Reinforcement learning for the adaptive speed regulation on a metallurgical pickling line
Data Fest Online 2020
Manufacturing, Energy, and Logistics track
Speakers: Boris Voskresenskii, Chief Digital Officer, Severstal Digital
Kseniia Kingsep, Head of Data Science, Severstal Digital
Anna Bogomolova, Team Lead, Seversal Digital
RL controls the speed of the continuous pickling line (NTA-3) at Cherepovets Steel Mill. Previously, the control speed was set once for each roll manually.
A mathematical model controls the speed of the unit, taking into account in real time about a hundred parameters including the length, width and thickness of the roll, the steel grade, the temperature of the metal and many others. In the end of March Severstal improved this model with a RL module. Technological processes of the pickling line heavily depend on the parameters of steel strips going through the line. Our RL based agent uses steel strip parameters synthesized by generative adversarial network (GAN). Today, a mathematical model and the RL based agent work cooperatively in the real-time producing more than 5% additional steel on this unit.
Register and get access to the tracks:
Join the community:
1 view
725
188
1 month ago 00:25:48 1
What do tech pioneers think about the AI revolution? - BBC World Service
1 month ago 00:22:48 1
Donkey Hodie ๐ Good Dog School and Panda Hodie ๐ผ (Full Episode!)
1 month ago 00:22:49 1
Donkey Hodie ๐บ Chili Jamboree and Hoof Dancing Is Hard ๐ฒ (Full Episode!)
1 month ago 00:04:24 1
AUTODESK ROBOT TUTORIAL|| Full Tutorial Designing of Steel connection E07
1 month ago 00:03:32 12
Robot Motion Diffusion Model: Motion Generation for Robotic Characters
1 month ago 00:00:52 1
Day of Doom - New Fortnite x Marvel LTM
1 month ago 00:05:43 1
Learn English Phone Phrases ๐คณ๐ฑ๐ถ
1 month ago 00:07:31 7
IDEA StatiCa 24.0 TUTORIAL|| Designing of Steel connection
1 month ago 00:02:24 1
Lesson 17 ๅญฃ่ Season | Learn Most Common Chinese Words #hsk3 #chinese #learnchinese #language
1 month ago 00:00:27 1
Muscle Energy Technique Made Easy - Learn Online #manualtherapy #MET
1 month ago 00:08:21 1
Business Machines You Can Buy Online To Make Money
2 months ago 00:01:25 1
UK | United Kingdom | United Kingdom Song | A Geography Song About the UK and its Capitals
2 months ago 00:03:03 4
Build Your Tree - Learn about your character traits | Self-esteem for kids
2 months ago 03:10:33 1
Dark Forces Canโt Touch You | Powerful Protection Prayer | Spiritual Warfare Prayer
2 months ago 00:22:50 1
Donkey Hodie ๐ป Spooky Shadow Swamp and Hidden Orchestra ๐ฅ (Full Episode!)
2 months ago 00:12:58 1
Common Questions Youโll Be Asked During An English Job Interview
2 months ago 00:06:48 1
10 English Phrases for Talking about the End of Something
2 months ago 00:12:19 1
How to Protect Your Energy From Negative People (The Energy Reverse Method)
2 months ago 00:01:25 1
My Supermarket Trip ( Improve your English)
2 months ago 00:04:54 1
Guess the number, from 10 to 20 - Educational video to learn the numbers
2 months ago 00:02:35 1
How are you? | Emotions song for children | English Through Music
2 months ago 00:11:46 1
Jobs and Occupations - Vocabulary for Kids - Compilation
2 months ago 00:04:08 1
Wild animals for kids - Vocabulary for kids
2 months ago 00:11:29 1
Letโs Learn English at the Shopping Mall! Itโs Time for A Field Trip! ๐๐๐