Weitere ähnliche Inhalte Ähnlich wie Big Data Transforms Flight Operations (20) Kürzlich hochgeladen (20) Big Data Transforms Flight Operations1. GLOBAL EAGLE ENTERTAINMENT
BIG DATA: TRANSRFROMING FLIGHT OPERATIONS
PRESENTED AT
9TH ANNUAL FLIGHT OPERATIONS CONFERENCE
DR. TULINDA LARSEN
VP COMMERCIAL
OPERATIONS SOLUTIONS
DECEMBER 2015
2. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
GLOBAL
EAGLE
ENTERTAINMENT
Hollywood & International
Movies, 40+ Languages
Digital publications
Music
Games
Internet Access
Instant
Messaging
Gate-to-Gate
Connected
Applications
Live Television
Wireless Streaming
Destination Deals /
Info
Flight Tracker
Sponsorships,
Partnerships
& Advertising
Avia0on
Big
Data
Data
Capture
&
Analysis
Crew-‐Related
Support
Shopping
navAero
3. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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CHANGING
ANALYTIC
EXPECTATIONS
Limited
by
usable
data
and
computa5onal
power
Use
past
opera5ons
and
isolated
data
slices
to
guess
what
the
future
looks
like
Today
Robust,
high
fidelity
data
founda5on
Real-‐5me
analy5cs
observe
and
compare
to
historical
trends
automa0ng/improving
decisions
Tomorrow
Forward
looking
4. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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NEXT
GENERATION
AIRCRAFT:
TERABYTES
OF
DATA
Current
Genera5on
Next
Genera5on
Example
AircraD
A320ceo,
B777,
A330,
A340
A380,
A350,
B787
Avionics
bus
Analog
Digital
Streams
of
data
20-‐40
discrete
streams
of
avionics
informa0on
Sensor
data
–
thousands
of
simultaneous
streams
Data
genera5on
per
opera5ng
month
5
gigabytes
Up
to
30
terabytes
(~30,000
gigabytes)
Interfaces
Requires
analog-‐to-‐digital
conversion
through
EFB
or
interface
device
Na0ve
digital
connec0vity
to
installed
inflight
connec0vity
systems
Requires
big-‐data
analy0cs
5. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
THE
DATA
FLOOD
IS
HERE
Future
applica5ons
will
require
robust
histories
&
perspec5ves
Impera0ve
to
invest
in
data
pla_orms
that
create
the
founda0on
to
support
big-‐data
analy0cs
Infinite
storage
Inexpensive
cloud
storage,
no
bandwidth
restric0ons
and
an
ecosystem
of
apps
Freedom
from
legacy
IT
constraints
–
collect
as
much
data
as
you
can
Mobile
engagement
Pervasive,
connected,
and
loca0on-‐aware
through
GPS,
WiFi
and
Beacons
Personalized
interac5on
employees
&
customers
…
and
profile
data
too
Connected
aircraD
Real-‐0me
connec0vity
and
tracking
–
commercial
and
opera0onal
implica0ons
High
fidelity
visibility
into
aircraD
health,
loca5on
and
customers
on
board
Airlines
need
to
capture,
link,
and
store
6. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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BIG
DATA
DRIVES
EFFICIENCY
GAINS
Cloud
infrastructure
Virtualized,
on-‐demand
resources
with
infinitely
extensible
processing,
bandwidth
and
storage
Data
pooling
&
query
plaQorms
Connect
data
&
create
structure
by
merging,
condi0oning
streams
and
archived
data
Predic5ve
analy5cs
Automated
analy0cs
integrated
into
workflow
that
unlock
data
value
and
improve
opera0onal
performance
Business
intelligence
Data
mining
and
visualiza0on
soeware
that
reveals
trends
and
ac0onable
informa0on
DRIVING EFFICIENCY GAINS
Data
mining
cloud
data
warehouse
feed
BI
and
predic0ve
analy0cs
7. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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Stream Operations Data from
Aircraft to Ground
• Revolu0onary
new
data
source
to
improve
real-‐0me
decision-‐making,
opera0ons
planning,
and
day-‐of
flight
opera0ons
Process in Cloud-based Platform
and Provide Critical Analytics
• Integrate
with
exis0ng
data
sets
to
add
meaning
and
context
• Timely
informa0on
that
informs
real-‐0me
and
near
real
0me
decision-‐making
• Ac0onable
data
that
drive
business
decisions
and
results
THE
VISION
Connect
aircrae
with
analyst
in
real
0me
8. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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CONNECTED
AIRCRAFT
Get
Aircrae
Data
Avionics
data
Cabin
sensors
Cabin
crew
&
pilots
Customer
devices
Transmit
Air-‐to-‐Ground
Priori0ze
data
feeds
Stream
data
to
ground
Upload
customer
info
Pla$orm
independent
Process,
Analyze
&
Solve
Understand
demand
Calculate
real-‐0me
ETA
Customer
support
Communicate
w/crews
Interface
between
pilots,
cabin
crews
and
ground
Reads
cockpit
&
cabin
data
Links
to
avionics
systems
Transmits
to
IFC
systems
Cloud-‐based
pla_orm
to
process,
analyze
and
inform
Collect
data
from
all
sources
Combine
with
passenger
data
Present
solu0ons
to
management
Vision:
Use
In-‐Flight
Connec0vity
(IFC)
to
communicate
with
passengers
and
harness
real-‐0me
aircrae
data
from
aircrae
inflight
9. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
FLIGHT
DECK
Real-‐0me
data
from
aircrae
inflight
transforms
flight
opera0ons
Opera0ons:
• Electronic
Flight
Bag
eliminates
paper
and
weight
• Beger
fidelity
data
for
Performance
calcula0ons
(APIs)
• Real-‐0me
weather
• Fault
repor0ng
• FOQA
data
Benefits:
• Reduced
delays,
improved
dispatch
reliability,
increased
on-‐0me
departures
• Timely
and
informed
decision-‐making
on
the
ground
• Increased
planning
capability
• Reduced
costs
• Increased
safety
10. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
CABIN
CREW
Flight
agendants
can
reduce
the
poten0al
for
errors
with
real-‐0me
data
exchange
Opera0ons:
• Replace
Cabin
paper
logs
that
are
passed
on
to
ground
crew
aeer
landing
and
then
keyed
into
airline
systems
with
automated
systems
• Real-‐0me
passenger
info,
i.e.
status,
connec0ons,
special
info
Benefits:
• Transmijng
discrepancy
logs
and
cabin
inventories
inflight
saves
0me
on
the
ground,
reduces
error
and
results
in
lower
costs
• Instant
payment
processing
for
on-‐
board
transac0ons
reduces
opportunity
for
fraud
• Medical
emergency
support
• Inflight
issues
repor0ng
can
diffuse
poten0al
emergency
situa0ons
11. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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GROUND
CREW/TECH
OPS
Ground
crew
can
improve
dispatch
reliability
and
reduce
cost
with
real-‐
0me
data
exchange
Opera0ons:
• Engine/
airframe
monitoring
• Fault
data
• Aircrae
Records
• Data/content
loading
• Scheduling
Benefits:
• Having
cri0cal
aircrae
data
in
advance
results
in
quicker
decision-‐making
for
airlines
to
manage
replacement
aircrae
and
schedule
maintenance
• Improve
dispatch
reliability
and
on-‐0me
performance
• Reduce
cost
12. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
CONNECTED AIRCRAFT: IMPROVE OPERATIONS
Vision:
Use
IFC
to
transmit
high-‐fidelity
data
to
reduce
disrup0on,
improve
opera0ons,
reduce
cost,
improve
service
REDUCE
DELAYS
&
CANCELLATIONS
Iden0fy
the
root
causes
of
opera0onal
disrup0on
• Highlight
conges0on,
weather,
scheduling
issues
• Benchmark
against
other
airlines
IMPROVE
FLEET
RELIABILITY
Stay
ahead
of
maintenance
problems
• Use
aircrae
data
to
stage
parts,
labor
on
landing
• Use
analy0cs
to
predict
when
failures
likely
REDUCE
FUEL
CONSUMPTION
Op0mize
routes
both
before
and
during
flight
• Industry-‐wide
flight
tracks:
iden0fy
best
ones
• Use
real-‐0me
data
to
op0mize
aeer
takeoff
IMPROVE
PASSENGER
SERVICE
Empower
ground
opera0ons
with
beger
informa0on
• Improve
ETA
calcula0ons:
no
more
gate
waits
• Focus
resources
when
passengers
impacted
13. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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REAL-‐TIME
REPORTING
&
MONITORING
Using
IFC
to
transmit
data
Product
Utilization
Data
Identify issues
Quickly
Aircraft Status Purchase
Rate Check
Aircraft
Location
• Onboard
repor0ng
system
collects
all
technical
and
commercial
data
in
real-‐0me
• Upon
landing
each
airplane
sends
addi0onal
in-‐depth
repor0ng
logs
• All
technical
and
commercial
data
available
on
a
web-‐
based
repor0ng
dashboard
accessible
by
authorized
airline
personnel
14. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
EXAMPLE:
ESAD
Great Circle Distance = 3,416 nm
ESAD = 3,505 nm
Precise
aircrae
tracking
for
post-‐opera0onal
analysis
Example:
American
Airlines
64,
JFK-‐ZRH
(B767-‐300ER)
2/28/2015
Distribution*of*Max*Cruise*Altitudes*vs.*Stage*LengthFL#(00)
Ranges#of#Stage#Lengths,#nm
Granular
analysis
of
flight
paths,
across
airlines
• Routes
filed
(North
American
+
internal)
• Routes
flown
(aircrae-‐reported
+
ADS-‐B)
• Process,
analyze,
apply
data
to
planning
ESAD
=
Equivalent
S0ll
Air
Distance
15. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
ACTUAL
FLIGHT
ROUTES
*
Sample
size:
6
days,
Dec
1-‐6,
2013
Real
data
shows
various
rou0ngs
between
UA
757-‐200,
AA
767-‐200
and
JetBlue
A320
Great
Circle
Distance
Sample
Route:
LAX/LGB-‐JFK
Different
Carriers/Equipment
AA
030
(767-‐200)
UA
233
(757-‐200)
B6
014
(A320)
En-route Altitudes
Differs
from
theore0cal
great
circle
distance
16. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
Proprietary and Confidential Information
BENCHMARKING
Percentage
of
Opera5ons
Short/Medium/Long
Haul
&
Corresponding
A+14
Performance
(January
through
April
2015)
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Emirates
E0had
Qatar
Saudia
Turkish
0-‐1,000
miles
1,001
to
4,000
miles
4,001+
miles
Short Haul
16.7% of flights
68.8% A+14
Medium Haul
68.3% of flights
65.8% A+14
Long Haul
15.0% of flights
65.7% A+14
Short Haul
19.5% of flights
71.8% A+14
Medium Haul
66.1% of flights
61.3% A+14
Long Haul
14.4% of flights
57.0% A+14
Short Haul
35.6% of flights
87.1% A+14
Medium Haul
53.8% of flights
80.9% A+14
Long Haul 10.6%
flights, 83.0% A+14
Short Haul
78.3% of flights
84.4% A+14
Medium Haul
18.3% of flights
69.2% A+14
Long Haul 3.4% flights,
67.4% A+14
Short Haul
61.8% of flights
73.4% A+14
Medium Haul
34.1% of flights
65.1% A+14
Long Haul 4.1% flights,
60.6% A+14
%ofTotalScheduledDeparturesJan-Apr2015
Compe00ve
comparisons
17. © Copyright Global Eagle Entertainment Inc. 2015 All Rights Reserved
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CONCLUSIONS
Big-‐data
Transforms
Analy0cs
for
Flight
Opera0ons
We
already
live
in
a
sea
of
data
…
and
it
is
growing
ü 35
million
flights,
trillions
of
data
points
annually
ü Cri0cal
to
store
every
aspect
of
flight
opera0ons
Cloud
warehousing
captures
the
data
ü Full
transi0on
in
coming
years
to
cloud-‐based
apps
and
datasets
ü IT
systems
must
be
open
architecture
with
easy
data
input/output
ü Link
and
pool
data
to
create
valuable
structured
informa0on
Big
data
analy0cs
feed
new
applica0ons
ü Priori0ze
data
collec0on
as
founda0on
for
future
efficiency
gains
ü Beger
fidelity
data
will
improve
analy0cs
18. THANK YOU!
FOR MORE INFORMATION CONTACT:
Dr. Tulinda Larsen
Vice President, Commercial
GEE Operations Solutions
E: tulinda.larsen@geemedia.com
T: +1 443 510 3566
10790 Parkridge Drive Suite 310
Reston, VA 20191 USA