Tectonic Change, “Big Data”
g ,
g
and the Test & Evaluation
Ch ll
Challenge
Food & Water
Food & Water
Covert Action Nuclear Programs
Covert Action Nuclear Programs
Hybrid Warfare
Hybrid Warfare
Islamic Extremism
Islamic Extremism
UNCLASSIFIED
Cloud Computing
Cloud Computing
Arab Spring
Hybrid Warfare
Hybrid Warfare
Energy Demands
Energy Demands
Terrorist Attacks
Terrorist Attacks
BIG DATA
BIG DATA
Amplifiers…Seismic…..TECTONIC
Amplifiers…Seismic…..TECTONIC
Arab Spring
A Transformed World
A Transformed World
••
Globalization….
Globalization….
Virtualization
Virtualization
••
Demographic Trends
Demographic Trends
Demographic Trends
Demographic Trends
••
Resource Competition
Resource Competition
••
WMD Proliferation
WMD Proliferation
••
Failed / Failing States
Failed / Failing States
••
Climate Change
Climate Change
Find Fix Finish
Find Fix Finish
Units / Individuals / NETWORKS
Units / Individuals / NETWORKS
--
Knowledge Management
Knowledge Management
-- Power of Anonymity…Identity Resolution
Power of Anonymity…Identity Resolution
-- Age of the Strategic Private LES/CES
Age of the Strategic Private LES/CES
-- Age of the Strategic Innovator
Age of the Strategic Innovator
Culture
Culture
…….
…….
ACCESS
ACCESS
••
Expertise has moved to the Edge
Expertise has moved to the Edge
••
No more Order of Battle
No more Order of Battle
PREDICTIVE ANALYTICS
Every Paradigm Has Changed
Every Paradigm Has Changed
No more Order of Battle
No more Order of Battle
F3EAD
F3EAD
We live in a society
exquisitely dependent on
exquisitely dependent on
science and technology,
in which hardly anyone
in which hardly anyone
knows anything about
science and technology
science and technology
902.4 PB – Size of YouTube
$187/second – Cost of last Ebay Outage
282 Milli
I t
t
b it
6.9 Billion People….4.3 Billion Mobile Devices
800 Million Facebook Users
294 Billion – Average emails/Day
282 Million – Internet websites
30 Billion – Pieces shared on Facebook/Month
F-35 A Terabyte per Sortie
460,000 New Twitter Accounts per Day
y
p
1 Billion PCs and Laptops
100 Million Gigabytes – Size of Google’s Index
1 Billion Tweets/Week, 177 Million 3/1/11
152 Million – Internet Blogs
107 Trillion – emails sent in 2010
340x10
23
– Size of IPv6 Address Space
100 Million Gigabytes Size of Google s Index
6,939 1/1/11 Current Tweets Per Second record - Japan 4 seconds after Midnight*
1.98 Billion – Internet Users
The Information Being Created Today is “Big Data”…
Massive Amounts of File-based, Unstructured Data
Video Surveillance
and Graphics
Satellite Imagery
UNCLASSIFIED
If a Grain of Sand were One Byte of Information . . .
A Vocabulary for Measuring Information Data
1 Megabyte =
1 million bytes
a tablespoon of sand
1 Exabyte =
1,000 petabytes
the same beach—
from Maine to North Carolina
1 Gigabyte =
1 billion bytes
patch of sand—
9” square 1’ deep
a tablespoon of sand
1 Zettabyte =
1,000 exabytes
the same beach—
along the entire US coast
9 square, 1 deep
1 Terabyte =
1 trillion bytes
a sandbox—
24’
1’ d
g
1 Yottabyte =
1,000 zetabytes (24 Zeroes)
enough info to bury the entire
US under 296 feet of sand
24’ square, 1’ deep
1 Petabyte =
1,000 terabytes
a mile long beach—
US under 296 feet of sand
……And if you’re talking about
communications…….bits…….
MULTIPLY BY EIGHT!
g
The Ever Growing Volume and Complexity of
Data Collection, Warehousing and Discovery
Tectonic
Shift
,
g
y
•
A DIGITAL FOOTPRINT...
IN THE MODERN WORLD, EVERY HUMAN AND MECHANICAL
ACTIVITY LEAVES A TRAIL OF DATA....
•
Phone calls, credit card transactions, blogs, medical records, cash withdrawals, bar code
swipes, bank interaction, passports, visas, Tweets, web use, e-mail messages, Government
data…
CONSTELLATIONS OF PLATFORMS TIED TO NETWORKS OF SENSORS ALL
INTEGRATED INTO THE INTERNET
•
High- capacity microwave radio-relay systems, satellite links, fibre optic submarine cables
carrying mixed traffic of voice/VOIP/video/fax/e-mail and internet data video surveillance
carrying mixed traffic of voice/VOIP/video/fax/e-mail and internet data, video surveillance
cameras, fingerprint scanners, CBRNE (chemical, biological, radiological, nuclear, explosive)
detection devices, Airline Passenger Name Records, Phone call detail records, satellite and
UAV images,
4.5 million CCTV cameras in UK ....30 million in US
•
New families of sensors are constantly being created, each sending an increasing amount of
data (High Density Images, Video, Voice, Data, Multispectral).
data (High Density Images, Video, Voice, Data, Multispectral).
NETWORK SECURITY, DATA FORENSICS AND TRACKINGIS INCREASINGLY DIFFICULT –
SMALLER DATA PACKETS – MULTIPLE ROUTES – DEEP PACKET INSPECTION (DPI) AND
CLOUD TRUST ARE KEYs TO FUTURE SUCCESS
INTELLIGENCE
INTELLIGENCE
“Our problem is we have historically been platform
and sensor-centric giving only lip-service to the
and sensor centric, giving only lip service to the
crucial processing and analytic activities which
transform information into intelligence. More and
more constellations of platforms each with
more constellations of platforms each with
increasingly more capable families of sensors only
provide us with more mountains of data, making
actionable intelligence even more difficult to
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derive. Developing technologies to sift and
analyze mind-numbing amounts of data while
interacting with analysts in real time has got to be
our priority in the future.”
General John P. Abizaid
Commander, US Central Command
March 2007
The ISR T&E Dilemma
Cloud
NETWORK SECURITY
BIG DATA
Intelligence
Cloud
BIG DATA
BACK-UP &
RECOVERY
TAGGING
REAL-TIME
CONUS
PREDICTIVE
ANALYSIS
BIG DATA
STORAGE
ANALYTIC
TOOLS
Launch &
Recovery
Ground
Control
Station
Tactical Operations Center
C2 and Analysis
How do you Test and Evaluate BIG DATA Systems of Systems Architectures
based on Multi-Platform, Joint, and Interagency Interoperability?
Where We Stand Today
•
AN EMERGING ERA OF CLOUD COMPUTING AND
BIG DATA
BIG DATA
•
How do we Test in a New Data Paradigm?
•
Can Data Overwhelm Testing?
•
Requires a Relevant and Contested Environment
•
What does PreDeployment Testing Look Like?
at does
e ep oy e t est g oo
e
•
Speeds and Capabilities of Operational Systems
•
How to Evaluate and Validate ‘The Cloud?”
•
A Ubiquitous Cyber Security Envelope
•
Real-Time Analytics will Define the Era
•
Data Minutes Old is Stale
•
SIMULATING AND EVALUATING KNOWLEDGE
MGMT
•
Cyber Security Design Test requirements
•
By 2013…50% of Devices on Internet will not be PCs…By
2015 only 20% PCs
In Every Future War we will use
2015 only 20% PCs
•
Transitioning to Billions of Concurrent Users
•
Platforms Will Produce a Petabyte a Day
•
No Future US Monopoly on Situational Awareness…ISR will
Globalize and Commoditize
•
Storage is a Commodity…but Raw vs Usable matters
In Every Future War we will use
ONE TENTH the Force utilized
in the Previous Conflict and
ONE HUNDRED Times the
Storage is a Commodity…but Raw vs Usable matters
Petabytes…Hyperscale…The New Normal
1.