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From Prototype to Operative Software with RapidMinerData Analytics @ Lufthansa
Title of presentation (click on “Insert > Header & Footer”) Space for logo of client
AirPlus LGBSLufthansa Passenger
SwissAustrian
Lufthansa Industry
Solutions
Lufthansa Systems
Finance and ServiceCompanies
Passenger Airlines
DigitalService Companies
Lufthansa Industry
Solutions
Lufthansa Technik
LSG Sky Chefs
Aviation Industry
Lufthansa Cargo
Air Freight
16 Oktober 2018 Company Presentation2
Title of presentation (click on “Insert > Header & Footer”) Space for logo of client
Norderstedt HamburgCologne
BerlinWetzlar
FrankfurtBasel
Miami
Wolfsburg
Oldenburg
16 Oktober 2018 Company Presentation3
LocationsOur
Title of presentation (click on “Insert > Header & Footer”) Space for logo of client
Norderstedt HamburgCologne
BerlinWetzlar
FrankfurtBasel
Miami
Wolfsburg
Oldenburg
16 Oktober 2018 Company Presentation4
LocationsOur
Hard Facts
100% owned by Lufthansa
217 Mil. € total revenue (50 % of which within the Lufthansa Group)
>200 customers
1,500 skilled employees (Update: Q2 2018)
Managing Director Bernd Appel
Founding 1998 as Industry Solutions division within Lufthansa Systems AG
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Technology Services of Lufthansa Industry Solutions
Industrial IoT
Data Analytics/ Data Engineering
Security
Artificial Intelligence
+ Digital Lab (Hamburg & Frankfurt)
Cloud Computing Blockchain
SAP OLTP- & Mobile Development
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 5
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Process Model
›› ›› ›› ›› ›› ››
››
››
ıData Management
Data Science
BusinessAnalysis
Implementation
Process and IT Design
Visu
aliz
atio
n Ope
ratio
n
Data Acquisition
Data Integration
Autom
ationProcess Improvement Model Building
Expl
orat
ion
Digital Business StrategySmart Data Strategy Use Case Hypothesis
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Scoping Phase
Laboratory stageImplementation stage
Laboratory stageImplementation stage
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 6
We deliver actionable insights from your data
FlightPrediction @ Lufthansa
We predict the arrival time as the aircraft takes off
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Accurate OnBlock arriving estimates are crucial for effective airline operations
Seite 8
Operations Control Turnaround Management
Passenger Care Crew Management
Request Priority Landing or Taxi Change Aircraft
Request Direct Transfer
Rebook Passengers
Estimated OnBlock Time
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 8
Title of presentation (click on “Insert > Header & Footer”) Space for logo of client
Business and Analytics Process Alignment
LandingDeparture
Rolling Rolling Airtime
Gate - to - Gate
Arrival
Prediction Point
Avg. error of arrival estimates
Avg. deviation estimated vs. actual OnBlock
Takeoff
Prediction Time
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 9
* Analysis is based on a randomly drawn test data sample
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How? Unleashing The Power of Big Data
Sour
ces:
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oute
-Map
Predicted Arrival Time
Historic Data
Historized Flight Data Stream
Eurocontrol
Weather Data Stream
Data Warehouse Reporting Server
Real-Time Data
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 10
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The Cycle
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 11
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§ A few rolling window features are good!
§ Prefer models that can be trained fast: Play around with features instead of models.
Model Building
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 12
Title of presentation (click on “Insert > Header & Footer”) Space for logo of client
§ A few rolling window features are good!
§ Prefer models that can be trained fast: Play around with features instead of models.
Model Building
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 13
* Analysis is based on a randomly drawn test data sample
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The Cycle
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 14
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§ Runs every hour
§ Asserts that …
§ enough data
§ enough predictions
§ predictions produced fast
§ not too much missing data§ …
Automation: SupervisorSupervision of Model
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 15
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§ Achieve business engagement by focusing on the particular business pain point
§ Support business in understanding the output by going fast to `market`
§ Make sure business understands the impact by visualizing the monetary effects
Lessons LearnedGo To The Real World Fast – Make Everybody Understand The Benefits
§ Play around with features instead with models§ Need for standards
§ Prototype needs to be translated to real application
§ You do not want to rebuild everything
Business side IT side
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 16
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§ Partnership founded in 2015§ RM widely used in Lufthansa§ Keeps up with market technologies§ For prototyping and productive applications§ Still lacks some software engineering capabilities …§ We pair it up with Hadoop, Oracle, Teradata, R, Python, …§ Lufthansa Industry Solutions: certified RapidMiner trainers
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 17
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Contact
Dr. Stanislaw (Stan) SchmalProject Manager Analytics
Lufthansa Industry Solutions BS GmbH, LLCBranch Office US
801 Brickell Avenue, Suite 500
Miami, FL 33131Phone: +1 305 584 9093E-Mail: [email protected]
Dr. Fabian WernerData Scientist
Lufthansa Industry Solutions AS GmbH
Schützenwall 122844 NorderstedtPhone: +49 151 589 435 [email protected]
16.10.18 From Prototype to Operative - Data Analytics @ Lufthansa 18
Space for logo of client
Many Thanks for Your Attention!