Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the...
Transcript of Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the...
![Page 1: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/1.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Presented by
Using Operational Data for the Future
Maintenance of the French Rail Infrastructure
Stéphane de Paris, Thomas Oriol
![Page 2: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/2.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Agenda
• SNCF Réseau
• The stakes for Maintenance
• Why the PI System for SNCF Réseau ?
• Use Cases
2
![Page 3: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/3.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
SNCF Réseau : key figures (1/2)
3
![Page 4: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/4.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
SNCF Réseau : key figures (2/2)
4
![Page 5: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/5.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
SNCF Réseau : businesses
5
![Page 6: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/6.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
6
SNCF Réseau Maintenance Transformation
TRANSFORMATION LEVERS
IMPROVE
SURVEILLANCE
LIMIT IMPACTS
ON TRAFFIC
ANTICIPATE INCIDENTS
EVOLUTION OF
MAINTENANCE POLICIES
REMOTE MONITORING DEPLOYMENT
NEW TECHNOLOGIES
(sensors, wireless, connected objects,…)
EQUIPMENT SURVEILLANCE
(static & onboard measurements)
REINFORCE NETWORK SUPERVISION
• Regional Remote Monitoring Centers
ASSET MANAGEMENT
• Define and adjust degradation curves
• Capitalize on asset knowledge to define
new maintenance policies
![Page 7: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/7.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
7
0
1
0
0
0
1
0
1
0
1
1
1
0
1
1
1
0
1
1
1
0
0
0
1
1
1
1
0
• Rediscover our assets by leveraging 10+ years
collected field data
• Deploy new analyses and tools, designed and
implemented by and for the maintenance personel
• Open perspective to (smart) asset management
• One single place to easily access field data
Why the PI System ? 1/2
![Page 8: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/8.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
8
Remote Monitoring
Data Concentrators
Weather
Stations
IoT Platform
IBM Watson
PI Server
CMMS
Field Data
Sources
Web Portal GIS PI Tools Users
& Applications
Why the PI System ? 2/2
Scheduled Advanced
Analytics
Field Data
Infrastructure
PI Interfaces
![Page 9: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/9.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
9
Using Field Data for Maintenance: Before PI System
Maintenance
SCADA Remote Monitoring
Center
Field Maintenance
Field Data
Source
![Page 10: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/10.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
10
Using Field Data for Maintenance: With PI System
PI System
Historical Field
Data Analyses
Asset
Management
New Tools
![Page 11: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/11.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
11
National Deployment to our 4 Regional Divisions
2014
2017 2018
![Page 12: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/12.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
12
Railway Infrastructure Terminology 1/3
Railroad Equipment
Two-tracks railroad switch,
actuated by an electric motor, from
a signal box
![Page 13: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/13.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
13
Railway Infrastructure Terminology 2/3
Railroad Equipment
Electric switch motor with power
sensors (SCAG)
![Page 14: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/14.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
14
Railway Infrastructure Terminology 3/3
Railroad Equipment
Electric switch motor with power
sensors (SCAG)
Point blades with half-open sensor
(SKAG)
![Page 15: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/15.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Railroad Switch #3017
15
![Page 16: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/16.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Railroad Switch #3017
16
![Page 17: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/17.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Railroad Switch #3017
17
![Page 18: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/18.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Dynamic View of Railroad Switch #3017 in Context
18
Asset Key Information
![Page 19: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/19.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Maintenance Dashboard : Assets Condition KPIs at a Glance
19
Historical Drill-Down
![Page 20: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/20.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Post-Incident Manual Entry : On-Site Feedback into PI Server
20
Reason
Was traffic impacted ?
Date
Location
Asset
Picture
List of incident
feedback
![Page 21: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/21.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Self-Service Access to Switch Motor Curves
21
Reference & Actual Power Curves - Temperature & Moist - Time to actuate
![Page 22: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/22.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
22
Startup Generation: Predictive Analytics & Machine Learning
Corrective Maintenance
Preventive Maintenance
• Running hours or calendar-based
Condition-Based Maintenance
• Based on measurements
Predictive Maintenance
• Extrapolated predictions based on analyses / assesment of data related to wear
![Page 23: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/23.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
23
Predictive Maintenance Architecture
PI System
![Page 24: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/24.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
24
Datapred is a Machine Learning Suite Dedicated to Time Series
![Page 25: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/25.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
25
Quick Refresher on Machine Learning
![Page 26: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/26.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Advanced Analytics Challenge – Curves as Time Series
26
![Page 27: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/27.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Datapred’s Solution: Learning Motor Power Curves in Real-Time
27
![Page 28: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/28.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Anomaly Detection in Practice (1/2) – Monitoring
28
![Page 29: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/29.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Anomaly Detection in Practice (2/2) – Alerting
29
![Page 30: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/30.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Potential Extensions of Datapred Machine Learning Suite
30
![Page 31: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/31.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Picture / Image
RESULTS CHALLENGE SOLUTION
COMPANY and GOAL
Company
Logo
Digital Transformation of Maintenance,
for the Benefit of Customers
Each day, SNCF RÉSEAU enables 15.000
trains and 5 millions+ passengers to use the
#2 EU railway system.
Limit impact of maintenance
activities on rail traffic
Invest in monitoring and
analysis of field data !
Improve visibility on real
asset conditions and
anticipation (predictive)
• Increase deployment of remote
monitoring, innovations (IoT,
wireless…)
• PI System lays the foundation for
more field data analysis
• New innovative tools
• Improve asset knowledge
• Accelerate DATA projects
• Maintenance Teams = Driving
Force for Change !
• Further improve assets
surveillance
• Anticipate and prevent incidents
• Maintenance policies evolutions
![Page 32: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/32.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Stéphane de Paris [email protected]
Chief Data Officer
SNCF Réseau
Thomas Oriol [email protected]
Co-Founder
Datapred
32
![Page 33: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/33.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
33
Questions
Please wait for the
microphone before asking
your questions
Please remember to…
Complete the Online Survey
for this session
State your
name & company
![Page 34: Using Operational Data for the Future Maintenance of the ... · Using Operational Data for the Future Maintenance of the French Rail Infrastructure Stéphane de Paris, Thomas Oriol](https://reader033.fdocuments.us/reader033/viewer/2022042105/5e836726e864ed7bf7769bd2/html5/thumbnails/34.jpg)
EMEA USERS CONFERENCE 2017 LONDON #OSISOFTUC ©2017 OSIsoft, LLC
Thank You
34