Candidate Periods definition
The choice of representative periods is preceded by the choice of candidate periods to become representative.
We can note \(d\subset[0,T]\) these periods and group them into a set \(\mathcal{D}\).
\[\mathcal{D} = \text{ Set of candidate periods}\]
To each period \(d\) we can associate the load function normalized in absolute power:
\[\begin{split}\hat{f}_{|d}= \left\{\begin{array}{ccc}
d & \longrightarrow & [0,1] \\
t & \mapsto & \frac{f(t)-f_{min}}{f_{max}-f_{min}}
\end{array}\right. \text{ où } \left.\begin{array}{l}
f_{min} = \underset{t\in[0,T]}{\text{min }} f(t) \\
f_{max} = \underset{t\in[0,T]}{\text{max }} f(t)
\end{array}\right.\end{split}\]
Note
Potentially : \(\forall t \in d , \hat{f}_{|d}(t)>0 \text{ or } \forall t \in d , \hat{f}_{|d}(t)<1\)
We associatethe duration function:
\[\begin{split}\tilde{C}(\hat{f}_{|d}) = \left\{\begin{array}{ccc}
\mathbb{R}_+ & \longrightarrow & [0,1] \\
x & \mapsto & \frac{\lambda(\{t\in d|f(t)\geq x\})}{\lambda(d)}
\end{array}\right.\end{split}\]
Warning
Currently in periods
, the set of candidate periods corresponds to a uniform split of the global period \([0,T]\).
It means that RP_length
must divide TemporalData
length. A periods of 336 hours would have 7 candidate periods of 48 hours partitioning the 336 hours.
It could be possible to have overlapping candidate periods in future version.