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@INPROCEEDINGS{Pasella:1031814,
author = {Pasella, Manuela and Benigni, Andrea and Cannas, Barbara
and Carta, Daniele and Muscas, Carlo and Pisano, Fabio},
title = {{O}n the {Q}uality of {P}seudo-{M}easurements for
{D}istribution {S}ystem {S}tate {E}stimation},
publisher = {IEEE},
reportid = {FZJ-2024-05833},
pages = {1-6},
year = {2024},
abstract = {With the increasing penetration of distributed en-ergy
resources, Smart Grids control applications are always more
dependent on monitoring data. Pseudo-measurements are used
in Distribution System State Estimation to allow estimating
the operating conditions of the system also when the number
of field measurements is limited. Since the accuracy of the
estimation depends on the quality of the
pseudo-measurements, in this paper the factors that affect
this quality are investigated and the performance of a
machine learning-based approach for pseudo-measurements
generation is evaluated. Starting from real data collected
from the Forschungszentrum Jülich campus, a dataset is
engineered, and the considered data coding approach is
presented. Finally, different neural models based on
multilayer perceptron are presented, and their performances
are compared with those of trivial alternatives.},
month = {Sep},
date = {2024-09-18},
organization = {2024 IEEE 14th International Workshop
on Applied Measurements for Power
Systems (AMPS), Caserta (Italy), 18 Sep
2024 - 20 Sep 2024},
cin = {ICE-1},
cid = {I:(DE-Juel1)ICE-1-20170217},
pnm = {1122 - Design, Operation and Digitalization of the Future
Energy Grids (POF4-112) / 1123 - Smart Areas and Research
Platforms (POF4-112)},
pid = {G:(DE-HGF)POF4-1122 / G:(DE-HGF)POF4-1123},
typ = {PUB:(DE-HGF)8},
UT = {WOS:001344552300003},
doi = {10.1109/AMPS62611.2024.10706662},
url = {https://juser.fz-juelich.de/record/1031814},
}