Skip to content

Broadband

PVGIS can estimate the photovoltaic power over a time series or an arbitrarily aggregated energy production of a PV system based on broadband irradiance, ambient temperature and wind speed.

Example

pvgis power broadband \
    8.627626 45.81223 200 \
    --start-time '2000-01-01' \
    --end-time '2000-01-02'
0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,326.067,538.35,672.857,737.567,735.801,667.545,529.254,312.821,0.0,0.0,0.0,0.0,0.0,0.0,0
.0,0.0,0.0

Verbosity levels

The command above returned the PV power output at hourly frequency for the requested period of time. Eventually we want to know more about the calculated figures. We can ask for more details via the verbosity flag -v :

On the structure of the command

To improve readability, many example commands are broken in multiple lines. Each line, except of the last one, is suffixed with the \ (back-slash) character. This allows to continue a command in the next line. Copy-pasting such commands from here and to a terminal is safe!

pvgis power broadband \
    8.627626 45.81223 200 \
    --start-time '2000-01-01' \
    --end-time '2000-01-02' \
    -v
                                         PV Power series [W]                                         

  Time                  ⌁ Power    Technology               Incidence Definition          Frequency  
 ─────────────────────────────────────────────────────────────────────────────────────────────────── 
  2000-01-01 00:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 01:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 02:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 03:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 04:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 05:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 06:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 07:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 08:00:00   326.067    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 09:00:00   538.35     cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 10:00:00   672.857    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 11:00:00   737.567    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 12:00:00   735.801    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 13:00:00   667.545    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 14:00:00   529.254    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 15:00:00   312.821    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 16:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 17:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 18:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 19:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 20:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 21:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 22:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 23:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-02 00:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          

  ⅀ / μ                 4520.262                                                                     

╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Angular units ㎭ radians                                                                                             │
│ Location  Longitude, Latitude = 0.151, 0.8                                                                           │
│ Position  Surface Orientation: 3.142, Surface Tilt: 0.785                                                            │
│ Definitions  Azimuth origin : North, Zone : UTC, Sun-Horizon Positions: Above, Low angle, Below, Shading states:     │
│ Sunlit, Potentially-sunlit, In-shade,                                                                                │
│ Algorithms  Power model: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal,                            │
│ Constants Solar constant : 1360.8, Perigee : 0.048869, Eccentricity : 0.03344                                        │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯
╭──────────────────────╮                                                                                                
│  ⌁  Power            │                                                                                                
│  ⅀  N-ary Summation  │                                                                                                
│  μ  Mean             │                                                                                                
│                      │                                                                                                
│                      │                                                                                                
│                      │                                                                                                
╰───────────── Legend ─╯                                                                                                

In fact, we can ask for more by adding more vs, i.e. -vv as in

pvgis power broadband \
    8.627626 45.81223 200 \
    --start-time '2000-01-01' \
    --end-time '2000-01-02' \
    -vv
                                   PV Power series [W] (1/2)                                    

  Time                  ⌁ Power    Technology               ⌁ Power without Loss   ☂  In shade  
 ────────────────────────────────────────────────────────────────────────────────────────────── 
  2000-01-01 00:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 01:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 02:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 03:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 04:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 05:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 06:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 07:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 08:00:00   326.067    cSi:Free standing 2025   379.148                False        
  2000-01-01 09:00:00   538.35     cSi:Free standing 2025   625.988                False        
  2000-01-01 10:00:00   672.857    cSi:Free standing 2025   782.392                False        
  2000-01-01 11:00:00   737.567    cSi:Free standing 2025   857.636                False        
  2000-01-01 12:00:00   735.801    cSi:Free standing 2025   855.583                False        
  2000-01-01 13:00:00   667.545    cSi:Free standing 2025   776.215                False        
  2000-01-01 14:00:00   529.254    cSi:Free standing 2025   615.411                False        
  2000-01-01 15:00:00   312.821    cSi:Free standing 2025   363.746                False        
  2000-01-01 16:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 17:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 18:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 19:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 20:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 21:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 22:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-01 23:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2000-01-02 00:00:00   0.0        cSi:Free standing 2025   0.0                    True         

  ⅀ / μ                 4520.262                            5256.119                            

                                 PV Power series [W] (2/2)                                  

  Time                  ☉ ⛰ Sun-Horizon Position   Incidence Definition          Frequency  
 ────────────────────────────────────────────────────────────────────────────────────────── 
  2000-01-01 00:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 01:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 02:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 03:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 04:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 05:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 06:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 07:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 08:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 09:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 10:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 11:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 12:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 13:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 14:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 15:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 16:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 17:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 18:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 19:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 20:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 21:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 22:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-01 23:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2000-01-02 00:00:00   Below                      Sun-Vector-to-Surface-Plane   h          

  ⅀ / μ                                                                                     

╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Angular units ㎭ radians                                                                                             │
│ Location  Longitude, Latitude = 0.151, 0.8                                                                           │
│ Position  Surface Orientation: 3.142, Surface Tilt: 0.785                                                            │
│ Definitions  Azimuth origin : North, Zone : UTC, Sun-Horizon Positions: Above, Low angle, Below, Shading states:     │
│ Sunlit, Potentially-sunlit, In-shade,                                                                                │
│ Algorithms  Power model: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal,                            │
│ Constants Solar constant : 1360.8, Perigee : 0.048869, Eccentricity : 0.03344                                        │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯
╭───────────────────────────────╮                                                                                       
│  ⌁  Power            μ  Mean  │                                                                                       
│  ☂  In shade                  │                                                                                       
│  ☉  Sun                       │                                                                                       
│  ⛰  Horizon                   │                                                                                       
│  -  Loss                      │                                                                                       
│  ⅀  N-ary Summation           │                                                                                       
╰────────────────────── Legend ─╯                                                                                       

or even more via -vvv, -vvvv and so on.

On the number of verbosity levels

The number of available detail levels is not the same for all commands in PVGIS. Change the number of -v to reveal per command more information. Read more about --verbose in this section.

Statistics

We can also ask from PVGIS to generate a statistical overview. Following, we repeat the same calculations however extented over a year's period, like so :

pvgis power broadband 8.627626 45.81223 200 --start-time '2000-01-01' --end-time '2000-01-02' --statistics -v
                                         PV Power series [W]                                         

  Time                  ⌁ Power    Technology               Incidence Definition          Frequency  
 ─────────────────────────────────────────────────────────────────────────────────────────────────── 
  2000-01-01 00:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 01:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 02:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 03:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 04:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 05:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 06:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 07:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 08:00:00   326.067    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 09:00:00   538.35     cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 10:00:00   672.857    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 11:00:00   737.567    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 12:00:00   735.801    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 13:00:00   667.545    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 14:00:00   529.254    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 15:00:00   312.821    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 16:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 17:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 18:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 19:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 20:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 21:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 22:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 23:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-02 00:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          

  ⅀ / μ                 4520.262                                                                     

╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Angular units ㎭ radians                                                                                             │
│ Location  Longitude, Latitude = 0.151, 0.8                                                                           │
│ Position  Surface Orientation: 3.142, Surface Tilt: 0.785                                                            │
│ Definitions  Azimuth origin : North, Zone : UTC, Sun-Horizon Positions: Above, Low angle, Below, Shading states:     │
│ Sunlit, Potentially-sunlit, In-shade,                                                                                │
│ Algorithms  Power model: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal,                            │
│ Constants Solar constant : 1360.8, Perigee : 0.048869, Eccentricity : 0.03344                                        │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯
╭──────────────────────╮                                                                                                
│  ⌁  Power            │                                                                                                
│  ⅀  N-ary Summation  │                                                                                                
│  μ  Mean             │                                                                                                
│                      │                                                                                                
│                      │                                                                                                
│                      │                                                                                                
╰───────────── Legend ─╯                                                                                                
╭─────────────────────── Statistics ───────────────────────╮
│                         PV Power                         │
│                                                          │
│            Statistic   Value                             │
│  ──────────────────────────────────────────────────────  │
│                Start   2000-01-01T00:00:00.000000        │
│                  End   2000-01-02T00:00:00.000000        │
│                Count   25                                │
│                                                          │
│              Minimum   0.0                          W    │
│                 Mean   180.811                      W    │
│              Maximum   737.567                      W    │
│                  Sum   4.52                         kW   │
│      Percentile 25th   0.0                               │
│               Median   0.0                          W    │
│                 Mode   0.0                          W    │
│             Variance   77.622                       kW   │
│   Standard Deviation   278.608                      W    │
│      Time of Minimum   2000-01-01T00:00:00.000000        │
│     Index of Minimum   0                                 │
│      Time of Maximum   2000-01-01T11:00:00.000000        │
│     Index of Maximum   11                                │
│                                                          │
│      Time of Minimum   2000-01-01T00:00:00.000000        │
│     Index of Minimum   0                                 │
│      Time of Maximum   2000-01-01T11:00:00.000000        │
│     Index of Maximum   11                                │
│                                                          │
╰──────────────────────────────────────────────────────────╯
Group by

We can do better and ask for a 2-hours aggregation :

pvgis power broadband \
    8.627626 45.81223 200 \
    --start-time '2000-01-01' \
    --end-time '2000-01-02' \
    --statistics \
    --groupby 2h \
    -v
                                         PV Power series [W]                                         

  Time                  ⌁ Power    Technology               Incidence Definition          Frequency  
 ─────────────────────────────────────────────────────────────────────────────────────────────────── 
  2000-01-01 00:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 01:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 02:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 03:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 04:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 05:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 06:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 07:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 08:00:00   326.067    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 09:00:00   538.35     cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 10:00:00   672.857    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 11:00:00   737.567    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 12:00:00   735.801    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 13:00:00   667.545    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 14:00:00   529.254    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 15:00:00   312.821    cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 16:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 17:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 18:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 19:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 20:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 21:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 22:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-01 23:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          
  2000-01-02 00:00:00   0.0        cSi:Free standing 2025   Sun-Vector-to-Surface-Plane   h          

  ⅀ / μ                 4520.262                                                                     

╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Angular units ㎭ radians                                                                                             │
│ Location  Longitude, Latitude = 0.151, 0.8                                                                           │
│ Position  Surface Orientation: 3.142, Surface Tilt: 0.785                                                            │
│ Definitions  Azimuth origin : North, Zone : UTC, Sun-Horizon Positions: Above, Low angle, Below, Shading states:     │
│ Sunlit, Potentially-sunlit, In-shade,                                                                                │
│ Algorithms  Power model: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal,                            │
│ Constants Solar constant : 1360.8, Perigee : 0.048869, Eccentricity : 0.03344                                        │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯
╭──────────────────────╮                                                                                                
│  ⌁  Power            │                                                                                                
│  ⅀  N-ary Summation  │                                                                                                
│  μ  Mean             │                                                                                                
│                      │                                                                                                
│                      │                                                                                                
│                      │                                                                                                
╰───────────── Legend ─╯                                                                                                
╭───────────────────────────────────────────────────── Statistics ─────────────────────────────────────────────────────╮
│                                                       PV Power                                                       │
│                                                                                                                      │
│                      Statistic   Value                                                                               │
│  ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────  │
│                          Start   2000-01-01T00:00:00.000000                                                          │
│                            End   2000-01-02T00:00:00.000000                                                          │
│                          Count   25                                                                                  │
│                                                                                                                      │
│                        Minimum   0.0                                                                            W    │
│                           Mean   180.811                                                                        W    │
│                        Maximum   737.567                                                                        W    │
│                            Sum   4.52                                                                           kW   │
│                Percentile 25th   0.0                                                                                 │
│                         Median   0.0                                                                            W    │
│                           Mode   0.0                                                                            W    │
│                       Variance   77.622                                                                         kW   │
│             Standard Deviation   278.608                                                                        W    │
│                Time of Minimum   2000-01-01T00:00:00.000000                                                          │
│               Index of Minimum   0                                                                                   │
│                Time of Maximum   2000-01-01T11:00:00.000000                                                          │
│               Index of Maximum   11                                                                                  │
│                  Hourly per 2h   0.0, 0.0, 0.0, 0.0, 432.208, 705.212, 701.673, 421.038, 0.0, 0.0, 0.0, 0.0,    W    │
│                                  0.0                                                                                 │
│   Hourly energy summary per 2h   0.0, 0.0, 0.0, 0.0, 0.864, 1.41, 1.403, 0.842, 0.0, 0.0, 0.0, 0.0, 0.0         kW   │
│                                                                                                                      │
│                Time of Minimum   2000-01-01T00:00:00.000000                                                          │
│               Index of Minimum   0                                                                                   │
│                Time of Maximum   2000-01-01T11:00:00.000000                                                          │
│               Index of Maximum   11                                                                                  │
│                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Plots in the command line

pvgis power broadband \
    8.627626 45.81223 200 177 43 \
    --start-time '2005-06-01' \
    --end-time '2005-06-02' \
    -aou degrees \
    --uniplot \
    -vvv
                                    PV Power series [W] (1/3)                                     

  Time                  ⌁ Power    Technology               ⌁ Power without Loss   % Efficiency  
 ──────────────────────────────────────────────────────────────────────────────────────────────── 
  2005-06-01 00:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 01:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 02:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 03:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 04:00:00   0.167      cSi:Free standing 2025   0.194                  0.254          
  2005-06-01 05:00:00   13.726     cSi:Free standing 2025   15.96                  0.809          
  2005-06-01 06:00:00   140.992    cSi:Free standing 2025   163.944                0.974          
  2005-06-01 07:00:00   373.724    cSi:Free standing 2025   434.563                0.978          
  2005-06-01 08:00:00   572.22     cSi:Free standing 2025   665.372                0.956          
  2005-06-01 09:00:00   718.649    cSi:Free standing 2025   835.639                0.933          
  2005-06-01 10:00:00   811.517    cSi:Free standing 2025   943.624                0.918          
  2005-06-01 11:00:00   851.296    cSi:Free standing 2025   989.879                0.911          
  2005-06-01 12:00:00   838.6      cSi:Free standing 2025   975.116                0.913          
  2005-06-01 13:00:00   773.231    cSi:Free standing 2025   899.106                0.924          
  2005-06-01 14:00:00   654.643    cSi:Free standing 2025   761.213                0.944          
  2005-06-01 15:00:00   482.699    cSi:Free standing 2025   561.278                0.967          
  2005-06-01 16:00:00   261.86     cSi:Free standing 2025   304.488                0.984          
  2005-06-01 17:00:00   45.428     cSi:Free standing 2025   52.823                 0.914          
  2005-06-01 18:00:00   12.281     cSi:Free standing 2025   14.28                  0.798          
  2005-06-01 19:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 20:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 21:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 22:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-01 23:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          
  2005-06-02 00:00:00   0.0        cSi:Free standing 2025   0.0                    1.033          

  ⅀ / μ                 6551.032                            7617.48                0.94           

                              PV Power series [W] (2/3)                               

  Time                  % System Efficiency   ☂  In shade   ☉ ⛰ Sun-Horizon Position  
 ──────────────────────────────────────────────────────────────────────────────────── 
  2005-06-01 00:00:00   0.86                  True          Below                     
  2005-06-01 01:00:00   0.86                  True          Below                     
  2005-06-01 02:00:00   0.86                  True          Below                     
  2005-06-01 03:00:00   0.86                  True          Below                     
  2005-06-01 04:00:00   0.86                  False         Above                     
  2005-06-01 05:00:00   0.86                  False         Above                     
  2005-06-01 06:00:00   0.86                  False         Above                     
  2005-06-01 07:00:00   0.86                  False         Above                     
  2005-06-01 08:00:00   0.86                  False         Above                     
  2005-06-01 09:00:00   0.86                  False         Above                     
  2005-06-01 10:00:00   0.86                  False         Above                     
  2005-06-01 11:00:00   0.86                  False         Above                     
  2005-06-01 12:00:00   0.86                  False         Above                     
  2005-06-01 13:00:00   0.86                  False         Above                     
  2005-06-01 14:00:00   0.86                  False         Above                     
  2005-06-01 15:00:00   0.86                  False         Above                     
  2005-06-01 16:00:00   0.86                  False         Above                     
  2005-06-01 17:00:00   0.86                  False         Above                     
  2005-06-01 18:00:00   0.86                  False         Above                     
  2005-06-01 19:00:00   0.86                  False         Low angle                 
  2005-06-01 20:00:00   0.86                  True          Below                     
  2005-06-01 21:00:00   0.86                  True          Below                     
  2005-06-01 22:00:00   0.86                  True          Below                     
  2005-06-01 23:00:00   0.86                  True          Below                     
  2005-06-02 00:00:00   0.86                  True          Below                     

  ⅀ / μ                 0.86                                                          

                    PV Power series [W] (3/3)                    

  Time                  Incidence Definition          Frequency  
 ─────────────────────────────────────────────────────────────── 
  2005-06-01 00:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 01:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 02:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 03:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 04:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 05:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 06:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 07:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 08:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 09:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 10:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 11:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 12:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 13:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 14:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 15:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 16:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 17:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 18:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 19:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 20:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 21:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 22:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-01 23:00:00   Sun-Vector-to-Surface-Plane   h          
  2005-06-02 00:00:00   Sun-Vector-to-Surface-Plane   h          

  ⅀ / μ                                                          

╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Angular units ° degrees                                                                                              │
│ Location  Longitude, Latitude = 8.628, 45.812                                                                        │
│ Position  Surface Orientation: 177.0, Surface Tilt: 43.0                                                             │
│ Definitions  Azimuth origin : North, Zone : UTC, Sun-Horizon Positions: Above, Low angle, Below, Shading states:     │
│ Sunlit, Potentially-sunlit, In-shade,                                                                                │
│ Algorithms  Power model: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal,                            │
│ Constants Solar constant : 1360.8, Perigee : 0.048869, Eccentricity : 0.03344                                        │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯
╭──────────────────────────────────────╮                                                                                
│  ⌁   Power       ⅀  N-ary Summation  │                                                                                
│  %  Percentage  μ  Mean             │                                                                                
│  ☂   In shade                        │                                                                                
│  ☉   Sun                             │                                                                                
│  ⛰   Horizon                         │                                                                                
│  -   Loss                            │                                                                                
╰───────────────────────────── Legend ─╯                                                                                
Uniplot
                       PV Power observed from (longitude, latitude) 8.627626, 45.81223
┌────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
│                                             ▗▄▄▀▀▀▀▀▀▄▖                                                    │
│                                          ▗▄▀▘         ▝▀▚▄                                                 │
│                                        ▗▞▘                ▀▄                                               │
│                                      ▗▞▘                    ▀▄                                             │
│                                     ▄▘                       ▝▚                                            │
│                                   ▗▞                           ▀▖                                          │
│                                  ▗▘                             ▝▄                                         │
│                                 ▗▘                                ▚                                        │ 500 W
│                                ▄▘                                  ▚                                       │
│                               ▟                                     ▚                                      │
│                              ▞                                       ▚                                     │
│                             ▞                                         ▚                                    │
│                            ▞                                           ▀▖                                  │
│                           ▞                                             ▝▖                                 │
│                         ▗▞▘                                              ▝▖                                │
│                       ▗▞▘                                                 ▝▄▖                              │
│▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▀▘▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▝▀▀▀▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄│ 0 W
└────────────────────────────────────────────────────────────────────────────────────────────────────────────┘
2005-06-01          2005-06-01T06:00           2005-06-01T12:00          2005-06-01T18:00              2005-06-02
                                            ██ Photovoltaic Power

Reading from external solar irradiance time series

pvgis power broadband \
    8.627626 45.81223 200 166 35 \
    --start-time '2014-06-01' \
    --end-time '2014-06-02' \
    -aou degrees \
    --global-horizontal-irradiance data/sample_sarah3_sis_over_esti.nc \
    --direct-horizontal-irradiance data/sample_sarah3_sid_over_esti.nc \
    --neighbor-lookup nearest \
    -vv \
    --uniplot \
    --terminal-width-fraction 0.46
                                   PV Power series [W] (1/2)                                    

  Time                  ⌁ Power    Technology               ⌁ Power without Loss   ☂  In shade  
 ────────────────────────────────────────────────────────────────────────────────────────────── 
  2014-06-01 00:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 01:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 02:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 03:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 04:00:00   10.61      cSi:Free standing 2025   12.337                 False        
  2014-06-01 05:00:00   75.037     cSi:Free standing 2025   87.252                 False        
  2014-06-01 06:00:00   186.55     cSi:Free standing 2025   216.919                False        
  2014-06-01 07:00:00   436.179    cSi:Free standing 2025   507.185                False        
  2014-06-01 08:00:00   600.772    cSi:Free standing 2025   698.572                False        
  2014-06-01 09:00:00   623.733    cSi:Free standing 2025   725.27                 False        
  2014-06-01 10:00:00   778.481    cSi:Free standing 2025   905.211                False        
  2014-06-01 11:00:00   775.839    cSi:Free standing 2025   902.138                False        
  2014-06-01 12:00:00   738.562    cSi:Free standing 2025   858.794                False        
  2014-06-01 13:00:00   659.347    cSi:Free standing 2025   766.683                False        
  2014-06-01 14:00:00   485.779    cSi:Free standing 2025   564.86                 False        
  2014-06-01 15:00:00   371.809    cSi:Free standing 2025   432.336                False        
  2014-06-01 16:00:00   203.336    cSi:Free standing 2025   236.438                False        
  2014-06-01 17:00:00   64.512     cSi:Free standing 2025   75.014                 False        
  2014-06-01 18:00:00   29.658     cSi:Free standing 2025   34.486                 False        
  2014-06-01 19:00:00   0.0        cSi:Free standing 2025   0.0                    False        
  2014-06-01 20:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 21:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 22:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-01 23:00:00   0.0        cSi:Free standing 2025   0.0                    True         
  2014-06-02 00:00:00   0.0        cSi:Free standing 2025   0.0                    True         

  ⅀ / μ                 6040.206                            7023.496                            

                                 PV Power series [W] (2/2)                                  

  Time                  ☉ ⛰ Sun-Horizon Position   Incidence Definition          Frequency  
 ────────────────────────────────────────────────────────────────────────────────────────── 
  2014-06-01 00:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 01:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 02:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 03:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 04:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 05:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 06:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 07:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 08:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 09:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 10:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 11:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 12:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 13:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 14:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 15:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 16:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 17:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 18:00:00   Above                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 19:00:00   Low angle                  Sun-Vector-to-Surface-Plane   h          
  2014-06-01 20:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 21:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 22:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-01 23:00:00   Below                      Sun-Vector-to-Surface-Plane   h          
  2014-06-02 00:00:00   Below                      Sun-Vector-to-Surface-Plane   h          

  ⅀ / μ                                                                                     

╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Angular units ° degrees                                                                                              │
│ Location  Longitude, Latitude = 8.628, 45.812                                                                        │
│ Position  Surface Orientation: 166.0, Surface Tilt: 35.0                                                             │
│ Definitions  Azimuth origin : North, Zone : UTC, Sun-Horizon Positions: Above, Low angle, Below, Shading states:     │
│ Sunlit, Potentially-sunlit, In-shade,                                                                                │
│ Algorithms  Power model: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal,                            │
│ Constants Solar constant : 1360.8, Perigee : 0.048869, Eccentricity : 0.03344                                        │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯
╭───────────────────────────────╮                                                                                       
│  ⌁  Power            μ  Mean  │                                                                                       
│  ☂  In shade                  │                                                                                       
│  ☉  Sun                       │                                                                                       
│  ⛰  Horizon                   │                                                                                       
│  -  Loss                      │                                                                                       
│  ⅀  N-ary Summation           │                                                                                       
╰────────────────────── Legend ─╯                                                                                       
Uniplot
PV Power observed from (longitude, latitude) 8.627626, 45.81223
┌───────────────────────────────────────────────────────┐
│                      ▐▀▀▚▄                            │
│                     ▗▘    ▀▖                          │
│                     ▞      ▝▚                         │
│                  ▗▄▟         ▌                        │
│                 ▗▘           ▐                        │
│                 ▞             ▚                       │
│                ▐              ▝▌                      │ 500 W
│                ▌               ▝▖                     │
│               ▐                 ▝▖                    │
│               ▌                  ▐                    │
│              ▐                    ▌                   │
│              ▞                    ▝▖                  │
│             ▗▘                     ▜                  │
│            ▗▘                       ▚                 │
│            ▌                        ▝▖                │
│          ▄▀                          ▝▄▄              │
│▄▄▄▄▄▄▄▄▄▞▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▀▚▄▄▄▄▄▄▄▄▄▄▄▄│ 0 W
└───────────────────────────────────────────────────────┘
2014-06-01          2014-06-01T12:00              2014-06-02
                  ██ Photovoltaic Power

Analysis of performance

pvgis performance broadband \
    8.628 45.812 214 180 0.1 \
    --start-time '2014-01-01' \
    --end-time '2014-12-31' \
    --global-horizontal-irradiance data/sample_sarah3_sis_over_esti.nc \
    --direct-horizontal-irradiance data/sample_sarah3_sid_over_esti.nc \
    --spectral-factor-series data/sample_spectral_effect_cSi_over_esti.nc \
    --temperature-series data/sample_era5landplus_t2m_over_esti.nc \
    --wind-speed-series data/sample_era5landplus_wind_speed_2m_over_esti.nc \
    --analysis
╭───────────────────────────────────────────────────────────────────────────────╮
│  ϕ Latitude  ϑ Longitude  🏔 Elevation  ↻ Surface Orientation  ∡ Surface Tilt  │
│    45.812       8.628        214.0             180.0               0.1        │
╰─────────────────────────────────────────────────────────────── Solar Surface ─╯



╭─────────────────────────────────────────────────────────────╮                  
│  ⏳ Start Time     ⏱ Frequency  ⌛ End Time       Timezone  │                  
│  2014-01-01 00:00  Hourly       2014-12-31 00:00  UTC       │                  
╰─────────────────────────────────────────────────────────────╯                  



╭───────────────────────────────────────────────────────────────────────────────╮
│  Si Technology  Peak Power  module_type  Mount Type                           │
│            cSi   1.0 kWp    Mono-Facial  Free standing 2025                   │
╰─────────────────────────────────────────────────────────────────── PV Module ─╯
╭────────────────────────────────────────────── Analysis of Performance ───────────────────────────────────────────────╮
│                                                                                                                      │
│                                                                       Monthly                                        │
│   Quantity                         Total   Unit         %   of         Sums      Mean   Unit     Variabi…   Source   │
│  ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────  │
│   In-Plane Irradiance             1315.4   kWh/m²                     ▁▂▅▆██…   150.7   Wh/m²                        │
│                                                                                                                      │
│   Reflectivity                     -39.0   kWh/m²    -3.0   In-Pla…   ▇█▁▅▄▆…    -4.5   Wh/m²         7.5            │
│                                                             Irradi…                                                  │
│   Irradiance After Reflectivity   1276.4   kWh/m²                               146.2   kWh/m²                       │
│                                                                                                                      │
│   Spectral effect                  +12.1   kWh/m²    +0.9   In-Pla…   ▄▄▇▆▆▃…     1.4                 2.1            │
│                                                             Irradi…                                                  │
│   Effective Irradiance            1288.5   kWh/m²                               147.6   Wh/m²                        │
│                                                                                                                      │
│   Temperature & Low Irradiance     -66.4   kWh/m²    -5.2   Effect…              -8.1   Wh/m²                        │
│                                                             Irradi…                                                  │
│   ⌁ Power without Loss            1222.1   kW                         ▁▂▅▆██…   139.5   W           195.3            │
│                                                                                                                      │
│   System Loss                     -171.1   kW       -14.0   ⌁ Power             -19.5   W                            │
│                                                             without                                                  │
│                                                             Loss                                                     │
│   Power ⌁                         1051.0   kW                         ▁▂▅▆██…   120.0   W           168.0            │
│                                                                                                                      │
│   Energy 🔌                       1051.0   kWh                                   87.6   kWh                          │
│   Net Effect                      -264.4   kWh/m²   -20.1   In-Pla…             -30.7   Wh/m²                        │
│                                                             Irradi…                                                  │
│                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

--analysis silences the time series output

When asking for the analysis of performance, the --quiet flag is automatically set.