Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: LSTM-based Traffic Load Balancing and Resource Allocation for an Edge
  System   The massive deployment of small cell Base Stations (SBSs) empowered with
computing capabilities presents one of the most ingenious solutions adopted for
5G cellular networks towards meeting the foreseen data explosion and the
ultra-low latency demanded by mobile applications. This empowerment of SBSs
with Multi-access Edge Computing (MEC) has emerged as a tentative solution to
overcome the latency demands and bandwidth consumption required by mobile
applications at the network edge. The MEC paradigm offers a limited amount of
resources to support computation, thus mandating the use of intelligence
mechanisms for resource allocation. The use of green energy for powering the
network apparatuses (e.g., Base Stations (BSs), MEC servers) has attracted
attention towards minimizing the carbon footprint and network operational
costs. However, due to their high intermittency and unpredictability, the
adoption of learning methods is a requisite. Towards intelligent edge system
management, this paper proposes a Green-based Edge Network Management (GENM)
algorithm, which is a online edge system management algorithm for enabling
green-based load balancing in BSs and energy savings within the MEC server. The
main goal is to minimize the overall energy consumption and guarantee the
Quality of Service (QoS) within the network. To achieve this, the GENM
algorithm performs dynamic management of BSs, autoscaling and reconfiguration
of the computing resources, and on/off switching of the fast tunable laser
drivers coupled with location-aware traffic scheduling in the MEC server. The
obtained simulation results validate our analysis and demonstrate the superior
performance of GENM compared to a benchmark algorithm.

15
The categories of this paper are: nucl-ex
6
The categories of this paper are: astro-ph
31
The categories of this paper are: ao-sci
7
The categories of this paper are: hep-th
36
The categories of this paper are: cmp-lg
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
4
The categories of this paper are: cond-mat
16
The categories of this paper are: stat
13
The categories of this paper are: quant-ph
2
The categories of this paper are: math
22
The categories of this paper are: chao-dyn
11
The categories of this paper are: hep-lat
9
The categories of this paper are: nlin
0
The categories of this paper are: hep-ph
33
The categories of this paper are: plasm-ph