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Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
Big Ideas in Big Data?French-British Workshop on Big Data - London, November 2012
Monica MarinucciDirector of Research, Oracle Global Education & Research Industry Unit
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
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1986 1989 1993 1995 1998 2000 2003 2005 2007 2015 2020
Year
The volume of earth-observation data from European Space Agency’s satellites passed 3PB in 2007 and the projection for 2020 is seven-fold
The volume of worldwide climate data is expanding rapidly, creating challenges for both physical archiving and sharing, for ease of access of relevant information in a multidisciplinary environment
Big Data in Research: Volume
Exponential growth in data and the ability to access critical information
VolumeVery large
quantities of data
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
VelocityExtremely
fast streams of data
In high energy physics, the Large Hadron Collider generates 60TB of data per day
The LOFAR Radio-Interferometre is producing 1.6TB/sec setting new frontiers for radio-astronomy
Big Data in Research: Velocity
Rapid growth in speed of data generation
© CERN
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
VarietyWide range of
data type characteristics
The proposed Large Synoptic Survey Telescope will record 30 trillion bytes of image data every day
In genomics on average scientists can fully sequence 167 individuals per week, generating 250GB of images or 200 movie files
Big Data in Research: Variety
Enterprise infrastructure ability to quickly accommodate new data sources
© CERN
© CERN
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
€
ValueHigh potential value
if harnessed correctly
In genomics the cost of sequencing is dropping by 50% every 5 months
“… analysis, not sequencing, will be the main expense hurdle” (Chris Ponting , University of Oxford, UK in Feb 2011 Article “Will Computers crash Genomics?”)
Big Data in Research: Value
Ability to translate raw data into information and knowledge
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
New Frontiers in silico
http://compbio.cs.toronto.edu/l
http:// http://onlyhdwallpapers.com
Materials Science: Nanotube compositesNature 447
The Carleton Wind Turbine
http://www.bcu.ac.uk/elss
• (Extremely) Large Data VolumesStorageMetadata
AccessExascale computing
• Global CollaborationsData sets integrationLarge scale simulations & modeling
Context basedVisualisation
• Cross-Discipline ResearchCross-breeding of technology and innovative methods inspired by new
collaborations and exchange of methods and approaches
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
Oracle Labs
• To look for novel approaches and methodologies• To focus on real-world outcomes: to develop
technologies that will someday play a significant role in the evolution of technology and society. • 4 main areas:
•Exploratory research•Directed research•Consulting•Product incubation
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
Erasmus Medical Centre
Thanks to an Exadata-based solution, Erasmus Medical Centre achieved:
• For a 11 minute query, Exadata could improve it to 1 second, which is a major advantage for researchers to have immediate results
• Smart Scan and Flash Card : give performance in analyzing data.
• Hybrid Columnar Compression : gives performance in the ability to manipulate Tb of data (compression from 133 Gb to 11 Gb), with increased performance.
• Adding Oracle Database 11g features like partitioning gives more performance in manipulating, quantifying data obtained through the study of various genomes
Challenges
Results
• Complex data processing and analysis.• Ability to
• load huge data information in minimum time• store these data and their genomic DNA research results on storage disk• have an efficient system able to give them query performance
More information in the Press Release: Erasmus Medical Center employs Oracle Exadata for DNA researchhttps://emeapressoffice.oracle.com/Press-Releases/Erasmus-Medical-Center-employs-Oracle-Exadata-for-DNA-research-1a0e.aspx
Copyright © 2011, Oracle and/or its affiliates. All rights reserved.
PCA CLUSTERS HEATMAP CHEMICAL STRUCTURES CHROMOSOMES
BRAIN ATLAS PATIENT CORRELATION PATHWAY NETWORKS DNA, RNA & PROTEIN SEQUENCING DATA
Visualisation
Ref:
Allele1
Allele2
How is every record related to every other?
What is the range and distribution of values?
What is the range and distribution of values?
What is the range and distribution of values?
Courtesy of Prof. Peter van der Spek, Erasmus Medical Centre
What is the underlying natural sequence variation?
What are the supported regulatory relationships?
How are the numeric attributes correlated?
What are the major themes or concepts?