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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-prototype power broadband \
    8.627626 45.81223 200 \
    --start-time '2000-01-01' \
    --end-time '2000-01-02'
0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,316.657,520.531,647.911,708.517,706.869,642.914,511.858,303.85,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0

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

  Time                  Power ⌁   
 ──────────────────────────────── 
  2000-01-01 00:00:00   0.0       
  2000-01-01 01:00:00   0.0       
  2000-01-01 02:00:00   0.0       
  2000-01-01 03:00:00   0.0       
  2000-01-01 04:00:00   0.0       
  2000-01-01 05:00:00   0.0       
  2000-01-01 06:00:00   0.0       
  2000-01-01 07:00:00   0.0       
  2000-01-01 08:00:00   316.657   
  2000-01-01 09:00:00   520.531   
  2000-01-01 10:00:00   647.911   
  2000-01-01 11:00:00   708.517   
  2000-01-01 12:00:00   706.869   
  2000-01-01 13:00:00   642.914   
  2000-01-01 14:00:00   511.858   
  2000-01-01 15:00:00   303.85    
  2000-01-01 16:00:00   0.0       
  2000-01-01 17:00:00   0.0       
  2000-01-01 18:00:00   0.0       
  2000-01-01 19:00:00   0.0       
  2000-01-01 20:00:00   0.0       
  2000-01-01 21:00:00   0.0       
  2000-01-01 22:00:00   0.0       
  2000-01-01 23:00:00   0.0       
  2000-01-02 00:00:00   0.0       

  ⅀ / μ                 4359.108  

╭───────────────────────────────────────────────────────────────────────────────────────╮ ╭──────────────────────────────────────╮
│ Location  Longitude ϑ, Latitude ϕ = 0.151, 0.8, Elevation: 200.0 m                    │ │  ⌁  Power        ⦥  Tilt             │
│ Position  Surface Orientation ↻: 3.142, Surface Tilt ⦥: 0.785   Angular units radians │ │  ⏲  Timing       ⭸  Incidence        │
│ Definitions  UTC, Incidence angle: Sun-Vector-to-Surface-Plane,                       │ │  ⯐  Positioning  ⅀  N-ary Summation  │
│ Algorithms  Timing : NOAA, Positioning : NOAA, Incidence : Iqbal                      │ │  ↻  Orientation  μ  Mean             │
╰─────────────────────────────────────────────────────────────────────────── Reference ─╯ ╰───────────────────────────── Legend ─╯

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

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

  Time                  Power ⌁    Power ⌁ without Loss   Sun-Horizon ⛰   Shading state 🮞   In-shade 🮞   Horizon ⛰   Visible 👁  
 ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── 
  2000-01-01 00:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 01:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 02:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 03:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 04:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 05:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 06:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 07:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 08:00:00   316.657    368.205                Above           Sunlit            False        0.0         True       
  2000-01-01 09:00:00   520.531    605.268                Above           Sunlit            False        0.0         True       
  2000-01-01 10:00:00   647.911    753.385                Above           Sunlit            False        0.0         True       
  2000-01-01 11:00:00   708.517    823.857                Above           Sunlit            False        0.0         True       
  2000-01-01 12:00:00   706.869    821.941                Above           Sunlit            False        0.0         True       
  2000-01-01 13:00:00   642.914    747.575                Above           Sunlit            False        0.0         True       
  2000-01-01 14:00:00   511.858    595.184                Above           Sunlit            False        0.0         True       
  2000-01-01 15:00:00   303.85     353.314                Above           Sunlit            False        0.0         True       
  2000-01-01 16:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 17:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 18:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 19:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 20:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 21:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 22:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-01 23:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      
  2000-01-02 00:00:00   0.0        0.0                    Below           In-shade          True         0.0         False      

  ⅀ / μ                 4359.108   5068.73                                                                                      

╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮ ╭──────────────────────────────────────────────────────╮
│ Location  Longitude ϑ, Latitude ϕ = 0.151, 0.8, Elevation: 200.0 m                                              │ │  ⌁  Power        ⛰  Horizon      👁  Visible          │
│ Position  Surface Orientation ↻: 3.142, Surface Tilt ⦥: 0.785   Angular units radians                           │ │  -  Loss         ↻  Orientation  🮞  Shading          │
│ Definitions  UTC, Incidence angle: Sun-Vector-to-Surface-Plane, Sun-to-Horizon: ['Below', 'Low angle', 'Above'] │ │  ⏲  Timing       ⦥  Tilt         ⅀  N-ary Summation  │
│ Algorithms  Timing : NOAA, Positioning : NOAA, Incidence : Iqbal, Shading : PVGIS, Shading states : ['all']     │ │  ⯐  Positioning  ⭸  Incidence    μ  Mean             │
╰───────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯ ╰───────────────────────────────────────────── 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. At the moment, it takes for some exploration to discover what useful information each commad can reveal!

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

  Time                  Power ⌁   
 ──────────────────────────────── 
  2000-01-01 00:00:00   0.0       
  2000-01-01 01:00:00   0.0       
  2000-01-01 02:00:00   0.0       
  2000-01-01 03:00:00   0.0       
  2000-01-01 04:00:00   0.0       
  2000-01-01 05:00:00   0.0       
  2000-01-01 06:00:00   0.0       
  2000-01-01 07:00:00   0.0       
  2000-01-01 08:00:00   316.657   
  2000-01-01 09:00:00   520.531   
  2000-01-01 10:00:00   647.911   
  2000-01-01 11:00:00   708.517   
  2000-01-01 12:00:00   706.869   
  2000-01-01 13:00:00   642.914   
  2000-01-01 14:00:00   511.858   
  2000-01-01 15:00:00   303.85    
  2000-01-01 16:00:00   0.0       
  2000-01-01 17:00:00   0.0       
  2000-01-01 18:00:00   0.0       
  2000-01-01 19:00:00   0.0       
  2000-01-01 20:00:00   0.0       
  2000-01-01 21:00:00   0.0       
  2000-01-01 22:00:00   0.0       
  2000-01-01 23:00:00   0.0       
  2000-01-02 00:00:00   0.0       

  ⅀ / μ                 4359.108  

╭───────────────────────────────────────────────────────────────────────────────────────╮ ╭──────────────────────────────────────╮
│ Location  Longitude ϑ, Latitude ϕ = 0.151, 0.8, Elevation: 200.0 m                    │ │  ⌁  Power        ⦥  Tilt             │
│ Position  Surface Orientation ↻: 3.142, Surface Tilt ⦥: 0.785   Angular units radians │ │  ⏲  Timing       ⭸  Incidence        │
│ Definitions  UTC, Incidence angle: Sun-Vector-to-Surface-Plane,                       │ │  ⯐  Positioning  ⅀  N-ary Summation  │
│ Algorithms  Timing : NOAA, Positioning : NOAA, Incidence : Iqbal                      │ │  ↻  Orientation  μ  Mean             │
╰─────────────────────────────────────────────────────────────────────────── Reference ─╯ ╰───────────────────────────── Legend ─╯
╭──────────────────── Statistics ────────────────────╮
│                       Power                        │
│                                                    │
│            Statistic   Value                       │
│  ────────────────────────────────────────────────  │
│                Start   946684800000000000          │
│                  End   946771200000000000          │
│                Count   25                          │
│                                                    │
│                  Min   0.0                         │
│                 Mean   174.364                     │
│                  Max   708.517                     │
│                  Sum   4359.107                    │
│      25th Percentile   0.0                         │
│               Median   0.0                         │
│                 Mode   0.0                         │
│             Variance   72010.492                   │
│   Standard deviation   268.348                     │
│          Time of Min   2000-01-01 00:00:00+00:00   │
│         Index of Min   0                           │
│          Time of Max   2000-01-01 11:00:00+00:00   │
│         Index of Max   11                          │
│                                                    │
│          Time of Min   2000-01-01 00:00:00+00:00   │
│         Index of Min   0                           │
│          Time of Max   2000-01-01 11:00:00+00:00   │
│         Index of Max   11                          │
│                                                    │
│                    Caption text                    │
╰────────────────────────────────────────────────────╯
Group by

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

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

  Time                  Power ⌁   
 ──────────────────────────────── 
  2000-01-01 00:00:00   0.0       
  2000-01-01 01:00:00   0.0       
  2000-01-01 02:00:00   0.0       
  2000-01-01 03:00:00   0.0       
  2000-01-01 04:00:00   0.0       
  2000-01-01 05:00:00   0.0       
  2000-01-01 06:00:00   0.0       
  2000-01-01 07:00:00   0.0       
  2000-01-01 08:00:00   316.657   
  2000-01-01 09:00:00   520.531   
  2000-01-01 10:00:00   647.911   
  2000-01-01 11:00:00   708.517   
  2000-01-01 12:00:00   706.869   
  2000-01-01 13:00:00   642.914   
  2000-01-01 14:00:00   511.858   
  2000-01-01 15:00:00   303.85    
  2000-01-01 16:00:00   0.0       
  2000-01-01 17:00:00   0.0       
  2000-01-01 18:00:00   0.0       
  2000-01-01 19:00:00   0.0       
  2000-01-01 20:00:00   0.0       
  2000-01-01 21:00:00   0.0       
  2000-01-01 22:00:00   0.0       
  2000-01-01 23:00:00   0.0       
  2000-01-02 00:00:00   0.0       

  ⅀ / μ                 4359.108  

╭───────────────────────────────────────────────────────────────────────────────────────╮ ╭──────────────────────────────────────╮
│ Location  Longitude ϑ, Latitude ϕ = 0.151, 0.8, Elevation: 200.0 m                    │ │  ⌁  Power        ⦥  Tilt             │
│ Position  Surface Orientation ↻: 3.142, Surface Tilt ⦥: 0.785   Angular units radians │ │  ⏲  Timing       ⭸  Incidence        │
│ Definitions  UTC, Incidence angle: Sun-Vector-to-Surface-Plane,                       │ │  ⯐  Positioning  ⅀  N-ary Summation  │
│ Algorithms  Timing : NOAA, Positioning : NOAA, Incidence : Iqbal                      │ │  ↻  Orientation  μ  Mean             │
╰─────────────────────────────────────────────────────────────────────────── Reference ─╯ ╰───────────────────────────── Legend ─╯
╭──────────────────── Statistics ────────────────────╮
│                       Power                        │
│                                                    │
│            Statistic   Value                       │
│  ────────────────────────────────────────────────  │
│                Start   946684800000000000          │
│                  End   946771200000000000          │
│                Count   25                          │
│                                                    │
│                  Min   0.0                         │
│                 Mean   174.364                     │
│                  Max   708.517                     │
│                  Sum   4359.107                    │
│      25th Percentile   0.0                         │
│               Median   0.0                         │
│                 Mode   0.0                         │
│             Variance   72010.492                   │
│   Standard deviation   268.348                     │
│          Time of Min   2000-01-01 00:00:00+00:00   │
│         Index of Min   0                           │
│          Time of Max   2000-01-01 11:00:00+00:00   │
│         Index of Max   11                          │
│   Sum of Group Means   2179.5538330078125          │
│                                                    │
│                                                    │
│          2h Period 1   0.0                         │
│          2h Period 2   0.0                         │
│          2h Period 3   0.0                         │
│          2h Period 4   0.0                         │
│          2h Period 5   418.594                     │
│          2h Period 6   678.214                     │
│          2h Period 7   674.892                     │
│          2h Period 8   407.854                     │
│          2h Period 9   0.0                         │
│         2h Period 10   0.0                         │
│         2h Period 11   0.0                         │
│         2h Period 12   0.0                         │
│         2h Period 13   0.0                         │
│          Time of Min   2000-01-01 00:00:00+00:00   │
│         Index of Min   0                           │
│          Time of Max   2000-01-01 11:00:00+00:00   │
│         Index of Max   11                          │
│                                                    │
│                    Caption text                    │
╰────────────────────────────────────────────────────╯

Plots in the command line

pvgis-prototype power broadband \
    8.627626 45.81223 200 177 43 \
    --start-time '2005-06-01' \
    --end-time '2005-06-02' \
    -aou degrees \
    --uniplot \
    -vvv
                                                                                                               Power series [W]                                                                                                                

                                   Power ⌁ without                                                           Refracted alt. ⦧                                                                                                                  
  Time                  Power ⌁    Loss                Efficiency ⋅   Extra Normal ⍖ ⦜   Linke Turbidity ⋅   ⦩                   Altitude ⦩   Azimuth 󱦥   Incidence ⭸   Sun-Horizon ⛰   Shading state 🮞    In-shade 🮞   Horizon ⛰   Visible 👁  
 ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── 
  2005-06-01 00:00:00   0.0        0.0                 1.0            1322.585           2.0                 -21.771             nan          0.164       0.0           Below           In-shade           True         0.0         False      
  2005-06-01 01:00:00   0.0        0.0                 1.0            1322.585           2.0                 -18.784             nan          0.416       0.0           Below           In-shade           True         0.0         False      
  2005-06-01 02:00:00   0.0        0.0                 1.0            1322.585           2.0                 -13.465             nan          0.65        0.0           Below           In-shade           True         0.0         False      
  2005-06-01 03:00:00   0.0        0.0                 1.0            1322.585           2.0                 -6.271              nan          0.861       0.0           Below           In-shade           True         0.0         False      
  2005-06-01 04:00:00   -1.417     -1.648              1.0            1322.585           2.0                 2.487               0.043        1.058       0.0           Above           Potentially-sun…   False        0.0         True       
  2005-06-01 05:00:00   13.175     15.32               0.777          1322.585           2.0                 11.794              0.206        1.232       0.0           Above           Sunlit             False        0.0         True       
  2005-06-01 06:00:00   137.1      159.419             0.947          1322.585           2.0                 21.872              0.382        1.406       0.203         Above           Sunlit             False        0.0         True       
  2005-06-01 07:00:00   362.663    421.701             0.949          1322.585           2.0                 32.271              0.563        1.587       0.444         Above           Sunlit             False        0.0         True       
  2005-06-01 08:00:00   552.764    642.749             0.923          1322.585           2.0                 42.634              0.744        1.792       0.682         Above           Sunlit             False        0.0         True       
  2005-06-01 09:00:00   690.85     803.314             0.897          1322.585           2.0                 52.453              0.915        2.048       0.91          Above           Sunlit             False        0.0         True       
  2005-06-01 10:00:00   777.12     903.627             0.879          1322.585           2.0                 60.769              1.061        2.405       1.111         Above           Sunlit             False        0.0         True       
  2005-06-01 11:00:00   813.693    946.154             0.87           1322.585           2.0                 65.685              1.146        2.917       1.232         Above           Sunlit             False        0.0         True       
  2005-06-01 12:00:00   802.046    932.612             0.873          1322.585           2.0                 64.976              1.134        3.501       1.186         Above           Sunlit             False        0.0         True       
  2005-06-01 13:00:00   741.696    862.437             0.887          1322.585           2.0                 59.039              1.03         3.975       1.014         Above           Sunlit             False        0.0         True       
  2005-06-01 14:00:00   630.766    733.449             0.909          1322.585           2.0                 50.245              0.877        4.303       0.796         Above           Sunlit             False        0.0         True       
  2005-06-01 15:00:00   467.371    543.455             0.936          1322.585           2.0                 40.242              0.702        4.544       0.562         Above           Sunlit             False        0.0         True       
  2005-06-01 16:00:00   254.507    295.938             0.956          1322.585           2.0                 29.841              0.521        4.741       0.322         Above           Sunlit             False        0.0         True       
  2005-06-01 17:00:00   44.028     51.195              0.886          1322.585           2.0                 19.496              0.34         4.919       0.079         Above           Sunlit             False        0.0         True       
  2005-06-01 18:00:00   11.773     13.689              0.765          1322.585           2.0                 9.557               0.167        5.093       0.0           Above           Sunlit             False        0.0         True       
  2005-06-01 19:00:00   0.0        0.0                 1.0            1322.585           2.0                 0.629               0.011        5.266       0.0           Low angle       Potentially-sun…   False        0.0         True       
  2005-06-01 20:00:00   0.0        0.0                 1.0            1322.585           2.0                 -8.03               nan          5.471       0.0           Below           In-shade           True         0.0         False      
  2005-06-01 21:00:00   0.0        0.0                 1.0            1322.585           2.0                 -14.804             nan          5.688       0.0           Below           In-shade           True         0.0         False      
  2005-06-01 22:00:00   0.0        0.0                 1.0            1322.585           2.0                 -19.594             nan          5.926       0.0           Below           In-shade           True         0.0         False      
  2005-06-01 23:00:00   0.0        0.0                 1.0            1322.585           2.0                 -21.959             nan          6.179       0.0           Below           In-shade           True         0.0         False      
  2005-06-02 00:00:00   0.0        0.0                 1.0            1322.166           2.0                 -21.635             nan          0.163       0.0           Below           In-shade           True         0.0         False      

  ⅀ / μ                 6298.134   7323.412            0.9381934      33064.21                                                                                                                                                                 

╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮ ╭───────────────────────────────────────────────────────╮
│ Location  Longitude ϑ, Latitude ϕ = 8.628, 45.812, Elevation: 200.0 m                                                                   │ │  ⌁  Power         ⯐  Positioning  ⅀  N-ary Summation  │
│ Position  Surface Orientation ↻: 3.089, Surface Tilt ⦥: 0.75   Angular units radians                                                    │ │  ⸾  Irradiance    ⛰  Horizon      μ  Mean             │
│ Module  Type: Mono-Facial, Technology: cSi, Mount: Free standing, Peak Power: 1.0 kWp                                                   │ │  -  Loss          ↻  Orientation                      │
│ Definitions  Azimuth origin : North, UTC, Incidence angle: Sun-Vector-to-Surface-Plane, Sun-to-Horizon: ['Low angle', 'Below', 'Above'] │ │  ⍖  Extra Normal  ⦥  Tilt                             │
│ Algorithms  Power model ⌁: Huld 2011, Timing : NOAA, Positioning : NOAA, Incidence : Iqbal, Shading : PVGIS, Shading states : ['all']   │ │  ⦜  Normal        ⭸  Incidence                        │
│ Radiation model ⸾ : Hofierka 2002, Irradiance units W                                                                                   │ │  ⏲  Timing        👁  Visible                          │
│ Equation : P(G₀, T₀) = G₀(P₀ₛₜ₃, m + k₁G₀) + k₂G₀)² + k₃T₀ + k₄T₀G₀ + k₅T₀G₀² + k₆T₀²                                                   │ │  ⦩  Altitude      🮞  Shading                          │
│ Constants Solar constant : 1367.0                                                                                                       │ │  󱦥  Azimuth       ⋅  Factor                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯ ╰────────────────────────────────────────────── Legend ─╯
Uniplot
       Power observed from (longitude, latitude) 8.627626, 45.81223
┌────────────────────────────────────────────────────────────────────────┐
│                              ▄▄▀▀▀▀▄                                   │
│                            ▗▀▘      ▀▚▖                                │ 750 W
│                           ▞▘          ▝▖                               │
│                         ▗▞             ▝▚                              │
│                        ▗▘                ▚                             │
│                       ▗▌                  ▚                            │
│                       ▞                    ▌                           │ 500 W
│                      ▞                     ▝▖                          │
│                     ▗▘                      ▐                          │
│                    ▗▘                        ▚                         │
│                    ▞                         ▝▖                        │
│                   ▐                           ▐▖                       │ 250 W
│                  ▗▘                            ▚                       │
│                  ▞                              ▌                      │
│                 ▞                               ▝▖                     │
│               ▗▞                                 ▚▖                    │
│▄▄▄▄▄▄▄▄▄▄▄▄▄▄▞▘▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▝▀▀▚▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄│ 0 W
└────────────────────────────────────────────────────────────────────────┘
2005-06-01                   2005-06-01T12:00                      2005-06-02
                    ██ ⌁ Simulated Photovoltaic Power

Reading from external solar irradiance time series

pvgis-prototype power broadband \
    8.627626 45.81223 200 166 35 \
    --start-time '2005-06-01'\
    --end-time '2005-06-02'\
    -aou degrees\
    --global-horizontal-irradiance sarah2_sis_over_esti_jrc.nc\
    --direct-horizontal-irradiance sarah2_sid_over_esti_jrc.nc\
    --neighbor-lookup nearest\
    -vv \
    --uniplot\
    --terminal-width-fraction 0.46
                                                         Power series [W]                                                          

  Time                  Power ⌁    Power ⌁ without Loss   Sun-Horizon ⛰   Shading state 🮞      In-shade 🮞   Horizon ⛰   Visible 👁  
 ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── 
  2005-06-01 00:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 01:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 02:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 03:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 04:00:00   0.0        0.0                    Above           Potentially-sunlit   False        0.0         True       
  2005-06-01 05:00:00   55.492     64.525                 Above           Sunlit               False        0.0         True       
  2005-06-01 06:00:00   80.732     93.874                 Above           Sunlit               False        0.0         True       
  2005-06-01 07:00:00   228.368    265.544                Above           Sunlit               False        0.0         True       
  2005-06-01 08:00:00   230.805    268.378                Above           Sunlit               False        0.0         True       
  2005-06-01 09:00:00   346.619    403.046                Above           Sunlit               False        0.0         True       
  2005-06-01 10:00:00   348.955    405.761                Above           Sunlit               False        0.0         True       
  2005-06-01 11:00:00   727.579    846.022                Above           Sunlit               False        0.0         True       
  2005-06-01 12:00:00   705.562    820.421                Above           Sunlit               False        0.0         True       
  2005-06-01 13:00:00   613.404    713.261                Above           Sunlit               False        0.0         True       
  2005-06-01 14:00:00   479.856    557.972                Above           Sunlit               False        0.0         True       
  2005-06-01 15:00:00   369.152    429.247                Above           Sunlit               False        0.0         True       
  2005-06-01 16:00:00   217.223    252.585                Above           Sunlit               False        0.0         True       
  2005-06-01 17:00:00   71.11      82.685                 Above           Sunlit               False        0.0         True       
  2005-06-01 18:00:00   45.27      52.64                  Above           Sunlit               False        0.0         True       
  2005-06-01 19:00:00   0.0        0.0                    Low angle       Potentially-sunlit   False        0.0         True       
  2005-06-01 20:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 21:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 22:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-01 23:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      
  2005-06-02 00:00:00   0.0        0.0                    Below           In-shade             True         0.0         False      

  ⅀ / μ                 4520.127   5255.961                                                                                        

╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮ ╭──────────────────────────────────────────────────────╮
│ Location  Longitude ϑ, Latitude ϕ = 8.628, 45.812, Elevation: 200.0 m                                           │ │  ⌁  Power        ⛰  Horizon      👁  Visible          │
│ Position  Surface Orientation ↻: 2.897, Surface Tilt ⦥: 0.611   Angular units radians                           │ │  -  Loss         ↻  Orientation  🮞  Shading          │
│ Definitions  UTC, Incidence angle: Sun-Vector-to-Surface-Plane, Sun-to-Horizon: ['Below', 'Above', 'Low angle'] │ │  ⏲  Timing       ⦥  Tilt         ⅀  N-ary Summation  │
│ Algorithms  Shading : PVGIS, Shading states : ['all']                                                           │ │  ⯐  Positioning  ⭸  Incidence    μ  Mean             │
╰───────────────────────────────────────────────────────────────────────────────────────────────────── Reference ─╯ ╰───────────────────────────────────────────── Legend ─╯
Uniplot
Power observed from (longitude, latitude) 8.627626, 45.81223
┌────────────────────────────────────┐
│                ▞▄▖                 │
│                ▌ ▚                 │
│                ▌  ▌                │
│               ▗▘  ▐                │
│               ▐    ▌               │
│               ▐    ▐               │ 500 W
│               ▌     ▌              │
│               ▌     ▝▖             │
│             ▗▄▌      ▚             │
│             ▌        ▝▖            │
│            ▐          ▌            │
│          ▗▄▌          ▐            │
│          ▌             ▌           │
│         ▐              ▐           │
│         ▌              ▝▖          │
│       ▞▀                ▀▚▖        │
│▄▄▄▄▄▄▞▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▝▄▄▄▄▄▄▄▄│ 0 W
└────────────────────────────────────┘
2005-06-01                     2005-06-02
       ██ ⌁ Photovoltaic Power

Analysis of Performance

Let's take a year of data

pvgis-prototype power broadband \
    8.628 45.812 214 180 0.1 \
    --start-time '2013-01-01' \
    --end-time '2013-12-31' \
    --global-horizontal-irradiance sarah2_sis_over_esti_jrc.nc \
    --direct-horizontal-irradiance sarah2_sid_over_esti_jrc.nc \
    --spectral-factor-series spectral_effect_cSi_over_esti_jrc.nc \
    --temperature-series era5_t2m_over_esti_jrc.nc \
    --wind-speed-series era5_ws2m_over_esti_jrc.nc
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We can silence the numerical output and plot instead the time series

pvgis-prototype power broadband     \
    8.628 45.812 214 180 0.1 \
    --start-time '2013-01-01' \
    --end-time '2013-12-31' \
    --global-horizontal-irradiance sarah2_sis_over_esti_jrc.nc \
    --direct-horizontal-irradiance sarah2_sid_over_esti_jrc.nc \
    --spectral-factor-series spectral_effect_cSi_over_esti_jrc.nc \
    --temperature-series era5_t2m_over_esti_jrc.nc \
    --wind-speed-series era5_ws2m_over_esti_jrc.nc \
    --quiet \
    --uniplot
Uniplot
Power observed from (longitude, latitude) 0.15058700786207074, 0.7995702369236423
┌────────────────────────────────────────────────────────────────────────┐
│                            ▗▙    ▗                                     │
│                        ▗▐▌ ▟███▌▙█▐▄▄▖                                 │
│                   ▗▄▖▐ ██▌▌███████▟██████▙▐▄▄▖                         │
│              ▗▗▖▗▌▐█▌▟ ██▌▌███████████████▐███▌▙▗▖                     │
│              ▐▐▌█▌▐███▄██▌▌███████████████▐█████▟▌▟                    │
│            ▄▐▐▟▌█▌▐██████▌▌███████████████▐█████████                   │ 500 W
│         ▖▖▐█▐██▌█▌███████▌████████████████▐█████████  ▐▗▖              │
│       ▗▟▌▌▟█▐██▌█▙██████████████████████████████████  ▐█▌              │
│      ▄███▌██▐██▌████████████████████████████████████▌ ▐█▌▗ ▟▄▖         │
│   ▗▐████████▐██▌████████████████████████████████████▌ ██▌▐ ███ ▗▖      │
│▗▄▖▐▐████████▐███████████████████████████████████████▙ ██▌▐▐███ ▐██▙▄▖▗▄│
│▟█▌▐▐████████▐████████████████████████████████████████▟██▌▐████▖▐████▌▐█│
│██▙▟▐█████████████████████████████████████████████████████▐████▌▟████▌▟█│
│████▐█████████████████████████████████████████████████████▐████▌████████│
│████▟█████████████████████████████████████████████████████▟█████████████│
│████████████████████████████████████████████████████████████████████████│
│████████████████████████████████████████████████████████████████████████│ 0 W
└────────────────────────────────────────────────────────────────────────┘
2013-01        2013-04           2013-07           2013-10
                         ██ ⌁ Photovoltaic Power

In order to run a photovoltaic performance analysis, we can replace the command power with performance

pvgis-prototype performance broadband     \
    8.628 45.812 214 180 0.1 \
    --start-time '2013-01-01' \
    --end-time '2013-12-31' \
    --global-horizontal-irradiance sarah2_sis_over_esti_jrc.nc \
    --direct-horizontal-irradiance sarah2_sid_over_esti_jrc.nc \
    --spectral-factor-series spectral_effect_cSi_over_esti_jrc.nc \
    --temperature-series era5_t2m_over_esti_jrc.nc \
    --wind-speed-series era5_ws2m_over_esti_jrc.nc \
    --quiet \
    --uniplot
/spacetime/pvgis/pvgis-prototype-public/.pvgis-prototype-public-uv_virtual_environment/lib/python3.11/site-packages/sparklines/sparklines.py:33: UserWarning: Found negative value(s): -3698.212890625, -2809.39111328125, -2559.71337890625, -2653.4248046875, -3572.68212890625, -3756.3212890625, -4116.46875, -3377.832763671875, -1695.189453125, -3497.95654296875, -4975.505859375. While not forbidden, the output will look unexpected.
  warnings.warn(msg)
╭───────────────────────────────────────────────────────────────╮   ╭───────────────────────────────────────────────────╮   ╭────────────────────────────────────────────╮
│  Latitude  Longitude  Elevation  Orientation  Tilt    Unit    │   │  Start             Every  End               Zone  │   │  Tech      Peak-Power       Mount Type     │
│    0.8       0.151      214.0       3.142     0.002  radians  │   │  2013-01-01 00:00  -      2013-12-31 00:00  UTC   │   │   cSi  1.0 Peak Power Unit  Free standing  │
╰─────────────────────────────────────────────── Solar Surface ─╯   ╰───────────────────────────────────────────────────╯   ╰──────────────────────────────── PV Module ─╯
╭─────────────────────────────────────────────────────────── Analysis of Performance ────────────────────────────────────────────────────────────╮
│                                                                                                                                                │
│   Quantity                               Total   Unit        %   of                     Monthly Sums     Mean   Unit    Variability   Source   │
│  ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────  │
│   In-Plane Irradiance                   1337.4   ㎾/m²                                  ▁▂▃▄▅▇█▇▄▁▁▁    152.6   W/m²                           │
│                                                                                                                                                │
│   Reflectivity                           -40.7   ㎾/m²    -3.0   In-Plane Irradiance    ▃▄▆▆▆▄▄▃▄█▄▁     -4.7   W/m²            7.6            │
│   Irradiance After Reflectivity         1296.6   ㎾/m²                                                  108.1   ㎾/m²                          │
│                                                                                                                                                │
│   Spectral effect                        +10.9   ㎾/m²    +0.8   In-Plane Irradiance    ▆▆▇▆▇▄▁▄▆█▆▄      1.3                   2.0            │
│   Effective Irradiance                  1307.5   ㎾/m²                                                  108.1   ㎾/m²                          │
│                                                                                                                                                │
│   Temperature & Low Irradiance Effect   -109.9   ㎾/m²    -8.4   Effective Irradiance                  -107.9   ㎾/m²                          │
│   Power ⌁ without Loss                  1197.6   ㎾                                     ▁▂▃▄▆██▇▅▂▁▁    136.6   W             190.9            │
│                                                                                                                                                │
│   System Loss                           -167.7   ㎾      -14.0   Power ⌁ without Loss                   -13.9   ㎾                             │
│   Power ⌁                               1030.0   ㎾                                     ▁▂▃▄▆██▇▅▂▁▁    117.5   W             164.2            │
│                                                                                                                                                │
│   Energy 🔌                             1030.0   ㎾h                                                    117.5   Wh                             │
│   Net Effect                            -307.4   ㎾/m²   -23.0   In-Plane Irradiance                    -35.1   W/m²                           │
│                                                                                                                                                │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
Uniplot
                                  Power
┌────────────────────────────────────────────────────────────────────────┐
│                            ▗▙    ▗                                     │
│                        ▗▐▌ ▟███▌▙█▐▄▄▖                                 │
│                   ▗▄▖▐ ██▌▌███████▟██████▙▐▄▄▖                         │
│              ▗▗▖▗▌▐█▌▟ ██▌▌███████████████▐███▌▙▗▖                     │
│              ▐▐▌█▌▐███▄██▌▌███████████████▐█████▟▌▟                    │
│            ▄▐▐▟▌█▌▐██████▌▌███████████████▐█████████                   │ 500 W
│         ▖▖▐█▐██▌█▌███████▌████████████████▐█████████  ▐▗▖              │
│       ▗▟▌▌▟█▐██▌█▙██████████████████████████████████  ▐█▌              │
│      ▄███▌██▐██▌████████████████████████████████████▌ ▐█▌▗ ▟▄▖         │
│   ▗▐████████▐██▌████████████████████████████████████▌ ██▌▐ ███ ▗▖      │
│▗▄▖▐▐████████▐███████████████████████████████████████▙ ██▌▐▐███ ▐██▙▄▖▗▄│
│▟█▌▐▐████████▐████████████████████████████████████████▟██▌▐████▖▐████▌▐█│
│██▙▟▐█████████████████████████████████████████████████████▐████▌▟████▌▟█│
│████▐█████████████████████████████████████████████████████▐████▌████████│
│████▟█████████████████████████████████████████████████████▟█████████████│
│████████████████████████████████████████████████████████████████████████│
│████████████████████████████████████████████████████████████████████████│ 0 W
└────────────────────────────────────────────────────────────────────────┘
2013-01        2013-04           2013-07           2013-10
                         ██ ⌁ Photovoltaic Power