Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Energy balancing using charge/discharge storages control and load
  forecasts in a renewable-energy-based grids   Renewable-energy-based grids development needs new methods to maintain the
balance between the load and generation using the efficient energy storages
models. Most of the available energy storages models do not take into account
such important features as the nonlinear dependence of efficiency on lifetime
and changes in capacity over time horizon, the distribution of load between
several independent storages. In order to solve these problems the Volterra
integral dynamical models are employed. Such models allow to determine the
alternating power function for given/forecasted load and generation datasets.
In order to efficiently solve this problem, the load forecasting models were
proposed using deep learning and support vector regression models. Forecasting
models use various features including average daily temperature, load values
with time shift and moving averages. Effectiveness of the proposed energy
balancing method using the state-of-the-art forecasting models is demonstrated
on the real datasets of Germany's electric grid.

5
The categories of this paper are: gr-qc
3
The categories of this paper are: physics
1
The categories of this paper are: cs
23
The categories of this paper are: solv-int
34
The categories of this paper are: chem-ph
20
The categories of this paper are: acc-phys
15
The categories of this paper are: nucl-ex
30
The categories of this paper are: q-alg
36
The categories of this paper are: cmp-lg
28
The categories of this paper are: alg-geom
33
The categories of this paper are: plasm-ph
22
The categories of this paper are: chao-dyn
7
The categories of this paper are: hep-th
32
The categories of this paper are: atom-ph
27
The categories of this paper are: comp-gas
13
The categories of this paper are: quant-ph