Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Using AI for Mitigating the Impact of Network Delay in Cloud-based
  Intelligent Traffic Signal Control   The recent advancements in cloud services, Internet of Things (IoT) and
Cellular networks have made cloud computing an attractive option for
intelligent traffic signal control (ITSC). Such a method significantly reduces
the cost of cables, installation, number of devices used, and maintenance. ITSC
systems based on cloud computing lower the cost of the ITSC systems and make it
possible to scale the system by utilizing the existing powerful cloud
platforms.
  While such systems have significant potential, one of the critical problems
that should be addressed is the network delay. It is well known that network
delay in message propagation is hard to prevent, which could potentially
degrade the performance of the system or even create safety issues for vehicles
at intersections.
  In this paper, we introduce a new traffic signal control algorithm based on
reinforcement learning, which performs well even under severe network delay.
The framework introduced in this paper can be helpful for all agent-based
systems using remote computing resources where network delay could be a
critical concern. Extensive simulation results obtained for different scenarios
show the viability of the designed algorithm to cope with network delay.

15
The categories of this paper are: nucl-ex
4
The categories of this paper are: cond-mat
29
The categories of this paper are: funct-an
3
The categories of this paper are: physics
0
The categories of this paper are: hep-ph
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
8
The categories of this paper are: hep-ex
37
The categories of this paper are: supr-con
2
The categories of this paper are: math
6
The categories of this paper are: astro-ph
26
The categories of this paper are: bayes-an
12
The categories of this paper are: nucl-th
23
The categories of this paper are: solv-int
14
The categories of this paper are: math-ph
36
The categories of this paper are: cmp-lg