Machine learning based renewable energy generation and energy consumption forecasting

Figures & data

Figure 1. Solar wind generation forecasting using CNN.

Figure 2. Energy management model for domestic consumers using cloud.

Figure 3. Solar power generation curve.

Figure 4. Wind power generation curve.

Table 1. Error for solar PV and wind power generation.

Generation Source	MSE	RMSE	MAE
Solar PV Generation	6.122	2.474	1.495
Wind Power Generation	78.25	3.034	5.41

Figure 5. Energy consumption for fixed loads.

Figure 6. Energy consumption for non-shiftable loads.

Figure 7. Energy consumption for shiftable loads.

Table 2. Error for energy consumption prediction for types of loads.

Appliance type	MSE	RMSE	MAE
Fixed loads	0.0007	0.027	0.0175
Non-shiftable loads	0.0045	0.067	0.049
Shiftable loads	0.047	0.21	0.13