Role of GA in Emerging
Areas
The population is configured first. Overall population services are
assessed or allocated statistical scores for fitness. The preceding
action is taken as long as the current population is completely crowded:
human beings from the population are chosen using a selection method.
GAs are using in many areas nowadays. Here, the author has highlighted
some very important emerging areas as follows.
In Engineering Pedagogy
In the engineering pedagogy, GA is very useful. Some of the areas such
as timetable generation, a mathematical model of the problem,
optimization principles and practices, etc. At the points of rapid
increase as indicated by the growing groups of conference, workshop and
publication relating to, and the formation of the journals. The GAs had
also considered being a successful method with about its wonderful
reliability for several implementations for optimizing, designing,
controlling, and machine learning processes. A student who is taking the
GA courses and applying the different methods of GA. Also, the
evaluation experiments with implementations can play a vital role in the
teaching of similar courses in computer science [43].
In the Internet of Things
In the Internet of things (IoT) [15], smart device selection is a
challenging task[16], [17], [18]. The GA is the best
solution for selecting the IoT nodes to exchange information among IoT
nodes [19], [20], [21]. Also, the GA can be used for mining
the intelligent objects in IoT [22], [40].
Smart Traffic Signal
System
The GA can be implemented in the intelligent traffics. Such an
intelligent vehicle sensors scheme was presented by combining IoT with
existing highway systems to reduce journey times, emissions of
contaminants, traffic, and travelling difficulties. A traffic signals
have been constructed throughout every city and rural region at the
cross-point of the roadway[23]. Almost all motorcycle, vehicle, bus,
auto-rickshaw, transportation providers are for travelling. Utilizing
smart signals this could lead to heavy transmissions in the public
highway [46].
Intelligent Routing in MANET of Smart
Devices
The GA can be implemented in the intelligent routing when smart devices
want to discover and connect the neighborhood devices then they need to
have an intelligent routing [25]. Nowadays, technological
advancement supports various wireless network variants and, between each
other, MANET is of utmost significance and a significant challenge. Each
important component of MANETs is the geometrical transition with moment.
A saving of power generation or movement measured with devices [26]
tends to occur at all. Also, as result, the routing problem under MANET
is also flexible and could be constructed to discover an optimum path as
a dynamic optimization issue. These are important in order to identify
the achieving the optimal path the solution must have a high level of
capability. The whole objective function accomplished optimum solution
routing in a very efficient manner under dynamic topology.
The loads balancing and tasks scheduling in Cloud
Computing
GA can be implemented in the loads balancing in the cloud computing
system. In the next era, Cloud-MANET can play a vital role in the
integration of IoT devices [24]. This integrated framework will be
heterogeneous with many technologies.
Blockchain Technology
In blockchain technology, the GA can be implemented. Blockchain on the
edge of the network is emerging with a new computing approach for
releasing computational resources from access point to 5G edge notes
[13],[27]. The blockchain-based processing is being proposed
that offloads methods. Similarly, blockchain is an efficient strategy
for the distributed network, and an edge computing structure based on
blockchain is constructed to diminish the possibility of data failure by
incorporating it with blockchain[14].