Operation & Maintenance Best Practices · #Independence #Agility #Sustainability #Innovation...
Transcript of Operation & Maintenance Best Practices · #Independence #Agility #Sustainability #Innovation...
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Operation & Maintenance Best PracticesData and Monitoring Requirements
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Operation & Maintenance Best Practices
1. About QOS Energy
2. Why monitor PV plants?
3. Considerations
4. Selecting the right system
5. Monitoring for O&M
Table of Contents
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About QOS Energy
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About QOS EnergyIndependant Software Vendor
Harness Data Intelligence
#IIoT #CloudComputing #RenewablesAnalytics #DataScience
International presence
#Europe #India #Asia #Americas
Corporate Values
#Independence #Agility #Sustainability #Innovation #Quality Of Service
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Key FiguresAbout QOS Energy
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>1200users
in 23countries
7renewableenergies
5000renewable
assets
> 250data exchange
methods
> 8 GWmonitored, analysed, maintained, managed
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International presenceList of our offices
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HQ Nantes France
Germany Stuttgart
United-Kingdom / Ireland London
North America Portland & New York USA
India Mumbai
Asia Tokyo Japan
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Aggregate Data
Get clean data from any plant,
system or database
Transform Data Into Intelligence
Customize analytics for
better decision
Increase Availability
Minimize downtimes &
operating costs
Maximize Profitability
Involve all stakeholders to optimize asset performance
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A Comprehensive Set of Functions
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Maintain
Efficiently to increaseproductivity
Manage
Assets, reporting & users
Monitor
Portfolios on one dashboard
Analyse
On the fly to optimiseperformance
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Multi-Energy & Hardware-AgnosticQOS Energy Powers Qantum®
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Solar Wind Hydro Storage Biomass
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Qantum® architecture
The All-in-One renewable cloud, Scalable, Flexible & Secure Architecture
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Data ServicesAbout Qantum®
QOS Energy has developed a comprehensive data processing expertise to provide immediate, reliable, accurate and insightful data-driven decision-making tools.
Data Intelligence ServicesData science service powerful
decision making tools
Data analytics servicesData rendering service powerful analytics
Data management servicesData cleaning, management & storage services
Data acquisition servicesRaw data acquisition, services from any plant, sensor & database
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End-to-End SecurityAbout Qantum®
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DATA RISK & THREAT MANAGEMENT
DATA VISUALISATION
& ACCESS
DATA STORAGE & PROCESSING
DATA ACQUISITION & EXCHANGE
End-to-End Security
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Revenues & KPIs
Multiple plants
Real-time
Portfolio aggregation
Direct marketing
Monitor
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Event criticity
Custom alarms
Portfolio & plant availability
Monitor
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Benchmark performance
Custom charts
Unlimited KPIs & analyses
Data export
Analyse
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Energy production forecasts
Availability (time & energy)
Production & revenue losses
Theoretical power production
Analyse
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Ticketing system
Calendar
Contracts
SLAs
Maintain
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Mobile CMMS portal for field technicians
Maintain
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Revenues
Asset performance
Automated reporting
Users & team
Exchange data using the API
Manage
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Truly powerful reporting
100% customizable reporting
Add any item (analytics, events, tickets) & customize the corporate identity (logo, colours)
100% automated reporting
Automatic edition.
100% sharable reporting
Share with anybody.
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Why monitor PV Plant?
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Importance of Monitoring PV plants
Are these Energy Assets performing as expected? ·
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B E S T P R A C T I C E
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Purpose of Monitoring Plants
Reports on parameters of the energy conversion chain
• String Current
• Inverter
• Export meter
Key Performance Indicators [KPIs]
• String operation ·
• Yield
• Performance Ratio
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Outcome
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MONITORING KPI
easy to see what iswrong
control the plant
health of a PV plant
alarm triggering
one point of reference
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Considerations
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Monitoring Portals
Primary functions
KPIcalculation
data qualitycheck
reporting
standardise collection
display status
visualise data
archive data
alarms• equipment• custom
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Selecting the right system
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Selecting a Datalogger / SCADA
You should consider::
1. Cybersecurity• Operate behind a firewall
• Transmit data securely
2. Connectivity to the internet
3. Compatibility with equipment• Inverters
• Auxiliary equipment
• Command functionalities (if needed)
4. Robustness
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Selecting a Monitoring Portal
You should consider:
• Data protection and Backup policies
• Compatibility with monitoring system
• Data visualisation capabilities (does it meet your needs)
• KPI calculation
• Third-party data integration
• Reporting possibilities
• Process alarms
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Alarms from Equipment and Custom Events
Standard alarms include:
↘ Loss of communication
↘ Plant outage
↘ Inverter outage
↘ Plant under performance
↘ Inverter under performance
Add custom alarms
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Monitoring for O&M
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Revenues & KPIs
Multiple plants
Real-time
Portfolio aggregation
Direct marketing
Monitor
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Event criticity
Custom alarms
Portfolio & plant availability
Monitor
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Inverter Data
Inverter Yield
kWh/kWpCalculation
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String Data
String Current
Deviation
%
Calculation
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Benchmark performance
Custom charts
Unlimited KPIs & analyses
Data export
Analyse
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Energy production forecasts
Availability (time & energy)
Production & revenue losses
Theoretical power production
Analyse
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Calculation
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Performance Ratio %
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Calculation
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Energy BasedAvailability %
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Ticketing system
Calendar
Contracts
SLAs
Maintain
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Mobile CMMS portal for field technicians
Maintain
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Revenues
Asset performance
Automated reporting
Users & team
Exchange data using the API
Manage
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Digital Twin TechnologyData Science & Machine Learning technologies to harness solar power
Digital Twin Technology:
“ a digital representation of a plant designed to benchmark performances “
Loss calculation
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Data replacement
Reliable production forecast
DIGITAL TWIN APPLICATIONS
Shadow detection
Data Science & Machine Learning Techniques
Failure prediction
Condition Monitoring system
Soiling Analysis
Early agingdetection
SmarterAlarms
Data cleaning
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100% R&D / data scienceData cleansing based on Machine Learning
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Data cleansing : data received is sometimes incoherent
• Use Machine Learning mechanisms to filter incoherent / inaccurate data in a robust & scalable way
• Provider higher data Quality & Accuracy Level
Data spikes sent by the Acquisition system
Cleaned data retrieved for analysis
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100% R&D / data scienceData Completion using machine learning technologies
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A plant of 500 kWp
Use machine learning techniques to fix missing, incoherent or inaccurate data in a robust & efficient way
Missing data due to communication
error
Data filled using ML Data Quality check
(compared with metering data) Month
+1
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100% R&D / data scienceQuantification of the panel ageing / based on the digital twin technology
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Panel performance related to irradiation
Panel performance deviation due to ageing
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Thank you for your attention.