Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High
  Solar Scenarios   With the expected rise in behind-the-meter solar penetration within the
distribution networks, there is a need to develop time-series forecasting
methods that can reliably predict the net-load, accurately quantifying its
uncertainty and variability. This paper presents a deep learning method to
generate probabilistic forecasts of day-ahead net-load at 15-min resolution, at
various solar penetration levels. Our proposed deep-learning based architecture
utilizes the dimensional reduction, from a higher-dimensional input to a
lower-dimensional latent space, via a convolutional Autoencoder (AE). The
extracted features from AE are then utilized to generate probability
distributions across the latent space, by passing the features through a
kernel-embedded Perron-Frobenius (kPF) operator. Finally, long short-term
memory (LSTM) layers are used to synthesize time-series probability
distributions of the forecasted net-load, from the latent space distributions.
The models are shown to deliver superior forecast performance (as per several
metrics), as well as maintain superior training efficiency, in comparison to
existing benchmark models. Detailed analysis is carried out to evaluate the
model performance across various solar penetration levels (up to 50\%),
prediction horizons (e.g., 15\,min and 24\,hr ahead), and aggregation level of
houses, as well as its robustness against missing measurements.

15
The categories of this paper are: nucl-ex
21
The categories of this paper are: adap-org
8
The categories of this paper are: hep-ex
26
The categories of this paper are: bayes-an
34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
14
The categories of this paper are: math-ph
10
The categories of this paper are: q-bio
25
The categories of this paper are: patt-sol
17
The categories of this paper are: q-fin
16
The categories of this paper are: stat
3
The categories of this paper are: physics
32
The categories of this paper are: atom-ph
24
The categories of this paper are: dg-ga
20
The categories of this paper are: acc-phys
30
The categories of this paper are: q-alg