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Confidential · All rights reserved · ©
Berlin, 05. October 2016
Friedrich Arnold - Project Manager etventure
challenge.sms-digital.com
Confidential · All rights reserved · ©
DATA CHALLENGE BY SMS digital
STEEL CASTING 4.0
Data Science Meetup - 29/09/2016
challenge.sms-digital.com 2
HARD WORK + HIGH TECH
STEEL =
Confidential · All rights reserved · © 3challenge.sms-digital.com
STARTUP
STEEL MEETS...
challenge.sms-digital.comchallenge.sms-digital.com Confidential · All rights reserved · © 4
STEEL CASTING
PROCESS
Confidential · All rights reserved · © 5challenge.sms-digital.com
Laddle
Stopper
Tundish
Turning zone
Torch cutter
Slab
Storage
MoldMold
Meniscus
Bath level Shroud
Liquid metal
Solid metal
Slag
Water cooled copper plates
Refractory material
STEEL CASTING
PROCESS
challenge.sms-digital.com Confidential · All rights reserved · © 6
THE OUTPUT THAT MATTERS
SLABS:
Confidential · All rights reserved · © 7challenge.sms-digital.com
LITTLE DEFECTS...
DEFECTS
There are four types
of common defects:
Longitudinal Crack Transverse Crack
Gutter CrackBrittleness (Edge Crack)
challenge.sms-digital.com Confidential · All rights reserved · © 8
… HAVE HUGE IMPACT
DEFECTS
Potential damage:
Loss of money, time or -worst case scenario- loss of life
challenge.sms-digital.com Confidential · All rights reserved · © 9
DATA CHALLENGE
SMS
Improve detection quality of defective slabs by applying state
of the art methods on sample data to beat the PCA
Confidential · All rights reserved · © 10challenge.sms-digital.com
= TWICE THE FUN
TWO DATA SETS
POC 1: Longitudinal Cracks POC 2: Brittleness Detection
● 100 slabs
● 14 slabs with defects
● 174 sensor attributes
● 1,5 GB
● 41K pieces from 13,5K slabs
● 88 attributes
● 10% inspected slabs
● 50% defects
Cherry on top Preprocessing already done for you
challenge.sms-digital.com Confidential · All rights reserved · © 11
Sign up: challenge.sms-digital.com
SOUNDS GOOD?
Confidential · All rights reserved · © 12challenge.sms-digital.com
PoC 1:
PoC 2:
HOW TO
OBJECTIVES & PROCESS
Objectives:
Register on challenge.sms-digital.com
Confirm participation by agreeing to the terms & conditions
Access the data sets when the challenge begins
Upload your results before the deadline
1
2
3
4
Predict longitudinal cracks and beat the pre-existing PCA.
Present new non trivial insights, find predictors and new
cause and effect relationships for defect types
Confidential · All rights reserved · © 13challenge.sms-digital.com
OUTPUT
WHAT’S IN IT FOR ME?
Confidential · All rights reserved · © 14challenge.sms-digital.com
€15.000 !!! ...and a private tour
THANKS
WE’RE LOOKING FORWARD TO WORKING WITH YOU
friedrich.arnold@etventure.com
Marc Weimer-Hablitzel
Data Scientist
etventure business ignition GmbH
Friedrich Arnold
Project Manager
etventure business ignition GmbH
Confidential · All rights reserved · © 15
Sign up: challenge.sms-digital.com
marcwh@etventure.com
SMS digital Data Challenge - Pitch at R User Group Berlin

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SMS digital Data Challenge - Pitch at R User Group Berlin

  • 1. Confidential · All rights reserved · © Berlin, 05. October 2016 Friedrich Arnold - Project Manager etventure challenge.sms-digital.com
  • 2. Confidential · All rights reserved · © DATA CHALLENGE BY SMS digital STEEL CASTING 4.0 Data Science Meetup - 29/09/2016 challenge.sms-digital.com 2
  • 3. HARD WORK + HIGH TECH STEEL = Confidential · All rights reserved · © 3challenge.sms-digital.com
  • 5. STEEL CASTING PROCESS Confidential · All rights reserved · © 5challenge.sms-digital.com
  • 6. Laddle Stopper Tundish Turning zone Torch cutter Slab Storage MoldMold Meniscus Bath level Shroud Liquid metal Solid metal Slag Water cooled copper plates Refractory material STEEL CASTING PROCESS challenge.sms-digital.com Confidential · All rights reserved · © 6
  • 7. THE OUTPUT THAT MATTERS SLABS: Confidential · All rights reserved · © 7challenge.sms-digital.com
  • 8. LITTLE DEFECTS... DEFECTS There are four types of common defects: Longitudinal Crack Transverse Crack Gutter CrackBrittleness (Edge Crack) challenge.sms-digital.com Confidential · All rights reserved · © 8
  • 9. … HAVE HUGE IMPACT DEFECTS Potential damage: Loss of money, time or -worst case scenario- loss of life challenge.sms-digital.com Confidential · All rights reserved · © 9
  • 10. DATA CHALLENGE SMS Improve detection quality of defective slabs by applying state of the art methods on sample data to beat the PCA Confidential · All rights reserved · © 10challenge.sms-digital.com
  • 11. = TWICE THE FUN TWO DATA SETS POC 1: Longitudinal Cracks POC 2: Brittleness Detection ● 100 slabs ● 14 slabs with defects ● 174 sensor attributes ● 1,5 GB ● 41K pieces from 13,5K slabs ● 88 attributes ● 10% inspected slabs ● 50% defects Cherry on top Preprocessing already done for you challenge.sms-digital.com Confidential · All rights reserved · © 11
  • 12. Sign up: challenge.sms-digital.com SOUNDS GOOD? Confidential · All rights reserved · © 12challenge.sms-digital.com
  • 13. PoC 1: PoC 2: HOW TO OBJECTIVES & PROCESS Objectives: Register on challenge.sms-digital.com Confirm participation by agreeing to the terms & conditions Access the data sets when the challenge begins Upload your results before the deadline 1 2 3 4 Predict longitudinal cracks and beat the pre-existing PCA. Present new non trivial insights, find predictors and new cause and effect relationships for defect types Confidential · All rights reserved · © 13challenge.sms-digital.com
  • 14. OUTPUT WHAT’S IN IT FOR ME? Confidential · All rights reserved · © 14challenge.sms-digital.com €15.000 !!! ...and a private tour
  • 15. THANKS WE’RE LOOKING FORWARD TO WORKING WITH YOU friedrich.arnold@etventure.com Marc Weimer-Hablitzel Data Scientist etventure business ignition GmbH Friedrich Arnold Project Manager etventure business ignition GmbH Confidential · All rights reserved · © 15 Sign up: challenge.sms-digital.com marcwh@etventure.com