Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Stacked Autoencoder Application for Residential Load Curve Forecast
  and Peak Shaving   For the last ten years, utilities have observed on-going transitions on
consumers' load curves. The previously flat load curves have more frequently
turned into duck-shape. This is jointly caused by the increasing household
loads as well as the popularity of rooftop solar photovoltaic. Such load curve
transition challenges the operational flexibility of the existing systems and
greatly increases the per-MWh energy costs. Peak shaving, in this context,
becomes a critical task to demand-side management. Owing to the development of
Battery Energy Storage Systems (BESS), numerous peak shaving strategies have
been developed and implemented. In this paper, by applying a stacked
autoencoder (SAE)-based residential peak load curve forecasting technology, we
further lift the peaking shaving capabilities of BESSs to a new level. The
proposed strategy takes into account the welfares of both generation-side and
demand-side and reaches an optimal balance. A comprehensive case study using
smart meter data demonstrates the effectiveness of the proposed method in peak
shaving application.

16
The categories of this paper are: stat
36
The categories of this paper are: cmp-lg
8
The categories of this paper are: hep-ex
14
The categories of this paper are: math-ph
37
The categories of this paper are: supr-con
11
The categories of this paper are: hep-lat
21
The categories of this paper are: adap-org
33
The categories of this paper are: plasm-ph
35
The categories of this paper are: mtrl-th
30
The categories of this paper are: q-alg
4
The categories of this paper are: cond-mat
0
The categories of this paper are: hep-ph
15
The categories of this paper are: nucl-ex
7
The categories of this paper are: hep-th
17
The categories of this paper are: q-fin
24
The categories of this paper are: dg-ga