OpenTalks.AI - Даниил Каширин, Physical Work Monitoring Using Motion Recognition Technology

Transcript

1. Forecasting and Data Analysis SOLUT Physical Work Monitoring Using Motion Recognition Technology For public distribution Forecsys Co. Daniil Kashirin Forecsys, CEO
2. I have no idea what my employees do One worker performs the operation faster than other one What if processes are not performed accurately? How many production stoppages occurred and why? Everything is bad 2 of 17
3. Video recognition Site dependent Too expensive for mass usage Cannot track hands movements – – – Supervisor Makes mistakes Cheats Just lazy Can’t monitor all the time Too expensive to hire – – – – – Solutions SOLUT: Manual Work Monitoring System 3 of 17
4. Solutions SOLUT: Manual Work Monitoring System 4 of 17 Lower-cost Monitors all the time Tracks hands movements Works in the field + + + + Movement recognition technology
5. Accelerometer 50 Hz Gyroscope 50 Hz Barometer 5Hz We used wristband for pilot project IP68 Can be sewn into work shoe sole Can be sewn into work clothes’ sleeves Solution Architecture SOLUT: Manual Work Monitoring System 5 of 17
6. Work site Next morning all reports are available via Web Sensors are collecting data Sensors are turned on at the beginning of the shift SOLUT server performs movements recognition and creates reports Collected data is transferred from sensors to data terminal Data is transferred from data terminal to SOLUT server Solution Architecture SOLUT: Manual Work Monitoring System 6 of 17
7. Technological process Partition wall construction Technological operations Markup Horizontal profiles installation Vertical profiles installation Basic movements Drawing movement Hammering Drilling Profiles cutting Profiles alignment Recognition Principles SOLUT: Manual Work Monitoring System 7 of 17
8. Hammering Profiles cutting Drilling Drawing movement Profiles alignment Smoking Data Samples SOLUT: Manual Work Monitoring System 8 of 17
9. Manual classification Model-based classification Drawing Hammering Drilling Cutting Alignment 0,85 0,98 0,98 0,95 0,81 Recognition Accuracy SOLUT: Manual Work Monitoring System 9 of 17 Recall
10. Markup 11% Horizontal profiles installation 23% Vertical profiles installation 31% Idle 25% Partition wall construction Pilot Project SOLUT: Manual Work Monitoring System 10 of 17 Duration
11. Making profit 11 of 17
12. Production stoppages elimination №1 Wage-fund saving up to 25% Best practices №2 Shorter duration of work while maintaining the quality up to 10% Quality improvement №3 Priceless! Business Cases SOLUT: Manual Work Monitoring System 12 of 17
13. Unauthorized activity detection Smoking Impacts Cellphone using Location recognition Checkpoints passing monitoring Crew work analysis Geolocation GPS/GLONASS Additional Features SOLUT: Manual Work Monitoring System 13 of 17
14. Machine building industry Oil industry Energy industry Retail Construction industry Utilities sector For employees engaged in physical work and paid by time Scope of Application SOLUT: Manual Work Monitoring System 14 of 17
15. Production stoppages elimination №1 Subscription from 1 to 5% of wage-fund (SaaS) Best practices №2 Revenue share from 10 to 50% of revenue Quality improvement №3 Subscription from 5 to 10% of wage-fund (SaaS) Pricing SOLUT: Manual Work Monitoring System 15 of 17
16. SOLUT Physical work monitoring RAS Forecsys was founded in 2000 by scientists of Computing Centre of RAS The main activity of the company is development of data analysis systems, artificial intelligence methods and algorithms GoodsForecast Sales forecasting and production optimization Antirutina Public procurement value for money assessment and bid rigging detection Antiplagiat Plagiarism detection and texts analysis About Us SOLUT: Manual Work Monitoring System 16 of 17
17. Daniil Kashirin +7 (499) 135-41-63 +7 (916) 801-90-92 kashirin@forecsys.ru Alexander Belousov +7 (495) 540-46-48 +7 (916) 589-60-90 ab@solut.ru