*3.1. Load-Profile Analyses Based on Time-Division*

The generated load profiles produced by the model will be analysed at four levels: seasonal analysis, monthly analysis, days analysis and hourly analysis, where hourly resolution is the core output of our temporal profile.

#### 3.1.1. Seasonal Analysis

The seasonal variations based on the meteorological concept (Table 5) are provided in two generated models: Wepro-LPG and Wepro-ALPG, where we used Equation (7). In this concept, Winter has the fewest days, Autumn has one day more compared to winter, while spring and summer have two days more compared to winter. Based on the generated load profiles of Wepro-LPG and Wepro-ALPG in Figure 9, it indicates that Winter is the highest consumption share, slightly followed by Autumn, and Spring. Both models show Summer as the lowest consumption share.

**Figure 9.** Seasonal share of electricity load based on the models: Wepro model-LPG and Wepro-ALPG. Both models show similar seasonal characteristics of the consumption share from the highest season to the lowest season.

*Wepro-LPG*

$$\text{Ts\%} = 26.02\% + 25.22\% + 23.46\% + 25.28\%$$

$$\text{Ts} = 100\%$$

while for Wepro-ALPG, the highest consumption share occurred in winter, slightly followed by autumn, then spring. Summer is recorded as the lowest consumption period.

*Wepro-ALPG*

$$\text{Ts\%} = 25.91\% + 24.67\% \, + 23.91\% \, + 25.49\%$$

$$\text{Ts} = 100\%$$

3.1.2. Monthly Analysis

Amsterdam's monthly electricity load share is illustrated in Figure 10, which shows a distinct profile in the Wepro-LPG model. This demonstrates that December has the highest consumption share compared to the other months, which may exhibit seasonal variations. Surprisingly, this load profile identifies May as having the second highest electricity share in 2015, followed by October, August and January. The lowest monthly consumption share is in July, which concurs with the seasonal analysis result that summer has the lowest consumption share in all load profiles. The second lowest consumption share is in March, followed by September.

**Figure 10.** Monthly average electricity load share based on the results of the generated Wepro-LPG and Wepro-ALPG models.

The Wepro-ALPG model indicates December as having the highest consumption share, the same as in Wepro-LPG model. The second highest consumption share is in January, followed by October and November. The lowest consumption share is in June, followed by February and April.
