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Data Sharing

Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

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Page 1: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Data Sharing

Page 2: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Intro – FDM operational insight

Experience and common sense

Data

Both combined

Collaboration

Collective common sense

Especially important for smaller operators

Page 3: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

We are talking about

FDM: Safety concerns based on FDR data

From landing to a safety event

Air Hardland – a story

Detecting drift in operation

Page 4: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

We are NOT talking about

Predicting risk in an operation – rather a drift

Data from sources other than FDR data

Gravitational waves

Page 5: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

From landing to safety event

Page 6: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

From landing to safety event

Aircraft landed

Data transferred to server

Flight analysed

Page 7: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Key-point value (KPV)

Page 8: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Key-point value (KPV)

Page 9: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Key-point value (KPV)

Page 10: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Events

0

1

2

3

4

5

6

7

8

9

10

High Normal g At Touchdown – Hard Landing

Page 11: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Event-validation

Done by a flight data analyst

Parameters around the time of event are visually inspected

Decision is made whether the event is a valid one

Page 12: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Data Sharing Initiatives

Page 13: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Flight Data Sharing Initiatives

Flight Data Services

90 customers; strongest in Scandinavia

3 Million flights since 2006

IATA Flight Data eXchange (FDX)

65 airlines; strongest in Latin America, big queue!

5 Million flights since 2012

FAA’s Aviation Safety Information Analysis and Sharing (ASIAS)

45 USA airlines

11 Million flights since 2007

Proprietary Operational Data (POD) group

12 large operators since late 1990s

China

China CAA

Voluntary(?!)

EASA’s Data4Safety

European version of ASIAS

Starting soon!

Asia Pacific

Singapore CAA driving

Not yet started

Established initiatives Less well known

Page 14: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Connect to Flight Data eXchange

Page 15: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Air Hardland are a new

promising business

aviation operator and

have flown one flight

already!

Meet Romeo, their flight

safety officer.

Page 16: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

After the very first flight, impatient Romeo

decided to take a look at normal g at

touchdown, concerned about customers’

comfort and safety

With a single key-press, he gets his first chart…

Page 17: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Page 18: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Romeo concludes that he has to wait for

more flights to be flown before he can

answer his ultimate question

Page 19: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

After a month and 25 flights flown…

Page 20: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

The safety

management has

some questions!

Page 21: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

How many hard landings did we have in the

last month?

Page 22: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Setting threshold

Page 23: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Setting threshold

Page 24: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Setting threshold

Page 25: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

There were 2 events in 25 flights

event-rate = 2/25 x 1000 = 80

events per 1000 flights

Nice, but…

He reports to the management:

Page 26: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

The safety

management has

some more

questions!

Page 27: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

With respect to hard landings, how do we

compare to similar operators?

Page 28: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Romeo: How should I know that?

Manager: We do data sharing with Air Despair.

Check what they have on hard landings.

Romeo: Oh yes, I’ll call Juliet.

Phone: krrrr krrrr krrrr

Page 29: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

0

1

2

3

4

5

6

7

8

9

Hard Landing Low Pitch at

Touchdown

Long Flare

Duration

High Lateral g

Taxiing

Airspeed High at

Touchdown

Air Hardland Nowing Jets Air Despair

Page 30: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Oh my! Are we really so bad?

Romeo showed the embarrassing chart and

they went home in silence.

Page 31: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

In the morning…

Page 32: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

What value did she use as threshold?!

I remember I had trouble setting a threshold.

Then he calls Juliet again and…

He was right!

Page 33: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Romeo vs. Juliet

Round 1

Page 34: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Page 35: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Page 36: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Event thresholds

Is something wrong with the way how the two

compared their data?

Which threshold is correct?

Page 37: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Event thresholds

Manufacturers set the structural thresholds

Based on test flights

Can be set lower for addressing safety issues

Page 38: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story - Collaborating

Air Hardland, Air Despair and Nowing Jets

combined their data and met to discuss the

issue…

Page 39: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Collaborating

Page 40: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Page 41: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

They agreed upon the threshold, but were still

unable to tell which one was right…

Page 42: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

So, in the next month…

Page 43: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Air Hardland and Air Despair

have both flown 50 flights

and agreed to set their thresholds

1.8g

Page 44: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story

Romeo against Juliet – Round 2

Page 45: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Romeo vs. Juliet

Round 2

Page 46: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Being proactive

Romeo against Romeo

Page 47: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Being proactive

Page 48: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Being proactive

Page 49: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Being proactive

Page 50: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Lessons learned

Events

Easy to understand

Hard to see drift

Cannot/Difficult to compare operators

Thresholds change – problem with statistics

Being reactive

Page 51: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Lessons learned

Collaboration

Better statistics

More realistic thresholds

Another pair of eyes

Comparable results

Page 52: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Lessons learned

Being proactive

Reactive Address issue after event

Proactive

Address issue before event

Predictive

if we continue like this…?

Page 53: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Links

www.flightdatacommunity.com

“We believe we could all have safer air travel if the aviation industry had a common platform to share flight data. ”

OpenSource – algorithm sharing

Blogs/Texts on Aviation Safety

Flight Data Transfer

Parameters Dependencies

Page 54: Data Sharing - Flight Data Services · OpenSource – algorithm sharing Blogs/Texts on Aviation Safety Flight Data Transfer Parameters Dependencies . Air Hardland story – Lessons

Air Hardland story – Lessons learned

THAT’S ALL FOLKS!

THANKS!