Extending intelligent monitoring of onboard machinery ...€¦ · Artificial Intelligence for...
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Extending intelligent monitoring of onboard machinery
9 September 2020 • 09:00-09:45 BST
Presentation documents:Page 2: Pankaj Sharma, Columbia Shipmanagement Page 9: Capt K.K. Mukherjee, NYK Bulkship (Asia) Page 17: Dr. Ranjan Varghese, Steel Ships
Vessel Optimisation Webinar Week
Part of
7-9 September 2020
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OPTIMISE PERFORMANCEREDUCE COSTINCREASE EARNINGS
Artificial intelligence for predictive maintenance
Real-time analytics and improved performance
Pankaj Sharma
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Artificial Intelligence for predictive maintenanceModernization Project: Fully connected Yacht
Problems• Lack of existing sensors and integration
• Lagging in Digitalization curve
• High Risk of losses due to hotel equipment failure
Application• Hybrid approach to Digitalization
• Layering of information with new generation IOT sensors
• AI application for predicting trends
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Artificial Intelligence for predictive maintenanceVibration sensors & Predictive maintenance
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Artificial Intelligence for predictive maintenanceValue delivered: Breakdown averted
• Machine learning AI application was able to create thresholds by benchmarking all 4 AC units• In a very short period angular alignment issue was identified with a potential for motor break down in
future• Timely intervention and alignment check avoided a major breakdown
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Real-time analytics and improved performanceValue of monitoring by experts
Issues and Actions list by monitoring analysts (Example)
Ref Boiler Pump II: The Vessel Engineer should investigate the possiblestiffening of the mounting structure of boiler pump II in the horizontal direction to avoid fatigue and potential damage to the mounting structure.
AC Compressors Root Cause investigation: Stop and lock out the compressor after it finished its running cycle. While still at operating temperature,remove the coupling cover and carry out a laser alignment as per laser system instructions. Align motor and compressor. If the motor/compressormounting plate is bowed it will require shimming of both the motor and the compressor feet
Update turbocharger, engine and generator alarm limits based on latest measuring results: New frequency ranges have also been defined, and measurements taken in the background. The dashboards will be updatedwith the revised Alarm limits accordingly.
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‘3 P’ of Performance management at Columbia
Platform ProcessPeople
• Expert operators working in a 24/7 environment
• Robust processes key for End to End optimization
• AI capable State of the art system for monitoring
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COLUMBIASHIPMANAGEMENTPOCR
Limassol Hamburg
Singapore Shanghai
For information or enquires:
columbia-shipmanagement.com
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Extending intelligent monitoring of onboard machinery
Digitalization
Remote Access
Data Exchange
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Extending intelligent monitoring of onboard machinery
Digital Ship, Autonomous Ship, Digital Twin…
Surveys, Inspection , RBI , Maintenance , Training …..
Big data transfer , analytical operation
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Extending intelligent monitoring of onboard machinery
Digitally connecting Shipboard equipment’s, machineries …....
Operational efficiencies, monitoring technology , transition to predictive maintenance -DHM , Inventory control …….
Associated Cost benefit , Reduction of failures , breakdown …Risks: Cyber , Quality of data …..
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Extending intelligent monitoring of onboard machinery
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Currently most common remote monitoring : ME , DG , Boilers, Scrubber systems, SCR, VDR , Nav Equipment's
Early Warning / Alarm/Alert Measure , Monitor to Manage
Futures • Strategies used now Augmented Virtual
Reality/Digital Twin which in turn used for:• Training of personnel before they arrive to
the vessel• Ease maintenance activities • Identifying trends of problems • Asset Management • Documentation , record keeping and
maintenance activities• Provide evidence of the ships history of
repair & maintenance over life cycle • Identify potentials areas, systems that need
improvements etc.
• Implementation of various modes of Autonomous shipping
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Monitoring the ME parameters , FO, Cyl Oil consumption & etc (Sample)
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Monitoring the running , consumption &load sharing of Diesel Generator(Sample)
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This email will be forwarded to vessel manager in the below format if there is any abnormality with the system –Sample Exh. Temp High
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Extending intelligent monitoring of onboard
machinery
by Dr. Ranjan Varghese, Chief Executive Officer,
Steel Ships Limited Hong Kong
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DEVELOP, DEPLOY AND TEST A PREDICTIVE COGNITIVE MAINTENANCE DECISION SUPPORT SYSTEM
EMBRACING TECHNOLOGY IN PANDEMIC ACCELERATES THE NEED TO
EMBRACE NEW TECHNOLOGY
Objective Targets
▪ Increase availability and
maintainability by 15%
▪ Reaching 30% of time spent on
predictive maintenance
▪ Reduce failure-related accidents by
30%
▪ Reduce energy consumption by 6-10%
▪ Reduce spares consumption by 7-15%
Responsible with Health Safety and Environment Management
Purpose • Identify and localize d and
assess damage severity• Predict damage evolution• Lifecycle Cost reduction• Preventive maintenance
actions• Optimize maintainability• Increase in-service
efficiency of machines by at least 10%
• Effectively information sharing between users
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3© Steel Ships 2020
COGNITIVE ANALYTICS AND DATA SHARE BENEFICIARIES
A SHIP OWNERS PERSPECTIVE
Responsible with Health Safety and Environment Management
Ship Owner
Data Processing
Makers/ Manufactures of
Machineries
Classification society
Ship Management
Charterers
Local Agents
Shipboard Engineers
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4© Steel Ships 2020
SensorizationSoftware and
systemsPredictive
Competitive
advantage
COGNITIVE ARTIFICIAL INTELLIGENCE ARCHITECTURE –WITH MULTIPLE CIRCUITS
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5© Steel Ships 2020
OVERLAY OF TYPICAL VESSEL PROCESS OIL POLLUTION RISKY OPERATION CASE
Noise
Vibration
Temp
Change
Over Sludge Tank
To
Sea
To
Atm
Manual
Attendance
RestrictedAreas-GPS
Triggered Fuel/ Lube oil Purifiers
Oily Water Separator
Incinerator
Gravity Separated Water
Heated Oil Sludge Pumped
Manual
Attendance
Manual
Attendance
Manual
Attendance
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6© Steel Ships 2020 6© Steel Ships 2020
PREDICTIVE / PREVENTIVE COGNITIVE MAINTENANCE SYSTEM INTEGRATION AND TESTS – MACHINE LEARNING
Mathematics
Responsible with Health Safety and Environment Management
Predictive Maintenance Algorithms
Sensing platform
Information Visualization
Augmented reality to support maintenance
Process control (automated actions)
- Genetic Algorithm + Data Structures =
Evolutionary Programs
- Genetic Programming
- Heuristics
- Guardian Architectures
- Combinatorial Optimisation
- Neural Networks
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7© Steel Ships 2020 7© Steel Ships. 2020
+Thank YouONLY SAFE OPERATION
MAKES FINANCIAL SENSE
Steel Ships Limited
Hong Kong