7 Workshop 1: Towards a data-driven economy in Europe
SC7 Workshop 1: Towards a data-driven economy in EuropeSC7 Workshop 1: Towards a data-driven economy in Europe
SC7 Workshop 1: Towards a data-driven economy in EuropeBigData_Europe
 
BigDataEurope: Project Introduction @ Year #1 Workshops
BigDataEurope: Project Introduction @ Year #1 WorkshopsBigDataEurope: Project Introduction @ Year #1 Workshops
BigDataEurope: Project Introduction @ Year #1 WorkshopsBigData_Europe
 
Open PHACTS for BDE SC1.1
Open PHACTS for BDE SC1.1Open PHACTS for BDE SC1.1
Open PHACTS for BDE SC1.1BigData_Europe
 
BigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis Mallas
BigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis MallasBigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis Mallas
BigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis MallasBigData_Europe
 
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...BigData_Europe
 
SC7 Workshop 1: BigDataEurope Approach to Security
SC7 Workshop 1: BigDataEurope Approach to SecuritySC7 Workshop 1: BigDataEurope Approach to Security
SC7 Workshop 1: BigDataEurope Approach to SecurityBigData_Europe
 
SC4 Workshop 1: Logistics and big data German herrero
SC4 Workshop 1: Logistics and big data  German herreroSC4 Workshop 1: Logistics and big data  German herrero
SC4 Workshop 1: Logistics and big data German herreroBigData_Europe
 
BigDataEurope - Big Data & Secure Societies
BigDataEurope - Big Data & Secure SocietiesBigDataEurope - Big Data & Secure Societies
BigDataEurope - Big Data & Secure SocietiesBigData_Europe
 
BigDataEurope - Big Data & Energy
BigDataEurope - Big Data & EnergyBigDataEurope - Big Data & Energy
BigDataEurope - Big Data & EnergyBigData_Europe
 
BigDataEurope - Big Data & Climate Change
BigDataEurope - Big Data & Climate ChangeBigDataEurope - Big Data & Climate Change
BigDataEurope - Big Data & Climate ChangeBigData_Europe
 
BigDataEurope - Big Data & Transport
BigDataEurope - Big Data & TransportBigDataEurope - Big Data & Transport
BigDataEurope - Big Data & TransportBigData_Europe
 
BDE Technical Webinar 1 : BDE Platform Architecture
BDE Technical Webinar 1 : BDE Platform ArchitectureBDE Technical Webinar 1 : BDE Platform Architecture
BDE Technical Webinar 1 : BDE Platform ArchitectureBigData_Europe
 
SC7 Workshop 1: Big Data in Secure Societies
SC7 Workshop 1: Big Data in Secure Societies SC7 Workshop 1: Big Data in Secure Societies
SC7 Workshop 1: Big Data in Secure Societies BigData_Europe
 
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)BigData_Europe
 
SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?
SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?
SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?BigData_Europe
 
SC4 Workshop 1: Simon Scerri: Existing tools and technologies
SC4 Workshop 1: Simon Scerri: Existing tools and technologiesSC4 Workshop 1: Simon Scerri: Existing tools and technologies
SC4 Workshop 1: Simon Scerri: Existing tools and technologiesBigData_Europe
 
SC4 Workshop 1: Dave Marples: Role of social media in transport
SC4 Workshop 1: Dave Marples: Role of social media in transport SC4 Workshop 1: Dave Marples: Role of social media in transport
SC4 Workshop 1: Dave Marples: Role of social media in transport BigData_Europe
 
SC4 Workshop 1: Nick Cohn: Traffic management
SC4 Workshop 1: Nick Cohn: Traffic managementSC4 Workshop 1: Nick Cohn: Traffic management
SC4 Workshop 1: Nick Cohn: Traffic managementBigData_Europe
 
SC4 Workshop 1: Helena Gellerman: data analyses in transport
SC4 Workshop 1: Helena Gellerman: data analyses in transport SC4 Workshop 1: Helena Gellerman: data analyses in transport
SC4 Workshop 1: Helena Gellerman: data analyses in transport BigData_Europe
 

Viewers also liked (20)

End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ...
 End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ... End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ...
End-userGatewayForClimateServicesAndDataInitiatives by Antonio Cofino, Univ ...
 
SC7 Workshop 1: Towards a data-driven economy in Europe
SC7 Workshop 1: Towards a data-driven economy in EuropeSC7 Workshop 1: Towards a data-driven economy in Europe
SC7 Workshop 1: Towards a data-driven economy in Europe
 
BigDataEurope: Project Introduction @ Year #1 Workshops
BigDataEurope: Project Introduction @ Year #1 WorkshopsBigDataEurope: Project Introduction @ Year #1 Workshops
BigDataEurope: Project Introduction @ Year #1 Workshops
 
Open PHACTS for BDE SC1.1
Open PHACTS for BDE SC1.1Open PHACTS for BDE SC1.1
Open PHACTS for BDE SC1.1
 
BigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis Mallas
BigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis MallasBigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis Mallas
BigDataEurope 1st SC5 Workshop Big Data in ECMWF by Ioannis Mallas
 
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
 
SC7 Workshop 1: BigDataEurope Approach to Security
SC7 Workshop 1: BigDataEurope Approach to SecuritySC7 Workshop 1: BigDataEurope Approach to Security
SC7 Workshop 1: BigDataEurope Approach to Security
 
SC4 Workshop 1: Logistics and big data German herrero
SC4 Workshop 1: Logistics and big data  German herreroSC4 Workshop 1: Logistics and big data  German herrero
SC4 Workshop 1: Logistics and big data German herrero
 
BigDataEurope - Big Data & Secure Societies
BigDataEurope - Big Data & Secure SocietiesBigDataEurope - Big Data & Secure Societies
BigDataEurope - Big Data & Secure Societies
 
BigDataEurope - Big Data & Energy
BigDataEurope - Big Data & EnergyBigDataEurope - Big Data & Energy
BigDataEurope - Big Data & Energy
 
BigDataEurope - Big Data & Climate Change
BigDataEurope - Big Data & Climate ChangeBigDataEurope - Big Data & Climate Change
BigDataEurope - Big Data & Climate Change
 
BigDataEurope - Big Data & Transport
BigDataEurope - Big Data & TransportBigDataEurope - Big Data & Transport
BigDataEurope - Big Data & Transport
 
BDE Technical Webinar 1 : BDE Platform Architecture
BDE Technical Webinar 1 : BDE Platform ArchitectureBDE Technical Webinar 1 : BDE Platform Architecture
BDE Technical Webinar 1 : BDE Platform Architecture
 
SC7 Workshop 1: Big Data in Secure Societies
SC7 Workshop 1: Big Data in Secure Societies SC7 Workshop 1: Big Data in Secure Societies
SC7 Workshop 1: Big Data in Secure Societies
 
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
 
SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?
SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?
SC4 Workshop 1: Simon Scerri (Fraunhofer) - What can big data do for transport?
 
SC4 Workshop 1: Simon Scerri: Existing tools and technologies
SC4 Workshop 1: Simon Scerri: Existing tools and technologiesSC4 Workshop 1: Simon Scerri: Existing tools and technologies
SC4 Workshop 1: Simon Scerri: Existing tools and technologies
 
SC4 Workshop 1: Dave Marples: Role of social media in transport
SC4 Workshop 1: Dave Marples: Role of social media in transport SC4 Workshop 1: Dave Marples: Role of social media in transport
SC4 Workshop 1: Dave Marples: Role of social media in transport
 
SC4 Workshop 1: Nick Cohn: Traffic management
SC4 Workshop 1: Nick Cohn: Traffic managementSC4 Workshop 1: Nick Cohn: Traffic management
SC4 Workshop 1: Nick Cohn: Traffic management
 
SC4 Workshop 1: Helena Gellerman: data analyses in transport
SC4 Workshop 1: Helena Gellerman: data analyses in transport SC4 Workshop 1: Helena Gellerman: data analyses in transport
SC4 Workshop 1: Helena Gellerman: data analyses in transport
 

Similar to ESD-big data by Rasmus Benestad

EcoTas13 Hutchinson e-MAST ANU
EcoTas13 Hutchinson e-MAST ANUEcoTas13 Hutchinson e-MAST ANU
EcoTas13 Hutchinson e-MAST ANUTERN Australia
 
EcoTas13 BradEvans e-MAST data
EcoTas13 BradEvans e-MAST dataEcoTas13 BradEvans e-MAST data
EcoTas13 BradEvans e-MAST dataTERN Australia
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTTERN Australia
 
Comparative Study of Machine Learning Algorithms for Rainfall Prediction
Comparative Study of Machine Learning Algorithms for Rainfall PredictionComparative Study of Machine Learning Algorithms for Rainfall Prediction
Comparative Study of Machine Learning Algorithms for Rainfall Predictionijtsrd
 
Tackling variety in event based systems
Tackling variety in event based systemsTackling variety in event based systems
Tackling variety in event based systemsSouleiman Hasan
 
An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...
An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...
An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...Wassim Derguech
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
DataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptxDataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptxAshish Patel
 
Francisco J. Doblas-Big Data y cambio climático
Francisco J. Doblas-Big Data y cambio climáticoFrancisco J. Doblas-Big Data y cambio climático
Francisco J. Doblas-Big Data y cambio climáticoFundación Ramón Areces
 
Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...
Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...
Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...IJwest
 
Application of the extreme learning machine algorithm for the
Application of the extreme learning machine algorithm for theApplication of the extreme learning machine algorithm for the
Application of the extreme learning machine algorithm for themehmet şahin
 
Semantics in Sensor Networks
Semantics in Sensor NetworksSemantics in Sensor Networks
Semantics in Sensor NetworksOscar Corcho
 
Big Data Expo 2015 - Ureason
Big Data Expo 2015 - UreasonBig Data Expo 2015 - Ureason
Big Data Expo 2015 - UreasonBigDataExpo
 
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...Markus Neteler
 
Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...MangaiK4
 
Overview of Drought Indicators and their application in the context of a Drou...
Overview of Drought Indicators and their application in the context of a Drou...Overview of Drought Indicators and their application in the context of a Drou...
Overview of Drought Indicators and their application in the context of a Drou...NENAwaterscarcity
 
SC5 Hangout2 pilot 1 description
SC5 Hangout2  pilot 1 descriptionSC5 Hangout2  pilot 1 description
SC5 Hangout2 pilot 1 descriptionBigData_Europe
 
20200401_Krasnopolsky.pptx
20200401_Krasnopolsky.pptx20200401_Krasnopolsky.pptx
20200401_Krasnopolsky.pptxssuser6ae9a61
 

Similar to ESD-big data by Rasmus Benestad (20)

EcoTas13 Hutchinson e-MAST ANU
EcoTas13 Hutchinson e-MAST ANUEcoTas13 Hutchinson e-MAST ANU
EcoTas13 Hutchinson e-MAST ANU
 
EcoTas13 BradEvans e-MAST data
EcoTas13 BradEvans e-MAST dataEcoTas13 BradEvans e-MAST data
EcoTas13 BradEvans e-MAST data
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MAST
 
Comparative Study of Machine Learning Algorithms for Rainfall Prediction
Comparative Study of Machine Learning Algorithms for Rainfall PredictionComparative Study of Machine Learning Algorithms for Rainfall Prediction
Comparative Study of Machine Learning Algorithms for Rainfall Prediction
 
Tackling variety in event based systems
Tackling variety in event based systemsTackling variety in event based systems
Tackling variety in event based systems
 
An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...
An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...
An Autonomic Approach to Real-Time Predictive Analytics using Open Data and ...
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
 
DataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptxDataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptx
 
Francisco J. Doblas-Big Data y cambio climático
Francisco J. Doblas-Big Data y cambio climáticoFrancisco J. Doblas-Big Data y cambio climático
Francisco J. Doblas-Big Data y cambio climático
 
Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...
Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...
Estimating Fire Weather Indices Via Semantic Reasoning Over Wireless Sensor N...
 
Application of the extreme learning machine algorithm for the
Application of the extreme learning machine algorithm for theApplication of the extreme learning machine algorithm for the
Application of the extreme learning machine algorithm for the
 
Semantics in Sensor Networks
Semantics in Sensor NetworksSemantics in Sensor Networks
Semantics in Sensor Networks
 
Big Data Expo 2015 - Ureason
Big Data Expo 2015 - UreasonBig Data Expo 2015 - Ureason
Big Data Expo 2015 - Ureason
 
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
Free GIS Software meets zoonotic diseases: From raw data to ecological indica...
 
Dynamic Integrations of Crop Data and Corresponding Meteorological Data based...
Dynamic Integrations of Crop Data and Corresponding Meteorological Data based...Dynamic Integrations of Crop Data and Corresponding Meteorological Data based...
Dynamic Integrations of Crop Data and Corresponding Meteorological Data based...
 
Dynamic integrations of crop data and corresponding meteorological data based...
Dynamic integrations of crop data and corresponding meteorological data based...Dynamic integrations of crop data and corresponding meteorological data based...
Dynamic integrations of crop data and corresponding meteorological data based...
 
Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...Clustering and Classification in Support of Climatology to mine Weather Data ...
Clustering and Classification in Support of Climatology to mine Weather Data ...
 
Overview of Drought Indicators and their application in the context of a Drou...
Overview of Drought Indicators and their application in the context of a Drou...Overview of Drought Indicators and their application in the context of a Drou...
Overview of Drought Indicators and their application in the context of a Drou...
 
SC5 Hangout2 pilot 1 description
SC5 Hangout2  pilot 1 descriptionSC5 Hangout2  pilot 1 description
SC5 Hangout2 pilot 1 description
 
20200401_Krasnopolsky.pptx
20200401_Krasnopolsky.pptx20200401_Krasnopolsky.pptx
20200401_Krasnopolsky.pptx
 

More from BigData_Europe

Luigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator PlatformLuigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator PlatformBigData_Europe
 
Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4BigData_Europe
 
Rajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO ProjectRajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO ProjectBigData_Europe
 
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...BigData_Europe
 
Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...
Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...
Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...BigData_Europe
 
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...BigData_Europe
 
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...BigData_Europe
 
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...BigData_Europe
 
BDE SC3.3 Workshop - BDE review: Scope and Opportunities
 BDE SC3.3 Workshop -  BDE review: Scope and Opportunities BDE SC3.3 Workshop -  BDE review: Scope and Opportunities
BDE SC3.3 Workshop - BDE review: Scope and OpportunitiesBigData_Europe
 
BDE SC3.3 Workshop - Agenda
 BDE SC3.3 Workshop - Agenda BDE SC3.3 Workshop - Agenda
BDE SC3.3 Workshop - AgendaBigData_Europe
 
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
 BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re... BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...BigData_Europe
 
BDE SC3.3 Workshop - Data management in WT testing and monitoring
 BDE SC3.3 Workshop - Data management in WT testing and monitoring  BDE SC3.3 Workshop - Data management in WT testing and monitoring
BDE SC3.3 Workshop - Data management in WT testing and monitoring BigData_Europe
 
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition Monitoring
 BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition MonitoringBigData_Europe
 
BDE SC3.3 Workshop - BDE Platform: Technical overview
 BDE SC3.3 Workshop -  BDE Platform: Technical overview BDE SC3.3 Workshop -  BDE Platform: Technical overview
BDE SC3.3 Workshop - BDE Platform: Technical overviewBigData_Europe
 
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...BigData_Europe
 
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
 BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics  BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics BigData_Europe
 
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...BigData_Europe
 
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)BigData_Europe
 
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)BigData_Europe
 
BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)BigData_Europe
 

More from BigData_Europe (20)

Luigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator PlatformLuigi Selmi - The Big Data Integrator Platform
Luigi Selmi - The Big Data Integrator Platform
 
Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4Josep Maria Salanova - Introduction to BDE+SC4
Josep Maria Salanova - Introduction to BDE+SC4
 
Rajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO ProjectRajendra Akerkar - LeMO Project
Rajendra Akerkar - LeMO Project
 
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
Big Data Europe SC6 WS #3: PILOT SC6: CITIZEN BUDGET ON MUNICIPAL LEVEL, Mart...
 
Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...
Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...
Big Data Europe SC6 WS #3: Big Data Europe Platform: Apps, challenges, goals ...
 
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
Big Data Europe SC6 WS 3: Where we are and are going for Big Data in OpenScie...
 
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
Big Data Europe SC6 WS 3: Ron Dekker, Director CESSDA European Open Science A...
 
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
Big Data Europe: SC6 Workshop 3: The European Research Data Landscape: Opport...
 
BDE SC3.3 Workshop - BDE review: Scope and Opportunities
 BDE SC3.3 Workshop -  BDE review: Scope and Opportunities BDE SC3.3 Workshop -  BDE review: Scope and Opportunities
BDE SC3.3 Workshop - BDE review: Scope and Opportunities
 
BDE SC3.3 Workshop - Agenda
 BDE SC3.3 Workshop - Agenda BDE SC3.3 Workshop - Agenda
BDE SC3.3 Workshop - Agenda
 
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
 BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re... BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
BDE SC3.3 Workshop - BDE Pilot case for Wind Turbine condition monitoring re...
 
BDE SC3.3 Workshop - Data management in WT testing and monitoring
 BDE SC3.3 Workshop - Data management in WT testing and monitoring  BDE SC3.3 Workshop - Data management in WT testing and monitoring
BDE SC3.3 Workshop - Data management in WT testing and monitoring
 
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition Monitoring
 BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring BDE SC3.3 Workshop -  Big Data in Wind Turbine Condition Monitoring
BDE SC3.3 Workshop - Big Data in Wind Turbine Condition Monitoring
 
BDE SC3.3 Workshop - BDE Platform: Technical overview
 BDE SC3.3 Workshop -  BDE Platform: Technical overview BDE SC3.3 Workshop -  BDE Platform: Technical overview
BDE SC3.3 Workshop - BDE Platform: Technical overview
 
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
BDE SC3.3 Workshop - Options for Wind Farm performance assessment and Power f...
 
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
 BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics  BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
BDE SC3.3 Workshop - Wind Farm Monitoring and advanced analytics
 
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
Big Data Europe: Workshop 3 SC6 Social Science: THE IMPORTANCE OF METADATA & ...
 
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
BDE SC1 Workshop 3 - BigMedilytics Overview (Supriyo Chatterjea)
 
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
BDE SC1 Workshop 3 - iASiS (Guillermo Palma)
 
BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)BDE SC1 Workshop 3 - MIDAS (Michaela Black)
BDE SC1 Workshop 3 - MIDAS (Michaela Black)
 

ESD-big data by Rasmus Benestad