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One template load profile requires 3·4096 bits, as described above.
In the initialization phase, each utility calculates one embedding per template load profile.
Each utility responds with a partial result for each template load profile as shown below.
The number of template load profiles is identical to the number of tariffs as described above.
In addition, the utility may, theoretically, provide one tariff for every possible template load profile.
Since the smart meter only communicates with the third party, it does not get access to the template load profiles, but only the best-matching tariff index (u ∗,l ∗) from which the associated template load profile cannot be deduced.
Fig. 8 Comparison of a load profile forecast and all template load profiles: the H0 workday template load profile (dash-dotted red line) matches the forecast (solid blue line) best.
Therefore, a template load profile (as well as load profile forecast) is of size 4ks=4·96·16=6144 bits.
One possible attack is the attempt to construct a Voronoi diagram defined by the template load profiles as centers.
SM-SM: Multiple malicious smart meters may collude in order to learn the template load profile from the utilities.
Additionally, the matching template load profile can be seen as an approximation to the load profile forecast.
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