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IOT & Railway rolling stock
Enabling monitoring of OLDER fleets SNCF – rolling stock Engineering dept. SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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VISION : New maintenance organiSation
SMART TRAIN Better knowledge of operating condition 1 CLOUD Improvement of data quality 2 CORPORATE IT Lifecycle management optimisation 3 WORK ORDERS ANALYTIcs Data-driven process 4 ASSET MANAGEMENT SYSTEM SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Getting data from legacy fleets
Sensors Capteurs intégrés au matériel roulant Fully integrated to the train control (or maintenance) system Sensors not interfering with train systems, except power supply Sensors not interfering with train systems Connectivity Wireless to an on-board communication gateway Direct network connectivity with LPWA Wired to an on-board train network Cost of the 1st data stream Very high except new train or heavy overhaul Moderate: power feed and gateway integration Lowest cost for single sensor use case SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Connecting older fleets : 4 main categories
Tank level monitoring Remote log retrieval 1 2 Fuel, sand, water, oil… Operations management Enable anticipation Connect maintenance plugs of control units Cost reduction Reliability Availability Operating hours count Health monitoring of critical systems 3 4 Telematics on significant devices Cost reduction Better maintenance planning Monitoring critical thresholds: temperature, vibration level, peak current… Reliability Cost reduction (avoid heavy repair) Murphy law tells us that there’s always a problem.. That’s why it’s important to have the data… SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Use case : water level monitoring
ISSUES Toilets availability & Delayed trains Replenishment management Communication every 30 minutes SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Implementation : 4 trainsets – 9 months
Pressure sensor on the bottom of the tank Transmission: off-the-shelf LPWA modules SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Data Transmission – lessons learned
IN-MOTION TRANSMISSION SIGFOX : Tests have shown that there is no in-motion (> 30km/h) data transmission Better with LORA, capability up to 100 km/h, depending on network STATIC TRANSMISSION 6273 of 6440 messages correctly received (97,40% success) position R1 R2 R3 R5 R6 R7 R8 Signal (dBm) - 118,4 - 117,4 -118,4 - 116,7 - 117,3 - 115,5 - 116,5 Bad ( below -136 dBm) <1% Good (-135 to -123 dBm) 32% Excellent ( -122 dBm): 67% SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Tank level monitoring results (1)
WATER LEVEL PER CARBODY trainset #720 R1 R2 R3 R5 R6 R7 R8 Mean level 84% 80% 79% 81% 76% 70% Minimum level 47% 15% 13% 34% 35% 25% 0%* Conclusions (1) Overall mean level of water tank is 80 %. This could allow to suppress unnecessary replenishments. Low level still exists, can be and were flagged thanks to monitoring, before assigning the TGV on a commercial journey. SNCF - Rolling Stock Engineering dept. Friday, 21 September 2018 MARCH 20th, 2017
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Tank level monitoring results (2)
WATER LEVEL OVER TIME Water consumption vary significantly depending on toilet’s location. This was expected. Water replenishment vary significantly depending on toilet’s location. This was less expected ! Conclusions (2) Replenishments being charged, but not “full-filled” ! contract management Especially in-station replenishment most expensive & lest effective SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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CLIENT’S BENEFITS SUCCESSFUL EXPERIMENT !
better efficiency through better knowledge FIELD DATA MAY IMPROVE TRAIN DESIGN Mean water consumption / hour for each toilet position Systematic water loss after replenishment (5% - 11%) (tank design) SUCCESSFUL EXPERIMENT ! Monitoring currently being implemented on 30 TGVs (Paris-Lyon) Extension to all TGVs with clear water toilets in preparation SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Is everything that easy ?
Limits of consumer electronics On-board railway systems meet specific needs Passenger’s safety (fire & smoke regulations) Reliability and maintenance cost through compliance with standards for EMI, vibration, maintainability … Strategy : going for a railway-ready communication node & gateway SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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As a conclusion: It’s a beginning ! Real opportunities with IOT
Pushing forward with more data Moving the organisation SNCF - Rolling Stock Engineering dept. MARCH 20th, 2017
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Q & A SNCF - Rolling Stock Engineering dept. December 7th, 2016
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