SlideShare a Scribd company logo
1 of 24
Download to read offline
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [1]
pvSpot - PV Simulation Tool for Operational PV Projects
Tomas Cebecauer, Marcel Suri, Artur Skoczek
GeoModel Solar, Slovakia
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [2]
1. Solar and meteo database
2. Interactive services
• Solar prospection
• PV prefeasibility and planning
• PV performance monitoring
3. Computer-to-computer services
• Web services and regular data supply
• Solar and PV forecasting
http://solargis.info
SolarGIS platform
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [3]
SolarGIS database PV system configuration
PV simulator
Simulated GTI and PV production Measured PV production
PV system evaluation
pvSpot concept
Userinputs
Outputs
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [4]
pvSpot concept
PV_output = f(PV config., irradiance, temperature, auxilliary data)
- simulated PV production using satellite-based data
- site specific data everywhere
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [5]
Irradiance
- satellite-based model (SolarGIS)
- motion vectors (test phase, SolarGIS)
- NWP: IFS (ECMWF), GFS (NOAA) postprocess
Meteorological data
- CFSR, CFSv2 and GFSprod (NOAA)
Auxilliary data
- altitude (SRTM), terrain slope, horizons
SolarGIS database
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [6]
GOES West GOES East PRIME IODC
135°W 75°W 0° 57.5°E
Present
↑
2014
2013
2012
2011
2010
2009
2008
2007
2006
2005
2004
2003
2002
2001
2000
1999
1998
1997
1996
1995
1994
Pacific
145°E
GOES
9*
GMS5*MTSAT1-2
HIMAWARI8
GOES10,11,15
GOES8,12,13,14
MSG1-3MFG4-7
MFG5,7
SolarGIS database – temporal coverage
■ Daily data update – pvSpot priority regions
GHI
±3.9%
• Historical data
• Global coverage
• Spatial resolution approx. 3 km (250 m enhanc.)
• Frequency of measurements 15 and 30 minutes
• Spatial and temporal consistency
• Low uncertainty
• Recent data
• Continuous daily/monthly update
• Priority regions (extendable)
• Forecasts
• Update 2 (4) times a day
• Global coverage
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [7]
Historical data
• Long-term average PV production (c-Si, optimum angle)
• Reference for PV system performance assessment
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [8]
Solar radiation
(In-plane GTI)
Meteo parameters
(TEMP, WS,...)
PV system
(modules, mounting,
invertors, cabling,
row spacing …)
PV simulation
PV production
Environment: Technology:
Env. losses
(shading, snow, dirt,...)
GTI vs PV
PV simulation principles
• sub-hourly time series data (15 minutes)
• flexible (one day up to multi-year)
• aggregation to daily, monthly, yearly
• outputs GTI, PVOUT, losses,…
• calculated uncertainty
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [9]
Simulations:
 tilted model (Perez inclined diffuse irradiance)
 terrain shading (SRTM3 mission, Ruiz-Arias)
 angular reflection (Martín Riuz angular losses)
 electric performance of PV modules
(variant of Sandia Array Performance model or,
1-diode PV array module based on PVPMC
implementation)
 Self-shading or inter-row shading
(shading fraction based on simplified raytracing)
 inverter conversion losses
(efficiency curve or euro efficiency provided by the
inverter manufacturer, or
Sandia Performance Model for Grid-Connected
Photovoltaic Inverters)
Estimates:
 pollution and snow
(estimates based on the local climate knowledge)
 mismatch, cables, interconnections
(estimates in the case of lack of cabling details,
otherwise calculation of cables Ohmic losses)
 transformer
(estimates only based on manufacturers
specification)
Production data:
 technical availability of PV Power Plant
(loses due to downtime and maintenance)
PV simulation
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [10]
Simulated PV production uncertainty
• Dynamically calculated
• seasonal effects
• satellite mission specific features
• sat. geometry, solar geometry , short- term variability …
• system components
hourly
daily monthly
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [11]
SolarGIS data
Historical Recent Forecasts
Yield assessment ×
Performance assessment × ×
Monitoring × ×
Power plant operation × ×
Grid management ×
pvSpot application areas
pvSpot PV simulations
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [12]
Modes of operation
Interactive
- web-based online application http://solargis.info/pvspot
- easy-to-use user interface
- real production data input
Non-interactive
- computer-to-computer data exchange
- web-services, FTP access
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [13]
pvSpot interactive - workflow
1. Site selection
2. PV system definition
3. PV simulation
- long-term averages
- recent data (system startup – yesterday, daily updated)
4. Real production input
5. Data analysis, reporting,…
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [14]
pvSpot interactive – long term vs. specific year production
Cologne, Germany
5.0 kWp, crystalline silicon (c-Si), fixed mounting - one angle, tilt: 30°azimuth: 180°
2014 2015
production long-term
production in 2015
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [15]
pvSpot interactive – real vs. simulated production
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [16]
• mass processing (1 - 1000+ systems)
• forecasts
• regular delivery (FTP)
• 2 times a day forecasts
• Operational daily (monitoring)
• Monthly (re-analysis, performance analysis)
• more detailed data request parametrization
• flexible data aggregation (15-min up to monthly summaries)
pvSpot web-service and FTP access
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [17]
pvSpot – examples of PV production analysis
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [18]
Example of good match between measured
and modelled data
Example of utility scale PV plant simulation
using high frequency 15 minute satellite data
in Central Europe
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [19]
Instant detection of major performance issues
PV inverter output power limitation
Example of utility scale PV plant simulation
using high frequency 15 minute satellite data
in Central Europe
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [20]
Wrong description of power plant design parameters
too small row spacing resulting in increased
shading losses in winter-time
Example of utility scale PV plant simulation
using high frequency 15 minute satellite data
in Central Europe
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [21]
Partial failure – strings failure
Example of utility scale PV plant simulation
using high frequency 15 minute satellite data
in Central Europe
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [22]
Example of utility scale PV plant simulation
using high frequency 15 minute satellite data
in Central Europe
Power production loss due to snow event
in winter-time
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [23]
Conclusions
SolarGIS pvSpot
• integrated SolarGIS database with simulation tools
• continuously updated (recent and forecasts)
Harmonized and consistent data for
• monitoring
• performance assessment
• PV portfolio evaluation
4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [24]
Thank you!
GeoModel Solar, Slovakia
contact@geomodel.eu
http://solargis.info
http://gemodelsolar.eu

More Related Content

What's hot

Comparison between SAM and RETScreen
Comparison between SAM and RETScreenComparison between SAM and RETScreen
Comparison between SAM and RETScreenAnkit Thiranh
 

What's hot (20)

16 lorenz local_and_regional_pv_power
16 lorenz local_and_regional_pv_power16 lorenz local_and_regional_pv_power
16 lorenz local_and_regional_pv_power
 
61 boyd high_speed_monitoring
61 boyd high_speed_monitoring61 boyd high_speed_monitoring
61 boyd high_speed_monitoring
 
41 corbellini analysis_and_modelling_of_bifacial_pv_modules
41 corbellini analysis_and_modelling_of_bifacial_pv_modules41 corbellini analysis_and_modelling_of_bifacial_pv_modules
41 corbellini analysis_and_modelling_of_bifacial_pv_modules
 
54 paul gibbs_helioscope
54 paul gibbs_helioscope54 paul gibbs_helioscope
54 paul gibbs_helioscope
 
31 werner herrmann_impact_of_soiling
31 werner herrmann_impact_of_soiling31 werner herrmann_impact_of_soiling
31 werner herrmann_impact_of_soiling
 
13 marcel suri_solarresourceuncertainty
13 marcel suri_solarresourceuncertainty13 marcel suri_solarresourceuncertainty
13 marcel suri_solarresourceuncertainty
 
51 b wittmer_latest_features_of_p_vsyst
51 b wittmer_latest_features_of_p_vsyst51 b wittmer_latest_features_of_p_vsyst
51 b wittmer_latest_features_of_p_vsyst
 
44 castillo aguilella-multi-year_study_of_bifacial_energy_gains
44 castillo aguilella-multi-year_study_of_bifacial_energy_gains44 castillo aguilella-multi-year_study_of_bifacial_energy_gains
44 castillo aguilella-multi-year_study_of_bifacial_energy_gains
 
11 schroedter homscheidt_satellite_and_camera
11 schroedter homscheidt_satellite_and_camera11 schroedter homscheidt_satellite_and_camera
11 schroedter homscheidt_satellite_and_camera
 
62 friesen field_data_requirements_for_the_validation_of_pv_module_performanc...
62 friesen field_data_requirements_for_the_validation_of_pv_module_performanc...62 friesen field_data_requirements_for_the_validation_of_pv_module_performanc...
62 friesen field_data_requirements_for_the_validation_of_pv_module_performanc...
 
65 sutterlueti using_advanced_pv_and_bo_s_modelling_and_algorithms_to_optimiz...
65 sutterlueti using_advanced_pv_and_bo_s_modelling_and_algorithms_to_optimiz...65 sutterlueti using_advanced_pv_and_bo_s_modelling_and_algorithms_to_optimiz...
65 sutterlueti using_advanced_pv_and_bo_s_modelling_and_algorithms_to_optimiz...
 
26 schweiger impact_of_spectral_irradiance_on_energy_yield
26 schweiger impact_of_spectral_irradiance_on_energy_yield26 schweiger impact_of_spectral_irradiance_on_energy_yield
26 schweiger impact_of_spectral_irradiance_on_energy_yield
 
25 ben duck_improved_prediction_of_site_spectral_impact
25 ben duck_improved_prediction_of_site_spectral_impact25 ben duck_improved_prediction_of_site_spectral_impact
25 ben duck_improved_prediction_of_site_spectral_impact
 
Recent and Planned Improvements to the System Advisor Model
Recent and Planned Improvements to the System Advisor ModelRecent and Planned Improvements to the System Advisor Model
Recent and Planned Improvements to the System Advisor Model
 
Data analysis for effective monitoring of partially shaded residential PV system
Data analysis for effective monitoring of partially shaded residential PV systemData analysis for effective monitoring of partially shaded residential PV system
Data analysis for effective monitoring of partially shaded residential PV system
 
24 mavromatakis vignola_spectral_corrections_for_pv_performance_modelling
24 mavromatakis vignola_spectral_corrections_for_pv_performance_modelling24 mavromatakis vignola_spectral_corrections_for_pv_performance_modelling
24 mavromatakis vignola_spectral_corrections_for_pv_performance_modelling
 
Comparison between SAM and RETScreen
Comparison between SAM and RETScreenComparison between SAM and RETScreen
Comparison between SAM and RETScreen
 
20 bethke hammer_timeseries_of_spectrally_resolved_solar_irradiance_data_from...
20 bethke hammer_timeseries_of_spectrally_resolved_solar_irradiance_data_from...20 bethke hammer_timeseries_of_spectrally_resolved_solar_irradiance_data_from...
20 bethke hammer_timeseries_of_spectrally_resolved_solar_irradiance_data_from...
 
26 pvpmc presentation_mac_alpine_final
26 pvpmc presentation_mac_alpine_final26 pvpmc presentation_mac_alpine_final
26 pvpmc presentation_mac_alpine_final
 
23 g belluardo_sensitivity_analysis_and_uncertainty_evaluation_of_simulated_c...
23 g belluardo_sensitivity_analysis_and_uncertainty_evaluation_of_simulated_c...23 g belluardo_sensitivity_analysis_and_uncertainty_evaluation_of_simulated_c...
23 g belluardo_sensitivity_analysis_and_uncertainty_evaluation_of_simulated_c...
 

Viewers also liked

Herramientas de gestion de contenidos, proyecto final
Herramientas de gestion de contenidos, proyecto finalHerramientas de gestion de contenidos, proyecto final
Herramientas de gestion de contenidos, proyecto finalNadia Ortiz
 
Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...
Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...
Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...Andor Abonyi-Tóth
 
Clasificacion ao
Clasificacion aoClasificacion ao
Clasificacion aoLuis Reyes
 
Saint-Gobain one of the top 100 most innovative companies
Saint-Gobain one of the top 100 most innovative companiesSaint-Gobain one of the top 100 most innovative companies
Saint-Gobain one of the top 100 most innovative companiesGary Potter
 
Ketchum Social Leadership April 2016 v1
Ketchum Social Leadership April 2016 v1Ketchum Social Leadership April 2016 v1
Ketchum Social Leadership April 2016 v1Julian Stodd
 

Viewers also liked (9)

Herramientas de gestion de contenidos, proyecto final
Herramientas de gestion de contenidos, proyecto finalHerramientas de gestion de contenidos, proyecto final
Herramientas de gestion de contenidos, proyecto final
 
Us20100286993
Us20100286993Us20100286993
Us20100286993
 
Laura
LauraLaura
Laura
 
Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...
Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...
Kollaboratív tudás(bázis)építés szemantikus Wiki környezetben – eredmények é...
 
Critical path project
Critical path projectCritical path project
Critical path project
 
Clasificacion ao
Clasificacion aoClasificacion ao
Clasificacion ao
 
Saint-Gobain one of the top 100 most innovative companies
Saint-Gobain one of the top 100 most innovative companiesSaint-Gobain one of the top 100 most innovative companies
Saint-Gobain one of the top 100 most innovative companies
 
Egipto
EgiptoEgipto
Egipto
 
Ketchum Social Leadership April 2016 v1
Ketchum Social Leadership April 2016 v1Ketchum Social Leadership April 2016 v1
Ketchum Social Leadership April 2016 v1
 

Similar to 52 cebecauer pv_spot_-_pv_simulation_tool_for_operational_pv_projects

Performance Presentation - NREL March 2010
Performance Presentation - NREL March 2010Performance Presentation - NREL March 2010
Performance Presentation - NREL March 2010Jacob McKee
 
Jordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, Spain
Jordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, SpainJordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, Spain
Jordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, SpainARC research group
 
RuleML2015: Rule-based data transformations in electricity smart grids
RuleML2015: Rule-based data transformations in electricity smart gridsRuleML2015: Rule-based data transformations in electricity smart grids
RuleML2015: Rule-based data transformations in electricity smart gridsRuleML
 
OPAL-RT RT14 Conference: Real-time HIL/RCP Laboratory
OPAL-RT RT14 Conference: Real-time HIL/RCP LaboratoryOPAL-RT RT14 Conference: Real-time HIL/RCP Laboratory
OPAL-RT RT14 Conference: Real-time HIL/RCP LaboratoryOPAL-RT TECHNOLOGIES
 
SUPSI Energy Systems Sector
SUPSI Energy Systems SectorSUPSI Energy Systems Sector
SUPSI Energy Systems SectorMauro Caccivio
 
OPAL-RT RT14 Conference: Power system generation management
OPAL-RT RT14 Conference: Power system generation managementOPAL-RT RT14 Conference: Power system generation management
OPAL-RT RT14 Conference: Power system generation managementOPAL-RT TECHNOLOGIES
 
German Solar Training Week, 23.-26.11.2015
German Solar Training Week, 23.-26.11.2015German Solar Training Week, 23.-26.11.2015
German Solar Training Week, 23.-26.11.2015Kennedy Ngare
 
OPAL-RT RT14: Wind farm reactive power coordination
OPAL-RT RT14: Wind farm reactive power coordination OPAL-RT RT14: Wind farm reactive power coordination
OPAL-RT RT14: Wind farm reactive power coordination OPAL-RT TECHNOLOGIES
 
EuRoC in a Nutshell
EuRoC in a NutshellEuRoC in a Nutshell
EuRoC in a NutshellI4MS_eu
 
20140114_Infoday regional H2020_Energía_María Luisa Revilla
20140114_Infoday regional H2020_Energía_María Luisa Revilla20140114_Infoday regional H2020_Energía_María Luisa Revilla
20140114_Infoday regional H2020_Energía_María Luisa RevillaRedit
 
OPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIO
OPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIOOPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIO
OPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIOOPAL-RT TECHNOLOGIES
 
Cost-Aware Virtual Machine Placement across Distributed Data Centers using Ba...
Cost-Aware Virtual Machine Placement acrossDistributed Data Centers using Ba...Cost-Aware Virtual Machine Placement acrossDistributed Data Centers using Ba...
Cost-Aware Virtual Machine Placement across Distributed Data Centers using Ba...Soodeh Farokhi
 
Feed water preheating through flat plate collectors: parametric studies - Mar...
Feed water preheating through flat plate collectors: parametric studies - Mar...Feed water preheating through flat plate collectors: parametric studies - Mar...
Feed water preheating through flat plate collectors: parametric studies - Mar...Sardegna Ricerche
 
CSP Solar Field Quality Assurance Methods
CSP Solar Field Quality Assurance MethodsCSP Solar Field Quality Assurance Methods
CSP Solar Field Quality Assurance MethodsKlaus Pottler
 
AUTOWARE Neutral Facilities: Reconfigurable Robot Workcell
AUTOWARE Neutral Facilities: Reconfigurable Robot WorkcellAUTOWARE Neutral Facilities: Reconfigurable Robot Workcell
AUTOWARE Neutral Facilities: Reconfigurable Robot WorkcellAUTOWARE
 

Similar to 52 cebecauer pv_spot_-_pv_simulation_tool_for_operational_pv_projects (20)

Performance Presentation - NREL March 2010
Performance Presentation - NREL March 2010Performance Presentation - NREL March 2010
Performance Presentation - NREL March 2010
 
01 roman rudel welcome pvpmc
01  roman rudel welcome pvpmc01  roman rudel welcome pvpmc
01 roman rudel welcome pvpmc
 
CIEMAT. Plataforma Solar de Almeria
CIEMAT. Plataforma Solar de AlmeriaCIEMAT. Plataforma Solar de Almeria
CIEMAT. Plataforma Solar de Almeria
 
Jordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, Spain
Jordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, SpainJordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, Spain
Jordi Macià, EURECAT Technology Centre of Catalonia, Barcelona, Spain
 
RuleML2015: Rule-based data transformations in electricity smart grids
RuleML2015: Rule-based data transformations in electricity smart gridsRuleML2015: Rule-based data transformations in electricity smart grids
RuleML2015: Rule-based data transformations in electricity smart grids
 
OPAL-RT RT14 Conference: Real-time HIL/RCP Laboratory
OPAL-RT RT14 Conference: Real-time HIL/RCP LaboratoryOPAL-RT RT14 Conference: Real-time HIL/RCP Laboratory
OPAL-RT RT14 Conference: Real-time HIL/RCP Laboratory
 
SUPSI Energy Systems Sector
SUPSI Energy Systems SectorSUPSI Energy Systems Sector
SUPSI Energy Systems Sector
 
OPAL-RT RT14 Conference: Power system generation management
OPAL-RT RT14 Conference: Power system generation managementOPAL-RT RT14 Conference: Power system generation management
OPAL-RT RT14 Conference: Power system generation management
 
High resolution spatial and electrical modeling for efficient BIPV system design
High resolution spatial and electrical modeling for efficient BIPV system designHigh resolution spatial and electrical modeling for efficient BIPV system design
High resolution spatial and electrical modeling for efficient BIPV system design
 
German Solar Training Week, 23.-26.11.2015
German Solar Training Week, 23.-26.11.2015German Solar Training Week, 23.-26.11.2015
German Solar Training Week, 23.-26.11.2015
 
OPAL-RT RT14: Wind farm reactive power coordination
OPAL-RT RT14: Wind farm reactive power coordination OPAL-RT RT14: Wind farm reactive power coordination
OPAL-RT RT14: Wind farm reactive power coordination
 
From innovation to operational assistance
From innovation to operational assistanceFrom innovation to operational assistance
From innovation to operational assistance
 
EuRoC in a Nutshell
EuRoC in a NutshellEuRoC in a Nutshell
EuRoC in a Nutshell
 
20140114_Infoday regional H2020_Energía_María Luisa Revilla
20140114_Infoday regional H2020_Energía_María Luisa Revilla20140114_Infoday regional H2020_Energía_María Luisa Revilla
20140114_Infoday regional H2020_Energía_María Luisa Revilla
 
OPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIO
OPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIOOPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIO
OPAL-RT RT14: Running OPAL-RT's eHS solver on NI cRIO
 
Cost-Aware Virtual Machine Placement across Distributed Data Centers using Ba...
Cost-Aware Virtual Machine Placement acrossDistributed Data Centers using Ba...Cost-Aware Virtual Machine Placement acrossDistributed Data Centers using Ba...
Cost-Aware Virtual Machine Placement across Distributed Data Centers using Ba...
 
Feed water preheating through flat plate collectors: parametric studies - Mar...
Feed water preheating through flat plate collectors: parametric studies - Mar...Feed water preheating through flat plate collectors: parametric studies - Mar...
Feed water preheating through flat plate collectors: parametric studies - Mar...
 
CSP Solar Field Quality Assurance Methods
CSP Solar Field Quality Assurance MethodsCSP Solar Field Quality Assurance Methods
CSP Solar Field Quality Assurance Methods
 
Solar engineering services
Solar engineering servicesSolar engineering services
Solar engineering services
 
AUTOWARE Neutral Facilities: Reconfigurable Robot Workcell
AUTOWARE Neutral Facilities: Reconfigurable Robot WorkcellAUTOWARE Neutral Facilities: Reconfigurable Robot Workcell
AUTOWARE Neutral Facilities: Reconfigurable Robot Workcell
 

More from Sandia National Laboratories: Energy & Climate: Renewables

More from Sandia National Laboratories: Energy & Climate: Renewables (20)

M4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339r
M4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339rM4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339r
M4 sf 18sn010303061 8th us german 020918 lac reduced sand2018-1339r
 
Sand2018 0581 o metadata for presentations 011918 lac
Sand2018 0581 o metadata for presentations 011918 lacSand2018 0581 o metadata for presentations 011918 lac
Sand2018 0581 o metadata for presentations 011918 lac
 
11 Testing Shear Strength and Deformation along Discontinuities in Salt
11 Testing Shear Strength and Deformation along Discontinuities in Salt11 Testing Shear Strength and Deformation along Discontinuities in Salt
11 Testing Shear Strength and Deformation along Discontinuities in Salt
 
10 Current status of research in the Joint Project WEIMOS
10 Current status of research in the Joint Project WEIMOS10 Current status of research in the Joint Project WEIMOS
10 Current status of research in the Joint Project WEIMOS
 
26 Current research on deep borehole disposal of nuclear spent fuel and high-...
26 Current research on deep borehole disposal of nuclear spent fuel and high-...26 Current research on deep borehole disposal of nuclear spent fuel and high-...
26 Current research on deep borehole disposal of nuclear spent fuel and high-...
 
25 Basin-Scale Density-Dependent Groundwater Flow Near a Salt Repository
25 Basin-Scale Density-Dependent  Groundwater Flow Near a Salt Repository25 Basin-Scale Density-Dependent  Groundwater Flow Near a Salt Repository
25 Basin-Scale Density-Dependent Groundwater Flow Near a Salt Repository
 
24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)
24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)
24 Actinide and brine chemistry in salt repositories: Updates from ABC Salt (V)
 
23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...
23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...
23 Sandia’s Salt Design Concept for High Level Waste and Defense Spent Nuclea...
 
22 WIPP Future Advancements and Operational Safety
22 WIPP Future Advancements and Operational Safety22 WIPP Future Advancements and Operational Safety
22 WIPP Future Advancements and Operational Safety
 
21 WIPP recovery and Operational Safety
21 WIPP recovery and Operational Safety21 WIPP recovery and Operational Safety
21 WIPP recovery and Operational Safety
 
20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP
20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP
20 EPA Review of DOE’s 2014 Compliance Recertification Application for WIPP
 
19 Repository designs in bedded salt, the KOSINA-Project
19 Repository designs in bedded salt, the KOSINA-Project19 Repository designs in bedded salt, the KOSINA-Project
19 Repository designs in bedded salt, the KOSINA-Project
 
18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)
18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)
18 Interaction between Operational Safety and Long-Term Safety (Project BASEL)
 
17 Salt Reconsolidation
17 Salt Reconsolidation17 Salt Reconsolidation
17 Salt Reconsolidation
 
16 Reconsolidation of granular salt (DAEF report)
16 Reconsolidation of granular salt (DAEF report)16 Reconsolidation of granular salt (DAEF report)
16 Reconsolidation of granular salt (DAEF report)
 
15 Outcome of the Repoperm Project
15 Outcome of the Repoperm Project15 Outcome of the Repoperm Project
15 Outcome of the Repoperm Project
 
14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...
14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...
14 Radiological Consequences Analysis for a HLW Repository in Bedded Salt in ...
 
13 "New results of the KOSINA project - Generic geological models / Integrity...
13 "New results of the KOSINA project - Generic geological models / Integrity...13 "New results of the KOSINA project - Generic geological models / Integrity...
13 "New results of the KOSINA project - Generic geological models / Integrity...
 
12 Salt testing: Low deviatoric stress data
12 Salt testing: Low deviatoric stress data12 Salt testing: Low deviatoric stress data
12 Salt testing: Low deviatoric stress data
 
09 Invited Lecture: Salt Creep at Low Deviatoric Stress
09 Invited Lecture: Salt Creep at Low Deviatoric Stress09 Invited Lecture: Salt Creep at Low Deviatoric Stress
09 Invited Lecture: Salt Creep at Low Deviatoric Stress
 

Recently uploaded

Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...
Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...
Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...Hasting Chen
 
Microsoft Copilot AI for Everyone - created by AI
Microsoft Copilot AI for Everyone - created by AIMicrosoft Copilot AI for Everyone - created by AI
Microsoft Copilot AI for Everyone - created by AITatiana Gurgel
 
Mohammad_Alnahdi_Oral_Presentation_Assignment.pptx
Mohammad_Alnahdi_Oral_Presentation_Assignment.pptxMohammad_Alnahdi_Oral_Presentation_Assignment.pptx
Mohammad_Alnahdi_Oral_Presentation_Assignment.pptxmohammadalnahdi22
 
Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...
Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...
Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...Pooja Nehwal
 
Russian Call Girls in Kolkata Vaishnavi 🤌 8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Vaishnavi 🤌  8250192130 🚀 Vip Call Girls KolkataRussian Call Girls in Kolkata Vaishnavi 🤌  8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Vaishnavi 🤌 8250192130 🚀 Vip Call Girls Kolkataanamikaraghav4
 
SaaStr Workshop Wednesday w: Jason Lemkin, SaaStr
SaaStr Workshop Wednesday w: Jason Lemkin, SaaStrSaaStr Workshop Wednesday w: Jason Lemkin, SaaStr
SaaStr Workshop Wednesday w: Jason Lemkin, SaaStrsaastr
 
CTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdf
CTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdfCTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdf
CTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdfhenrik385807
 
OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...
OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...
OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...NETWAYS
 
Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝
Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝
Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝soniya singh
 
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort ServiceDelhi Call girls
 
WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )
WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )
WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )Pooja Nehwal
 
Mathematics of Finance Presentation.pptx
Mathematics of Finance Presentation.pptxMathematics of Finance Presentation.pptx
Mathematics of Finance Presentation.pptxMoumonDas2
 
Night 7k Call Girls Noida Sector 128 Call Me: 8448380779
Night 7k Call Girls Noida Sector 128 Call Me: 8448380779Night 7k Call Girls Noida Sector 128 Call Me: 8448380779
Night 7k Call Girls Noida Sector 128 Call Me: 8448380779Delhi Call girls
 
Thirunelveli call girls Tamil escorts 7877702510
Thirunelveli call girls Tamil escorts 7877702510Thirunelveli call girls Tamil escorts 7877702510
Thirunelveli call girls Tamil escorts 7877702510Vipesco
 
Presentation on Engagement in Book Clubs
Presentation on Engagement in Book ClubsPresentation on Engagement in Book Clubs
Presentation on Engagement in Book Clubssamaasim06
 
Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024
Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024
Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024eCommerce Institute
 
ANCHORING SCRIPT FOR A CULTURAL EVENT.docx
ANCHORING SCRIPT FOR A CULTURAL EVENT.docxANCHORING SCRIPT FOR A CULTURAL EVENT.docx
ANCHORING SCRIPT FOR A CULTURAL EVENT.docxNikitaBankoti2
 
George Lever - eCommerce Day Chile 2024
George Lever -  eCommerce Day Chile 2024George Lever -  eCommerce Day Chile 2024
George Lever - eCommerce Day Chile 2024eCommerce Institute
 
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...Sheetaleventcompany
 
Open Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdf
Open Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdfOpen Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdf
Open Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdfhenrik385807
 

Recently uploaded (20)

Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...
Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...
Re-membering the Bard: Revisiting The Compleat Wrks of Wllm Shkspr (Abridged)...
 
Microsoft Copilot AI for Everyone - created by AI
Microsoft Copilot AI for Everyone - created by AIMicrosoft Copilot AI for Everyone - created by AI
Microsoft Copilot AI for Everyone - created by AI
 
Mohammad_Alnahdi_Oral_Presentation_Assignment.pptx
Mohammad_Alnahdi_Oral_Presentation_Assignment.pptxMohammad_Alnahdi_Oral_Presentation_Assignment.pptx
Mohammad_Alnahdi_Oral_Presentation_Assignment.pptx
 
Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...
Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...
Navi Mumbai Call Girls Service Pooja 9892124323 Real Russian Girls Looking Mo...
 
Russian Call Girls in Kolkata Vaishnavi 🤌 8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Vaishnavi 🤌  8250192130 🚀 Vip Call Girls KolkataRussian Call Girls in Kolkata Vaishnavi 🤌  8250192130 🚀 Vip Call Girls Kolkata
Russian Call Girls in Kolkata Vaishnavi 🤌 8250192130 🚀 Vip Call Girls Kolkata
 
SaaStr Workshop Wednesday w: Jason Lemkin, SaaStr
SaaStr Workshop Wednesday w: Jason Lemkin, SaaStrSaaStr Workshop Wednesday w: Jason Lemkin, SaaStr
SaaStr Workshop Wednesday w: Jason Lemkin, SaaStr
 
CTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdf
CTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdfCTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdf
CTAC 2024 Valencia - Henrik Hanke - Reduce to the max - slideshare.pdf
 
OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...
OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...
OSCamp Kubernetes 2024 | A Tester's Guide to CI_CD as an Automated Quality Co...
 
Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝
Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝
Call Girls in Sarojini Nagar Market Delhi 💯 Call Us 🔝8264348440🔝
 
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 93 Noida Escorts >༒8448380779 Escort Service
 
WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )
WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )
WhatsApp 📞 9892124323 ✅Call Girls In Juhu ( Mumbai )
 
Mathematics of Finance Presentation.pptx
Mathematics of Finance Presentation.pptxMathematics of Finance Presentation.pptx
Mathematics of Finance Presentation.pptx
 
Night 7k Call Girls Noida Sector 128 Call Me: 8448380779
Night 7k Call Girls Noida Sector 128 Call Me: 8448380779Night 7k Call Girls Noida Sector 128 Call Me: 8448380779
Night 7k Call Girls Noida Sector 128 Call Me: 8448380779
 
Thirunelveli call girls Tamil escorts 7877702510
Thirunelveli call girls Tamil escorts 7877702510Thirunelveli call girls Tamil escorts 7877702510
Thirunelveli call girls Tamil escorts 7877702510
 
Presentation on Engagement in Book Clubs
Presentation on Engagement in Book ClubsPresentation on Engagement in Book Clubs
Presentation on Engagement in Book Clubs
 
Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024
Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024
Andrés Ramírez Gossler, Facundo Schinnea - eCommerce Day Chile 2024
 
ANCHORING SCRIPT FOR A CULTURAL EVENT.docx
ANCHORING SCRIPT FOR A CULTURAL EVENT.docxANCHORING SCRIPT FOR A CULTURAL EVENT.docx
ANCHORING SCRIPT FOR A CULTURAL EVENT.docx
 
George Lever - eCommerce Day Chile 2024
George Lever -  eCommerce Day Chile 2024George Lever -  eCommerce Day Chile 2024
George Lever - eCommerce Day Chile 2024
 
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
No Advance 8868886958 Chandigarh Call Girls , Indian Call Girls For Full Nigh...
 
Open Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdf
Open Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdfOpen Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdf
Open Source Strategy in Logistics 2015_Henrik Hankedvz-d-nl-log-conference.pdf
 

52 cebecauer pv_spot_-_pv_simulation_tool_for_operational_pv_projects

  • 1. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [1] pvSpot - PV Simulation Tool for Operational PV Projects Tomas Cebecauer, Marcel Suri, Artur Skoczek GeoModel Solar, Slovakia
  • 2. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [2] 1. Solar and meteo database 2. Interactive services • Solar prospection • PV prefeasibility and planning • PV performance monitoring 3. Computer-to-computer services • Web services and regular data supply • Solar and PV forecasting http://solargis.info SolarGIS platform
  • 3. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [3] SolarGIS database PV system configuration PV simulator Simulated GTI and PV production Measured PV production PV system evaluation pvSpot concept Userinputs Outputs
  • 4. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [4] pvSpot concept PV_output = f(PV config., irradiance, temperature, auxilliary data) - simulated PV production using satellite-based data - site specific data everywhere
  • 5. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [5] Irradiance - satellite-based model (SolarGIS) - motion vectors (test phase, SolarGIS) - NWP: IFS (ECMWF), GFS (NOAA) postprocess Meteorological data - CFSR, CFSv2 and GFSprod (NOAA) Auxilliary data - altitude (SRTM), terrain slope, horizons SolarGIS database
  • 6. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [6] GOES West GOES East PRIME IODC 135°W 75°W 0° 57.5°E Present ↑ 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2004 2003 2002 2001 2000 1999 1998 1997 1996 1995 1994 Pacific 145°E GOES 9* GMS5*MTSAT1-2 HIMAWARI8 GOES10,11,15 GOES8,12,13,14 MSG1-3MFG4-7 MFG5,7 SolarGIS database – temporal coverage ■ Daily data update – pvSpot priority regions GHI ±3.9% • Historical data • Global coverage • Spatial resolution approx. 3 km (250 m enhanc.) • Frequency of measurements 15 and 30 minutes • Spatial and temporal consistency • Low uncertainty • Recent data • Continuous daily/monthly update • Priority regions (extendable) • Forecasts • Update 2 (4) times a day • Global coverage
  • 7. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [7] Historical data • Long-term average PV production (c-Si, optimum angle) • Reference for PV system performance assessment
  • 8. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [8] Solar radiation (In-plane GTI) Meteo parameters (TEMP, WS,...) PV system (modules, mounting, invertors, cabling, row spacing …) PV simulation PV production Environment: Technology: Env. losses (shading, snow, dirt,...) GTI vs PV PV simulation principles • sub-hourly time series data (15 minutes) • flexible (one day up to multi-year) • aggregation to daily, monthly, yearly • outputs GTI, PVOUT, losses,… • calculated uncertainty
  • 9. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [9] Simulations:  tilted model (Perez inclined diffuse irradiance)  terrain shading (SRTM3 mission, Ruiz-Arias)  angular reflection (Martín Riuz angular losses)  electric performance of PV modules (variant of Sandia Array Performance model or, 1-diode PV array module based on PVPMC implementation)  Self-shading or inter-row shading (shading fraction based on simplified raytracing)  inverter conversion losses (efficiency curve or euro efficiency provided by the inverter manufacturer, or Sandia Performance Model for Grid-Connected Photovoltaic Inverters) Estimates:  pollution and snow (estimates based on the local climate knowledge)  mismatch, cables, interconnections (estimates in the case of lack of cabling details, otherwise calculation of cables Ohmic losses)  transformer (estimates only based on manufacturers specification) Production data:  technical availability of PV Power Plant (loses due to downtime and maintenance) PV simulation
  • 10. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [10] Simulated PV production uncertainty • Dynamically calculated • seasonal effects • satellite mission specific features • sat. geometry, solar geometry , short- term variability … • system components hourly daily monthly
  • 11. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [11] SolarGIS data Historical Recent Forecasts Yield assessment × Performance assessment × × Monitoring × × Power plant operation × × Grid management × pvSpot application areas pvSpot PV simulations
  • 12. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [12] Modes of operation Interactive - web-based online application http://solargis.info/pvspot - easy-to-use user interface - real production data input Non-interactive - computer-to-computer data exchange - web-services, FTP access
  • 13. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [13] pvSpot interactive - workflow 1. Site selection 2. PV system definition 3. PV simulation - long-term averages - recent data (system startup – yesterday, daily updated) 4. Real production input 5. Data analysis, reporting,…
  • 14. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [14] pvSpot interactive – long term vs. specific year production Cologne, Germany 5.0 kWp, crystalline silicon (c-Si), fixed mounting - one angle, tilt: 30°azimuth: 180° 2014 2015 production long-term production in 2015
  • 15. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [15] pvSpot interactive – real vs. simulated production
  • 16. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [16] • mass processing (1 - 1000+ systems) • forecasts • regular delivery (FTP) • 2 times a day forecasts • Operational daily (monitoring) • Monthly (re-analysis, performance analysis) • more detailed data request parametrization • flexible data aggregation (15-min up to monthly summaries) pvSpot web-service and FTP access
  • 17. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [17] pvSpot – examples of PV production analysis
  • 18. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [18] Example of good match between measured and modelled data Example of utility scale PV plant simulation using high frequency 15 minute satellite data in Central Europe
  • 19. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [19] Instant detection of major performance issues PV inverter output power limitation Example of utility scale PV plant simulation using high frequency 15 minute satellite data in Central Europe
  • 20. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [20] Wrong description of power plant design parameters too small row spacing resulting in increased shading losses in winter-time Example of utility scale PV plant simulation using high frequency 15 minute satellite data in Central Europe
  • 21. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [21] Partial failure – strings failure Example of utility scale PV plant simulation using high frequency 15 minute satellite data in Central Europe
  • 22. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [22] Example of utility scale PV plant simulation using high frequency 15 minute satellite data in Central Europe Power production loss due to snow event in winter-time
  • 23. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [23] Conclusions SolarGIS pvSpot • integrated SolarGIS database with simulation tools • continuously updated (recent and forecasts) Harmonized and consistent data for • monitoring • performance assessment • PV portfolio evaluation
  • 24. 4th PV Performance Modelling and Monitoring Workshop, Cologne, Germany, 22-23 October 2015 [24] Thank you! GeoModel Solar, Slovakia contact@geomodel.eu http://solargis.info http://gemodelsolar.eu