Handbook of Intelligent Computing and Optimization for Sustainable Development

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HANDBOOK OF INTELLIGENT COMPUTING AND OPTIMIZATION FOR SUSTAINABLE DEVELOPMENT
This book provides a comprehensive overview of the latest breakthroughs and recent progress in sustainable intelligent computing technologies, applications, and optimization techniques across various industries.
Audience Handbook of Intelligent Computing and Optimization for Sustainable Development

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6.2.7.3.4 Mission

In this model, UAV flight is already defined. They will go according to the plan and when message is delivered to the destination nodes mobility model files updated. For every flight, rates and path is defined and updated for the next flight. If there is more time for the flight, UAV will change the direction and continue to fly as shown in Figure 6.8.

6.2.8 Types of Communication

6.2.8.1 MANET

In SPANs, mobile nodes work with the help of Wi-Fi. While in iMANETs all types of protocols are used for communication. Third type is VANETs in which vehicle perform the data transfer process.

6.2.8.2 VANET

6.2.8.2.1 Inter-Vehicle Communication

It uses multiple-hop system to send data from source to the many receivers within the vehicles.

6.2.8.2.2 Vehicle-To-Roadside Communication

The communication happens with the vehicle and within the around premises. Data is transferred through multiple hops until data is reached to the destination.

6.2.8.3 FANET

• Air-to-air wireless communications.

• Air-to-ground wireless communications.

6.2.8.3.1 Air-to-Air Wireless Communication

There is limitation for communication between UAVs and ground station. For ease, we should use air to air communication for data transmission from source to destination.

6.2.8.3.2 Air to Ground Wireless Communication

For air to ground communication, we have to establish a new infrastructure to communicate to ground stations. FANETs are different from MANETs and VANETs, and we need high range due to wide distance between the nodes

1 1. Multi-UAV cooperationTo perform a task with the FANETs, we need a large number of UAV. More UAV more chances of accurate detection, targeting, monitoring, and tracking and in emergency situation

2 2. UAV-to-ground tasksIn this, we involve human operator to help UAV to take right decision in the task.

3 3. UAV-to-VANET collaborationsRecently there is an optimization in FANET network, by using this technique we can make connection from air to the vehicles and we can use this for route guidance, monitoring, and traffic monitoring. Table 6.2shows comprehensive comparison of different adhoc networks.

Table 6.2 Comparison of MANETs, VANETs.

Criteria FANET VANET MANET
Node mobility High Medium Low
Mobility model Pre-determined Steady Arbitrary
Node density Low Medium Low
Topology change Rapid Average Slow
Radio propagation model High above the ground Close to the ground Very close to the ground
Computational power Big Average Low
Localization GPS, IMU AGPS, GPS GPS

6.2.9 QOS

6.2.9.1 Packet Loss

Packet loss occurs due to many reasons, for example, route loss, congestion, transmission loss, and path missing. It should be minimum for the routing protocol. It is a quality parameter. Formula is presented in (6.1)

(6.1) In MANETs packet loss is important factor of quality of service of MANETs To - фото 114

In MANETs, packet loss is important factor of quality of service of MANETs. To calculate it, first, we have to calculate factors that cause packet loss. Main factors are link and transmission loss.

6.2.9.2 Bandwidth

Bandwidth is range of the data packet delivered within the frequency. To calculate the bandwidth, there is hello, listen, and proactive and reactive scheme. For MANETs, bandwidth is of HUNDRED KPS. For VANETs, bandwidth is THOUSAND KPS.

6.2.9.3 Data Rate

Data packet rate for MANETs are 11 Mbps. Data packet rate for VANETs are 27 Mbps.

6.2.9.4 Frequency

In MANETs, frequency we use to deliver the data from one node to other is from 30MHz to 50 GH. For VANETs, we use the frequency for transmission purpose is 75 MHz from 5.85 GHz to 5.926 GHZ.

6.2.9.5 Packet Delivery Ratio (PDR)

It is defined as the ratio of data from receiver to the sender. Formula is presented in (6.2):

(6.2) 6296 Bit Noise Ratio Bit noise ratio defined as the portion of data - фото 115

6.2.9.6 Bit Noise Ratio

Bit noise ratio defined as the portion of data delivered to the ratio of data sent. It is high for MANETs, medium for VANETs, and low for FANETs.

6.3 CrANs

Crowd Associated Networks (CrANs) is the network in which we utilize the crowd to complete communication gap between the associates. CrANs is the abbreviation of “crowd associate network”. It consists of five main components which are dedicated agents, non-dedicated agents, control center sink, data storage, and garbage collector. For specific task, dedicated agents are installed into the network. These nodes are static in nature and transfer the information with the same sort of agents. Intermediate nodes are the nodes between source and destination are called crowd nodes. Communication gap is covered by crowd nodes. The nodes send the data from the one to the multiple nodes and copy of the information to the same node. It collects the data from one of the active node and sends the duplicate data packets to the other active nodes present in the zone.

We live in a third world country, and here, due to many reason, we lose the network. In that case, we need a network which can work in that condition. That is the CrANs network is proposed for emergencies and other situations when networks are not functional. It utilizes all other networks to transfer information. For communication, we will combine the CrANs with the MANETs, WANETs, FANETs, and Wi-Fi to transfer the data from one area to other. We will use the presence networks to make a crowd of detective and non-detective nodes for the transfer of data. The non-detective nodes of CrANs connect to the detective nodes of other networks.

6.3.1 Structure of CrANs

The above figure is proposed by the Al-Shakib khan. Figure 6.9shows the way how CrANS works. We used the Edraw Max to draw the CrANs structure, which is shown in the Figure 6.10.

Figure 69 Structure of CrANs 27 Figure 610 Proposed structure of CrANS - фото 116

Figure 6.9 Structure of CrANs [27].

Figure 610 Proposed structure of CrANS It contains all the available - фото 117

Figure 6.10 Proposed structure of CrANS.

It contains all the available networking devices to communicate from one node to other node for delivery of information packets. It contains cellular device, Wi-Fi, MANETs, VANETs, and FANETs in an urban structure.

Why we need it?

We live in a third world country, and here due to many reason we lose the network. In that case, we need a network which can work in that condition.

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