Research Article

Sky Image-Based Localized, Short-Term Solar Irradiance Forecasting for Multiple PV Sites via Cloud Motion Tracking

Table 3

RMSE, MAE, and TS for irradiance forecasts and irradiance forecasts at location 1 (onsite forecasting) with three-level irradiance drop percentages and with 40% irradiance drop assumption (Sn: sunny; Oc: overcast; Pc: partially cloudy).

Date
Sky condition
Time horizonForecast with three-level cloud categorizationForecast with 40% drop assumption [10, 14]TS/(%)
RMSE/(Wm-2)MAE/(Wm-2)SFRMSE/(Wm-2)MAE/(Wm-2)SF

07/09/2019 (Sn)1 min3729-0.633729-0.6398
5 min3728-0.023728-0.0299
15 min36280.4136280.4199
08/09/2019 (Sn)1 min2016-8.62016-8.699
5 min2016-0.162016-0.16100
15 min19150.6219150.62100
11/09/2019 (Sn)1 min1310-3.51311-3.598
5 min12100.2812100.2893
15 min12100.7615100.7698
13/04/2019 (Pc)1 min15792-0.2016496-0.2570
5 min213143-0.12229157-0.2162
15 min1991200.00202123-0.0161
08/05/2019 (Pc)1 min14292-0.1314492-0.1588
5 min142940.10142940.0987
15 min1511010.241511010.2384
28/07/2019 (Pc)1 min13686-0.8914490-0.9979
5 min137880.0214895-0.0678
15 min144890.13146890.1275
29/07/2019 (Pc)1 min11369-1.2011879-1.2980
5 min12273-0.0412681-0.0781
15 min157990.131581040.1362
30/07/2019 (Pc)1 min10651-1.7111150-1.8576
5 min10755-0.5311454-0.6365
15 min80420.1976360.2368
10/09/2019 (Pc)1 min162100-0.871621000.8779
5 min16753-0.27167102-0.2763
15 min130750.11129750.1272
09/04/2019 (Oc)1 min230143-0.64240163-0.7172
5 min224141-0.02228155-0.0474
15 min307230-0.20314243-0.2365
05/05/2019 (Oc)1 min160118-1.01160119-1.0181
5 min206153-0.25206152-0.2566
15 min265220-0.11263218-0.1042
12/09/2019 (Oc)1 min168121-3.6166126-3.5561
5 min188136-1.17183138-1.1063
15 min173119-0.26167122-0.2342