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© 2013
Copyrights © Yole Développement SA. All rights reserved.
PV Monitoring Business
Analysis, Technology Trends and
Main Players
The indispensable element of the future global energy management
© 2013• 2
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Table of Contents
• List of Acronyms 4
• Objectives of the report 5
• Content of the report 6
• Executive Summary 7
• Introduction 28
– Monitoring = opportunity for a sustainable business
– Noteworthy News
• PV Monitoring 33
– Definition of the terminology used
– PV monitoring at a glance
– Overview of a monitoring system components
– Overview of variables to monitor
• Why to monitor PV systems? 38
– Main goal of PV monitoring
– Goals of PV monitoring - Overview
– Improved bankability
– Lower O&M costs
– Enhanced electricity production
– Part of global energy management solution
– Electricity grid stabilization
– Higher safety & security
– Environmental aspect visibility
– Source of valuable data for research purposes
– New vs existing PV installation
– Importance of PV monitoring thorough the installation life span
– Added value as perceived by customer
• PV monitoring trends 60
– Overview
– Unmet customer needs
– PV monitoring standards
– Monitoring as a part of energy management solution
– Improved safety
– Towards a higher level of services
– DC arc detection
– Problem localization and identification
– Towards the monitoring at module level
– Smart Junction Box
– Intelligent PV modules
– Monitoring of non-PV systems
– Simple installation, easy configuration and operation
• PV Monitoring Costs 81
– PV Monitoring Costs - Overview
– How much is customer ready to pay for PV monitoring?
– 1. Site assessment costs
– 2. Acquisition costs
– 3. Operational costs
– Cost pressure on monitoring systems
• 2013-2020 PV Monitoring Market Trends 92
– Overview of PV market segments
– PV monitoring specificities for different market segments
– Main approaches to increase the profit from PV monitoring
solutions
– Extraordinary 2000-2012 PV market growth
– 2013-2020 PV market forecast
© 2013• 3
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Table of Contents
– 2013-2020 PV Monitoring Market Trends
• Supply Chain 103
– Many opportunities for business diversification and partnerships
– Main short-term M&A targets
– Opportunities for small players and local business
– Trends towards vertical and horizontal integration
– Recent moves
– Partnerships
– Supply Chain - Overview
– PV monitoring providers
• classification according to company type
• classification according to positioning within the PV market segments
– Trends towards PV monitoring at module level
– PV monitoring leaders – comparative criteria
– Positioning of leading independent PV monitoring players
– What is an independent PV monitoring?
– Importance of an independent PV monitoring provider
– Importance of an independent PV monitoring solution
– Strategy approaches of PV monitoring players
– Company profiles
• PV monitoring system components 134
– “Foolproof solution” is an advantage
– Sensors
– Pyranometer vs. reference solar cell
– Terrestrial measurement vs satellite data
– Is the satellite data approach the winning one?
– Data logger
– Data transfer
– Data treatment and analysis
– Data Visualization Systems
– Data Storage
• General Conclusions 171
• Appendix: Presentation of Yole Développement 173
© 2013• 4
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Content of the report
• The present report from Yole Développement describes and analyses PV
monitoring market and technology solutions.
• A strong focus on system components and different technology and market
approaches provides the insight into the market trends and future customer
needs.
• Yole provides answers to the following key questions in order to facilitate
technology development and business development strategy:
– What are the main market drivers for PV technology solutions?
– How the PV monitoring system could reduce the electricity costs for PV systems?
– What is the added value of PV monitoring thorough the PV system life time ?
– How the PV monitoring solutions will evolve in the future?
– What are the advantages & drawbacks of different technology approaches?
– Which PV monitoring companies are the today’s leaders and why?
– Is there a market potential for new players?
© 2013• 5
Copyrights © Yole Développement SA. All rights reserved.
Monitoring = opportunity for a sustainable business
Manufacturing of PV components
”Low margins, tough competition”
• Situation in the past:
– Fast growing market
– Shortage of components resulting in high
margins for manufacturers
• Today:
– Market still growing but at a lower
growth rate
– Manufacturing overcapacity
– High number of manufacturers
– Tough competition, squeezed margins
– Most leading players are vertically
integrated and have very large production
capacities – market entry for a newcomer
very difficult.
PV monitoring
“The Business after Business”
• Situation in the past:
– Small number of installations
– Mainly small installations
– High ROI due to the generous FITs
• Today:
– Business opportunity for both new and
already realized PV installations
– Growing needs for monitoring
– Multiple business opportunities:
• Geographical
• Positioning within the supply chain
– PV monitoring becomes a part of complete
solutions for the energy management
(autoconsumption, smart grids…).
Contrary to PV component manufacturing, growing PV monitoring business
provides currently many opportunities and has a large potential for the future.
© 2013• 6
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Function of an advanced monitoring system
Yole Développement
PV monitoring at a glance
• PV monitoring system delivers valuable information about the state and performance
of PV system:
– System is working normally  reporting about the system parameter values
– System presents some unusual behavior  alert
– System indicates a problem  alarm
• In most cases, PV monitoring system enables to trigger an action.
• Main goal of monitoring is to guarantee the maximum return on investment from PV
installation via
– Higher system availability, performance and safety
– Lower operational & maintenance costs
Monitored
System
External sensors/data
System
sensors Monitoring
Data analysis
Monitoring
Output
Data
Transfer
Action
© 2013• 7
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Overview of a monitoring system. Not all components are necessarily present for a given monitoring system. Red lines represent data transfer.
Yole Développement
Overview of Monitoring System Components
Energy meterPV inverter
PV modules
System sensors (module
temperature)
Local alarm (intrusion)
Meteorological
data
Data logger
Module
monitoring
device
Data treatment and
analysis center
Data storage
Meteorological
sensors
Visualization
Storage “Heart” of a PV monitoring
© 2013• 8
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
The goals targeted by PV monitoring may be very different for different customers. It is important to
well-identify the goals requested by customer in order to make a right choice of monitoring system
design, components, variables to measure and services associated to monitoring.
Main goals of PV monitoring
Source: Yole Développement
Goals of PV monitoring - Overview
Goals of PV
monitoring
Improved
bankability
Lower O&M
costs
Part of global energy
management solution
Higher safety
and security
Enhanced electricity
production
Source of valuable data
for research purposes
Environmental
aspect visibility
Electricity grid
stabilization
© 2013• 9
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
The cost of PV monitoring solution increases with the granularity of the
monitoring and the depth of the data analysis.
Comparison of costs for different monitoring solutions. The monitoring on system level did not enable suitable smart analysis of monitored data.
Yole Développement
PV Monitoring Trends
Problem localization and identification - costs
© 2013• 10
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
The implementation of additional functionalities (monitoring, safety…) directly into the
PV module junction box (attached directly to a PV module) helps reducing manufacturing
costs and installation complexity and time.
PV Monitoring Trends
Towards the monitoring at module level
Smart Junction Box
Smart junction box has additional functionalities compared to conventional PV module junction box.
Yole Développement
• MPP tracking
• DC/AC conversion
(microinverter)
• DC Disconnection
• Overvoltage protection
• Performance monitoring
at module level
• Anti-theft function
• …
Smart Junction BoxConventional Junction Box
• Electrical connection to
solar cell
• By-pass diodes
© 2013• 11
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
• To find a suited site for large-scale installation, usually many different sites have to be
evaluated.
• In the case of small (residential) installation, the assessment based on solar irradiation
maps (available for free) is most commonly used.
• Generally, the site assessment can be costly and time-consuming if done using
measurement sessions using solar radiation sensors.
• Solar resource assessment using satellite data can be much faster, less costly and more
relevant because the historical data can be also taken into account. In preliminary stage of
research, some free available solar irradiation databases can be used.
– Solar resource assessment using detailed satellite data and complex algorithms:
• It takes approx. 2 weeks
• It costs $3,000 - $5,000. The price depends on geographical location, climate complexity, and solar
resource parameters to be evaluated.
– PV Yield Assessment based on satellite data:
• It takes approx. 2 weeks
• It costs $5,000 - $8,000, depending on the size of the power plant in consideration, and the number of
technology options to be evaluated.
Usually, many different sites have to be evaluated to choose a suited site for large PV
installation.
PV Monitoring Costs
1. Site assessment costs
© 2013• 12
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
The development of the PV market is today driven mainly by PV support mechanisms (temporarily) and intrinsic (sustainable) PV drivers. In the
future the PV market will be also strongly influenced by the electricity storage and smart grid development. PV monitoring will considerably
participate in enabling the future PV growth.
Yole Développement
The future will be solar powered
…and monitoring will help to make it real…
Inherent PV
advantages
Growing
environmental
concerns
LCOE decrease
for PV systems
Technological
and product
maturity
Massive
deployment of PV
Electricity
storage
development
Smart grid
development
Fossil fuels are
limited
PV market
support
mechanisms
LCOE: Levelized Cost of Electricity
Monitoring
needed
Metering/monitoring
needed
Monitoring
needed
© 2013• 13
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
The PV monitoring business provides many opportunities for business
diversification and partnerships.
Overview of business activities related to PV monitoring
Yole Développement
Supply Chain
Many opportunities for business diversification and partnerships
PV monitoring
PV inverters
Data analysis
Solar radiation data providersDevice manufacturer
O&M services
EV Storage Electricity meter
Non-PV monitoring
Sensor manufacturing
and calibration
Data storage
Installation
Data transfer
WEB services
© 2013• 14
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Smart home / Smart city
First integration trends are signs of coming partnerships and M&A activities.
Vertical and horizontal integration trends within the PV manufacturing supply chain. Hot short-term M&A targets are shown in red.
Yole Développement
Supply Chain
Trends towards vertical and horizontal integration
Horizontal integration
Verticalintegration
Meteo and
system sensors
Device
manufacturing
System
integration
Data
analysis
WEB
services
System
O&M
Battery
PV inverter
Non-PV monitoring services
Irradiation
sensors
Solar resource
data
© 2013• 15
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
• In 2010, inverter maker Power-One has bought venture-backed Fat Spaniel Technologies,
provider of the monitoring and reporting services for the renewable energy industry. Fat Spaniel
claimed that it managed over 3,800 sites, including the San Francisco International Airport, in 23
countries.
• Power-One has been purchased by ABB in April 2013.
ABB purchased recently Power-One (inverter manufacturer) which has purchased in 2010
a provider of software for monitoring and analyzing the performances of solar generation
projects, Solar Spaniel Technologies.
Supply Chain
Recent moves
Fat Spaniel Power One (2010)  ABB (2013)
PV inverter manufacturing Energy Efficiency. Smart grids.PV monitoring services
2010 2013
© 2013• 16
Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved.
Different levels of data analysis are used, depending on customer’s needs and budget.
Different levels of data analysis in PV monitoring
Yole Développement
PV Monitoring System Components
Data treatment and analysis – different levels
1. Basic approach
•Data measurement, transfer and visualization
•Eventually some data pre-treatment (averaging, extrapolation of missing data) is
done prior to their visualization
2. Threshold approach
•Measured data are pre-treated and compared with expected values
•The comparison is made on a threshold basis (% deviation from the expected
value).
•Information sent to the user depends on the deviation level  OK / Alert / Alarm
3. Smart data analysis
• Sophisticated analysis of measured data enabling
• Avoiding of false alerts and alarms
• The problem localization within the PV installation (Where?), identification
(What? ) and classification (How critical?)
© 2013• 17
Copyrights © Yole Développement SA. All rights reserved.
Yole Activities
Media business
News feed / Magazines /
Webcasts
Reports
Market
Research
Consulting services
Market research,
Technology & Strategy
www.yole.fr
© 2013• 18
Copyrights © Yole Développement SA. All rights reserved.
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PV Monitoring Business Analysis, Technology Trends and Players 2013 Report by Yole Developpement

  • 1. © 2013 Copyrights © Yole Développement SA. All rights reserved. PV Monitoring Business Analysis, Technology Trends and Main Players The indispensable element of the future global energy management
  • 2. © 2013• 2 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Table of Contents • List of Acronyms 4 • Objectives of the report 5 • Content of the report 6 • Executive Summary 7 • Introduction 28 – Monitoring = opportunity for a sustainable business – Noteworthy News • PV Monitoring 33 – Definition of the terminology used – PV monitoring at a glance – Overview of a monitoring system components – Overview of variables to monitor • Why to monitor PV systems? 38 – Main goal of PV monitoring – Goals of PV monitoring - Overview – Improved bankability – Lower O&M costs – Enhanced electricity production – Part of global energy management solution – Electricity grid stabilization – Higher safety & security – Environmental aspect visibility – Source of valuable data for research purposes – New vs existing PV installation – Importance of PV monitoring thorough the installation life span – Added value as perceived by customer • PV monitoring trends 60 – Overview – Unmet customer needs – PV monitoring standards – Monitoring as a part of energy management solution – Improved safety – Towards a higher level of services – DC arc detection – Problem localization and identification – Towards the monitoring at module level – Smart Junction Box – Intelligent PV modules – Monitoring of non-PV systems – Simple installation, easy configuration and operation • PV Monitoring Costs 81 – PV Monitoring Costs - Overview – How much is customer ready to pay for PV monitoring? – 1. Site assessment costs – 2. Acquisition costs – 3. Operational costs – Cost pressure on monitoring systems • 2013-2020 PV Monitoring Market Trends 92 – Overview of PV market segments – PV monitoring specificities for different market segments – Main approaches to increase the profit from PV monitoring solutions – Extraordinary 2000-2012 PV market growth – 2013-2020 PV market forecast
  • 3. © 2013• 3 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Table of Contents – 2013-2020 PV Monitoring Market Trends • Supply Chain 103 – Many opportunities for business diversification and partnerships – Main short-term M&A targets – Opportunities for small players and local business – Trends towards vertical and horizontal integration – Recent moves – Partnerships – Supply Chain - Overview – PV monitoring providers • classification according to company type • classification according to positioning within the PV market segments – Trends towards PV monitoring at module level – PV monitoring leaders – comparative criteria – Positioning of leading independent PV monitoring players – What is an independent PV monitoring? – Importance of an independent PV monitoring provider – Importance of an independent PV monitoring solution – Strategy approaches of PV monitoring players – Company profiles • PV monitoring system components 134 – “Foolproof solution” is an advantage – Sensors – Pyranometer vs. reference solar cell – Terrestrial measurement vs satellite data – Is the satellite data approach the winning one? – Data logger – Data transfer – Data treatment and analysis – Data Visualization Systems – Data Storage • General Conclusions 171 • Appendix: Presentation of Yole Développement 173
  • 4. © 2013• 4 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Content of the report • The present report from Yole Développement describes and analyses PV monitoring market and technology solutions. • A strong focus on system components and different technology and market approaches provides the insight into the market trends and future customer needs. • Yole provides answers to the following key questions in order to facilitate technology development and business development strategy: – What are the main market drivers for PV technology solutions? – How the PV monitoring system could reduce the electricity costs for PV systems? – What is the added value of PV monitoring thorough the PV system life time ? – How the PV monitoring solutions will evolve in the future? – What are the advantages & drawbacks of different technology approaches? – Which PV monitoring companies are the today’s leaders and why? – Is there a market potential for new players?
  • 5. © 2013• 5 Copyrights © Yole Développement SA. All rights reserved. Monitoring = opportunity for a sustainable business Manufacturing of PV components ”Low margins, tough competition” • Situation in the past: – Fast growing market – Shortage of components resulting in high margins for manufacturers • Today: – Market still growing but at a lower growth rate – Manufacturing overcapacity – High number of manufacturers – Tough competition, squeezed margins – Most leading players are vertically integrated and have very large production capacities – market entry for a newcomer very difficult. PV monitoring “The Business after Business” • Situation in the past: – Small number of installations – Mainly small installations – High ROI due to the generous FITs • Today: – Business opportunity for both new and already realized PV installations – Growing needs for monitoring – Multiple business opportunities: • Geographical • Positioning within the supply chain – PV monitoring becomes a part of complete solutions for the energy management (autoconsumption, smart grids…). Contrary to PV component manufacturing, growing PV monitoring business provides currently many opportunities and has a large potential for the future.
  • 6. © 2013• 6 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Function of an advanced monitoring system Yole Développement PV monitoring at a glance • PV monitoring system delivers valuable information about the state and performance of PV system: – System is working normally  reporting about the system parameter values – System presents some unusual behavior  alert – System indicates a problem  alarm • In most cases, PV monitoring system enables to trigger an action. • Main goal of monitoring is to guarantee the maximum return on investment from PV installation via – Higher system availability, performance and safety – Lower operational & maintenance costs Monitored System External sensors/data System sensors Monitoring Data analysis Monitoring Output Data Transfer Action
  • 7. © 2013• 7 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Overview of a monitoring system. Not all components are necessarily present for a given monitoring system. Red lines represent data transfer. Yole Développement Overview of Monitoring System Components Energy meterPV inverter PV modules System sensors (module temperature) Local alarm (intrusion) Meteorological data Data logger Module monitoring device Data treatment and analysis center Data storage Meteorological sensors Visualization Storage “Heart” of a PV monitoring
  • 8. © 2013• 8 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. The goals targeted by PV monitoring may be very different for different customers. It is important to well-identify the goals requested by customer in order to make a right choice of monitoring system design, components, variables to measure and services associated to monitoring. Main goals of PV monitoring Source: Yole Développement Goals of PV monitoring - Overview Goals of PV monitoring Improved bankability Lower O&M costs Part of global energy management solution Higher safety and security Enhanced electricity production Source of valuable data for research purposes Environmental aspect visibility Electricity grid stabilization
  • 9. © 2013• 9 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. The cost of PV monitoring solution increases with the granularity of the monitoring and the depth of the data analysis. Comparison of costs for different monitoring solutions. The monitoring on system level did not enable suitable smart analysis of monitored data. Yole Développement PV Monitoring Trends Problem localization and identification - costs
  • 10. © 2013• 10 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. The implementation of additional functionalities (monitoring, safety…) directly into the PV module junction box (attached directly to a PV module) helps reducing manufacturing costs and installation complexity and time. PV Monitoring Trends Towards the monitoring at module level Smart Junction Box Smart junction box has additional functionalities compared to conventional PV module junction box. Yole Développement • MPP tracking • DC/AC conversion (microinverter) • DC Disconnection • Overvoltage protection • Performance monitoring at module level • Anti-theft function • … Smart Junction BoxConventional Junction Box • Electrical connection to solar cell • By-pass diodes
  • 11. © 2013• 11 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. • To find a suited site for large-scale installation, usually many different sites have to be evaluated. • In the case of small (residential) installation, the assessment based on solar irradiation maps (available for free) is most commonly used. • Generally, the site assessment can be costly and time-consuming if done using measurement sessions using solar radiation sensors. • Solar resource assessment using satellite data can be much faster, less costly and more relevant because the historical data can be also taken into account. In preliminary stage of research, some free available solar irradiation databases can be used. – Solar resource assessment using detailed satellite data and complex algorithms: • It takes approx. 2 weeks • It costs $3,000 - $5,000. The price depends on geographical location, climate complexity, and solar resource parameters to be evaluated. – PV Yield Assessment based on satellite data: • It takes approx. 2 weeks • It costs $5,000 - $8,000, depending on the size of the power plant in consideration, and the number of technology options to be evaluated. Usually, many different sites have to be evaluated to choose a suited site for large PV installation. PV Monitoring Costs 1. Site assessment costs
  • 12. © 2013• 12 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. The development of the PV market is today driven mainly by PV support mechanisms (temporarily) and intrinsic (sustainable) PV drivers. In the future the PV market will be also strongly influenced by the electricity storage and smart grid development. PV monitoring will considerably participate in enabling the future PV growth. Yole Développement The future will be solar powered …and monitoring will help to make it real… Inherent PV advantages Growing environmental concerns LCOE decrease for PV systems Technological and product maturity Massive deployment of PV Electricity storage development Smart grid development Fossil fuels are limited PV market support mechanisms LCOE: Levelized Cost of Electricity Monitoring needed Metering/monitoring needed Monitoring needed
  • 13. © 2013• 13 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. The PV monitoring business provides many opportunities for business diversification and partnerships. Overview of business activities related to PV monitoring Yole Développement Supply Chain Many opportunities for business diversification and partnerships PV monitoring PV inverters Data analysis Solar radiation data providersDevice manufacturer O&M services EV Storage Electricity meter Non-PV monitoring Sensor manufacturing and calibration Data storage Installation Data transfer WEB services
  • 14. © 2013• 14 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Smart home / Smart city First integration trends are signs of coming partnerships and M&A activities. Vertical and horizontal integration trends within the PV manufacturing supply chain. Hot short-term M&A targets are shown in red. Yole Développement Supply Chain Trends towards vertical and horizontal integration Horizontal integration Verticalintegration Meteo and system sensors Device manufacturing System integration Data analysis WEB services System O&M Battery PV inverter Non-PV monitoring services Irradiation sensors Solar resource data
  • 15. © 2013• 15 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. • In 2010, inverter maker Power-One has bought venture-backed Fat Spaniel Technologies, provider of the monitoring and reporting services for the renewable energy industry. Fat Spaniel claimed that it managed over 3,800 sites, including the San Francisco International Airport, in 23 countries. • Power-One has been purchased by ABB in April 2013. ABB purchased recently Power-One (inverter manufacturer) which has purchased in 2010 a provider of software for monitoring and analyzing the performances of solar generation projects, Solar Spaniel Technologies. Supply Chain Recent moves Fat Spaniel Power One (2010)  ABB (2013) PV inverter manufacturing Energy Efficiency. Smart grids.PV monitoring services 2010 2013
  • 16. © 2013• 16 Copyrights © Yole Développement SARL. All rights reserved.Copyrights © Yole Développement SA. All rights reserved. Different levels of data analysis are used, depending on customer’s needs and budget. Different levels of data analysis in PV monitoring Yole Développement PV Monitoring System Components Data treatment and analysis – different levels 1. Basic approach •Data measurement, transfer and visualization •Eventually some data pre-treatment (averaging, extrapolation of missing data) is done prior to their visualization 2. Threshold approach •Measured data are pre-treated and compared with expected values •The comparison is made on a threshold basis (% deviation from the expected value). •Information sent to the user depends on the deviation level  OK / Alert / Alarm 3. Smart data analysis • Sophisticated analysis of measured data enabling • Avoiding of false alerts and alarms • The problem localization within the PV installation (Where?), identification (What? ) and classification (How critical?)
  • 17. © 2013• 17 Copyrights © Yole Développement SA. All rights reserved. Yole Activities Media business News feed / Magazines / Webcasts Reports Market Research Consulting services Market research, Technology & Strategy www.yole.fr
  • 18. © 2013• 18 Copyrights © Yole Développement SA. All rights reserved. Other photovoltaic related reports