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© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 674
A Systematic Review on Routing Protocols for VANETs
Simna Ummer V U1, Dr. Elizabeth Isaac2, Anu Eldho3
1Student, Dept. of Computer Science and Engineering, Mar Athanasius College of Engineering, Kerala, India
2Professor, Dept. of Computer Science and Engineering, Mar Athanasius College of Engineering, Kerala, India
3Professor, Dept. of Computer Science and Engineering, Mar Athanasius College of Engineering, Kerala, India
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Abstract - Vehicle Ad-hoc Networks (VANET) have grown
to be a fascinating area of study for those working to create
Intelligent Transport Systems. Vehicles move continuously
and at various speeds in metropolitan areas, which
frequently cause changes in the architecture of the network.
The performance of routing procedures when sending data
from one vehicle to another is the fundamental problem
encountered in an urban environment. As a result, the effect
of density in an urban context on the routing process in
VANET has been the subject of research, as in the case with
this work. This research focuses on routing protocols for
VANETs.
Key Words: VANET, Routing Protocol, V2V
Communication, ProMRP, QoS
1. INTRODUCTION
Vehicular Ad-hoc Networks have attracted the attention of
scientists and engineers all over the world in recent years.
This consideration arises from the significance of VANET
in resolving traffic and safety issues as well as improving
entertainment facilities in Intelligent Transportation
Systems (ITS). Vehicular Ad hoc Networks (VANETs) are a
subset of mobile ad hoc networks that allow
communication between vehicles as well as vehicles and
roadside units (RSUs). VANET seeks to transform vehicles
into intelligent modes of transportation capable of
collecting, transferring, and presenting data via vehicle-to-
vehicle (V2V) and vehicle-to-infrastructure (V2I)
communication.
Vehicle-to-vehicle communications (V2V) allow vehicles to
share messages by establishing temporary connections
between them. We're thinking about having vehicles send
traffic reports to the nearest RSU via multi-hop
communications. That is, messages are forwarded hop by
hop until they reach the nearest RSU.
In general, urban roads are divided into two categories:
intersections and road segments. A position-based routing
protocol looks for the most efficient road segment—or
routing path—between two communication nodes. Two
crucial factors need to be taken into account: how to
forward data packets along the chosen road segments and
how to choose which road segments to use as the routing
path. In VANETs, message transmission must contend with
challenging issues like heterogeneous vehicle densities,
frequent topology changes, and intermittent connectivity.
The experience of VANET-based applications with a
variety of quality of service (QoS) requirements, such as
low latency and high accessibility, may be significantly
impacted by these new challenges.
Another feature of VANET technology is its integration
with a full ITS, for a variety of purposes. Routing,
reliability analysis, message scheduling, and medium
access are all aspects of VANET technology. For several
decades, VANET routing has been regarded as a research
problem. Road safety and operation are intended to be
improved in urban, rural, and highway settings through
the use of ITS. These days, sensors, cameras, and on-board
units are examples of computational devices that have the
capacity to gather vast amounts of data. When handled
appropriately using machine learning techniques, this
enormous amount of data can be leveraged to produce
practical tools that enhance the previously mentioned ITS.
2. LITERATURE SURVEY
By gathering and referring to several studies, a literature
review was undertaken. On routing protocols for VANETs,
L. L. Cárdenas et.al [1] Describe a novel routing system for
VANETs created specifically for urban settings, the
probabilistic multi-metric routing protocol (ProMRP).
ProMRP uses three metrics—vehicle density, travel time,
and bandwidth—to make decisions about how to transfer
data using a probabilistic approach. The protocol chooses
the optimal forwarding node to use as the next one based
on maintaining the lowest average packet delay and
guaranteeing the highest probability of packet delivery.
The
EProMRP version also included an algorithm that allows
one to accurately estimate the node's current position in
the forwarding moment. The EProMRP proposal chooses
the best forwarding technique to guarantee packet
delivery in addition to adjusting the node's present
position during packet delivery.
L. Liu et al [2] suggested a trustworthy geographic routing
scheme for urban VANETs that is based on forwarding
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 675
quality. To determine the optimal routing path, two factors
were taken into consideration: QoF and link reliability.
While the QoF is intended to reflect the channel quality by
taking into account transmission cost, packet delivery
ratio, and the impact of relative link positions on the
network performance, link reliability is represented by the
link lifespan, which characterizes the mobility of the
nodes. Road segments can be assessed using the road
weight evaluation (RWE) architecture, in which the
backbone link is built to transport data. The smaller grid
zones on the city map are intended to fit the network scale
of an urban city. Various transmission strategies for
packet forwarding are presented according to the
destination's location. The suggested protocol
outperforms current schemes in terms of packet delivery
ratio and transmission delay, according to simulation
results.
J. Wu et al. [3] suggested a novel Traffic-Aware Routing
(QTAR) protocol that uses RSU assistance to support Q-
learning. QGGF, or efficient Q-greedy geographical
forwarding, is based on V2V Q-learning within road
segments, and R2R Q-learning is used to support
intersection forwarding. This protocol enhances the
overall
routing performance of urban VANETs. Based on
simulation evaluation results, QTAR performs better than
other related routing protocols with respect to higher
packet delivery ratio in sparse and dense traffic cases and
lower packet delivery delay with minimal communication
overhead in moderate traffic cases.
K. Kandali et al [4] suggested a new clustering-based
routing protocol to enhance data transmission in VANET
in a high density and high mobility environment. The
protocol is based on a modified K-Means algorithm
combined with Continuous Hopfield Network and
Maximum Stable Set Problem. The Continuous Hopfield
Network solves the Maximum Stable Set Problem by
choosing the suitable CHs.
The link reliability model is then used as the basis for
clustering, and cluster maintenance chooses a new cluster
head based on factors like node degree, vehicle speed, and
free buffer. If a vehicle satisfies the requirements of having
a maximum node degree, a suitable velocity, and a
maximum free space, it will be deemed a cluster head in
each cluster. To evaluate the efficacy of the suggested
method, a simulation in a highway vehicular environment
was run, and a comparison with ICA-RBF and RMRPTS
was made. According to the simulation results, KMRP
significantly increases throughput by reducing collisions
and traffic congestion.
L. L. Cárdenas et al [5] Contributing to the creation of a
clever machine learning-based routing protocol for
VANETs that will be utilized to report traffic-related
messages in urban settings is the aim. The current vehicle
holding a given packet will use a new machine learning
(ML)-based forwarding algorithm to determine which
vehicle is the best next-hop to send that packet to its
destination within its transmission range. A neural
network constructed from a dataset of data records
gathered during simulated urban scenarios serves as the
foundation for this algorithm. The simulation results
demonstrate how our multi-metric routing protocol for
VANETs in urban settings has a higher packet delivery
probability thanks to this ML-based proposal.
M. A. Jubair et al [6] Introduced QoS-aware CH selection
and hybrid cryptography. The QoS+ routing protocol uses
hybrid security and clustering to preserve security and
energy efficiency. The generation of ECC keys and QoS-
based CH selection are the two primary steps in the
proposed protocol. To run the simulation, NS2 is utilized.
Parameters like network throughput, normalized routing
load, message success rate, end-to-end delay, energy
efficiency, and energy consumption are calculated to
assess the network's performance. Based on the speed and
transmission range, the following parameters are
calculated: average cluster number, CH efficiency, and
cluster member efficiency. The outcomes are calculated
and contrasted with earlier KMSUNET and ECHS
techniques. The suggested QoS+ superior results with
variable vehicle speed and transmission range are
achieved in the dynamically changing topology.
G. D. Singh et.al [7] Using the firefly algorithm and the GA
technique, an efficient routing protocol was proposed. The
suggested methodology took advantage of the
characteristics of fireflies to finish the task and
communicate with other nodes. The suggested HGFA was
evaluated and contrasted with the PSO and Firefly routing
algorithms. When applied to sparse and dense traffic
networks, the data obtained from the simulation results
confirms that transmission was greatly decreased. The
other two performance metrics, PDR and average
throughput, were even more successfully met. Because of
this, the suggested algorithm is better and can be applied
to Swarm Intelligence-based routing
S. A. Rashid et al [8] proposed a novel framework
Reliability Aware Multi-Objective Optimization Based
VANETs Routing (RAMO). The three levels of the
framework are the routing algorithm, the reliability and
geometrics-based routing criteria, and the simulation of
the VANET system. The real network is the next step. An
optimization block that controls the reliability,
geometrical, and routing block parameters is also a part of
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 676
the framework. The optimization is based on the
development of a novel variant of multi-objective
harmony searching and is presented from a multi-
objective perspective. This is a combination of Gaussian
mutation, objective decomposition, and a harmony
memory extraction algorithm that is referred to as
Enhanced Gaussian Mutation Harmony Searching
(EGMHS). Two levels of the evaluation were completed.
The EGMHS evaluation was the first, and it made use of
nine benchmarking
R. Han et al[9] A speed and position aware dynamic
routing (SPDR) scheme is proposed for disseminating
Emergency Messages(EMs) on a multi-lane highway
scenario. traffic. It is designed with a cooperative
forwarding approach and dynamic, greedy routing based
on speed metrics. Greedy routing is used with a speed
metric to identify the optimal next-hop for retransmission
in order to guarantee dependable forwarding. The
collaborative forwarding strategy is used to increase
delivery success when forwarding fails. According to the
simulation results, the suggested SPDR performs better in
terms of message delivery ratio, average dissemination
delay, and network throughput than GPSR and role-based
multicast protocols.
K. Kandali et al [10] suggests an effective clustering
routing system for VANETs based on PSO (Particle Swarm
Optimization) and DPC (Density Peaks Clustering). The
clustering algorithm used in this approach combines the
advantages of the DPC and PSO algorithms. This scheme
adds the DPC algorithm to the PSO algorithm to select CH
(Cluster Heads). It builds clusters based on link quality
rather than distance. The effectiveness of the suggested
new routing approach (ECRDP) in an urban setting is
evaluated by contrasting it with the GAPC and NMDP-APC
algorithms using various densities. The results show how
well the suggested strategy works to maintain routing
efficiency and cluster stability.
3. COMPARATIVE ANALYSIS
Table -1: Comparative Study of Routing Protocols for
VANETs
S.No. Authors
Methods
used
Benefits
1
L. L.
Cárdenas et
al[1]
ProMRP
ProMRP calculates the
likelihood that every
node's neighbor who is
presently transporting a
packet will deliver it to
its destination.
2 L. Liu et.al[2] QFRG Ensuring QoF and
meeting the link
reliability requirement
determine the optimal
route in QFRG.
3 J. Wu et al[3]
RSU
assisted
QTAR
In both sparse and
dense traffic scenarios,
QTAR achieves a higher
packet delivery ratio
than other related
routing protocols
currently in use.
4
K. Kandali et
al. [4]
KMRP
By guaranteeing the
stability of the clusters
in high density and
mobility and reducing
transmission delay,
KMRP improves the
packet delivery ratio.
5
L. L.
Cárdenas et
al[5]
MPANN
In most situations,
MPANN performs better
than 3MRP in terms of
packet losses and packet
delays.
6
M. A. Jubair
et al[6]
QoS+
superior QoS+ results in
the dynamically
changing topology with
variable vehicle speed
and transmission range.
7
G. D. Singh
et.al[7]
HGFA
It works well in
networks that are dense
or sparse.
8
S. A. Rashid
et al[8]
RAMO
It performs better than
the others in terms of
networking and MOO
metrics.
9
R. Han
et.al[9]
SPDR
Regarding the mean
dissemination delay,
network throughput,
and message delivery
ratio, SPDR performs
better than the current
protocols.
10
K. Kandali
et.al[10]
ECRDP
The ECRDP method
demonstrates a
remarkable capacity to
uphold cluster stability
when dealing with a
substantial quantity of
automobiles.
4. CONCLUSIONS
With adequate discussion regarding routing protocols for
VANETs, an efficient routing protocol that meets the needs
and characteristics of VANETs is essential for achieving
good results in terms of average packet loss percentage
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072
© 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 677
and average packet latency from beginning to end.
VANETs have unique requirements and characteristics
that make designing suitable routing protocols difficult.
Vehicles go continuously and at varying speeds in urban
environments, causing frequent changes in network
topology. The effectiveness of routing protocols in
transporting data between vehicles is the major problem
in urban scenario.
REFERENCES
[1] L. L. Cárdenas, A. M. Mezher, P. A. B. Bautista and M. A.
Igartua, "A Probability-Based Multimetric Routing
Protocol for Vehicular Ad Hoc Networks in Urban
Scenarios," in IEEE Access, vol. 7, pp. 178020-178032,
2019, doi: 10.1109/ACCESS.2019.2958743.
[2] L. Liu, C. Chen, B. Wang, Y. Zhou and Q. Pei, "An
Efficient and Reliable QoF Routing for Urban VANETs With
Backbone Nodes," in IEEE Access, vol. 7, pp. 38273-38286,
2019, doi: 10.1109/ACCESS.2019.2905869.
[3] Wu, M. Fang, H. Li and X. Li, "RSU-Assisted Traffic-
Aware Routing Based on Reinforcement Learning for
Urban Vanets," in IEEE Access, vol. 8, pp. 5733-5748, 2020,
doi: 10.1109/ACCESS.2020.2963850.
[4] K. Kandali, L. Bennis and H. Bennis, "A New Hybrid
Routing Protocol Using a Modified K-Means Clustering
Algorithm and Continuous Hopfield Network for VANET,"
in IEEE Access, vol. 9, pp. 47169-47183, 2021, doi:
10.1109/ACCESS.2021.3068074.
[5] L. L. Cárdenas, A. M. Mezher, P. A. Barbecho Bautista, J.
P. Astudillo León and M. A. Igartua, "A Multimetric
Predictive ANN-Based Routing Protocol for Vehicular Ad
Hoc Networks," in IEEE Access, vol. 9, pp. 86037-86053,
2021, doi: 10.1109/ACCESS.2021.3088474.
[6] M. A. Jubair et al., "A QoS Aware Cluster Head Selection
and Hybrid Cryptography Routing Protocol for Enhancing
Efficiency and Security of VANETs," in IEEE Access, vol. 10,
pp. 124792-124804, 2022, doi:
10.1109/ACCESS.2022.3224466.
[7] G. D. Singh, M. Prateek, S. Kumar, M. Verma, D. Singh
and H. -N. Lee, "Hybrid Genetic Firefly Algorithm-Based
Routing Protocol for VANETs," in IEEE Access, vol. 10, pp.
9142-9151, 2022, doi: 10.1109/ACCESS.2022.3142811.
[8] S. A. Rashid, M. Alhartomi, L. Audah and M. M. Hamdi,
"Reliability-Aware Multi-Objective Optimization-Based
Routing Protocol for VANETs Using Enhanced Gaussian
Mutation Harmony Searching," in IEEE Access, vol. 10, pp.
26613-26627, 2022, doi: 10.1109/ACCESS.2022.3155632.
[9] R. Han, J. Shi, Q. Guan, F. Banoori and W. Shen, "Speed
and Position Aware Dynamic Routing for Emergency
Message Dissemination in VANETs," in IEEE Access, vol.
10, pp. 1376-1385, 2022, doi:
10.1109/ACCESS.2021.3138960.
[10] K. Kandali, L. Bennis, O. E. Bannay and H. Bennis, "An
Intelligent Machine Learning Based Routing Scheme for
VANET," in IEEE Access, vol. 10, pp. 74318-74333, 2022,
doi: 10.1109/ACCESS.2022.3190964.

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  • 1. © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 674 A Systematic Review on Routing Protocols for VANETs Simna Ummer V U1, Dr. Elizabeth Isaac2, Anu Eldho3 1Student, Dept. of Computer Science and Engineering, Mar Athanasius College of Engineering, Kerala, India 2Professor, Dept. of Computer Science and Engineering, Mar Athanasius College of Engineering, Kerala, India 3Professor, Dept. of Computer Science and Engineering, Mar Athanasius College of Engineering, Kerala, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Vehicle Ad-hoc Networks (VANET) have grown to be a fascinating area of study for those working to create Intelligent Transport Systems. Vehicles move continuously and at various speeds in metropolitan areas, which frequently cause changes in the architecture of the network. The performance of routing procedures when sending data from one vehicle to another is the fundamental problem encountered in an urban environment. As a result, the effect of density in an urban context on the routing process in VANET has been the subject of research, as in the case with this work. This research focuses on routing protocols for VANETs. Key Words: VANET, Routing Protocol, V2V Communication, ProMRP, QoS 1. INTRODUCTION Vehicular Ad-hoc Networks have attracted the attention of scientists and engineers all over the world in recent years. This consideration arises from the significance of VANET in resolving traffic and safety issues as well as improving entertainment facilities in Intelligent Transportation Systems (ITS). Vehicular Ad hoc Networks (VANETs) are a subset of mobile ad hoc networks that allow communication between vehicles as well as vehicles and roadside units (RSUs). VANET seeks to transform vehicles into intelligent modes of transportation capable of collecting, transferring, and presenting data via vehicle-to- vehicle (V2V) and vehicle-to-infrastructure (V2I) communication. Vehicle-to-vehicle communications (V2V) allow vehicles to share messages by establishing temporary connections between them. We're thinking about having vehicles send traffic reports to the nearest RSU via multi-hop communications. That is, messages are forwarded hop by hop until they reach the nearest RSU. In general, urban roads are divided into two categories: intersections and road segments. A position-based routing protocol looks for the most efficient road segment—or routing path—between two communication nodes. Two crucial factors need to be taken into account: how to forward data packets along the chosen road segments and how to choose which road segments to use as the routing path. In VANETs, message transmission must contend with challenging issues like heterogeneous vehicle densities, frequent topology changes, and intermittent connectivity. The experience of VANET-based applications with a variety of quality of service (QoS) requirements, such as low latency and high accessibility, may be significantly impacted by these new challenges. Another feature of VANET technology is its integration with a full ITS, for a variety of purposes. Routing, reliability analysis, message scheduling, and medium access are all aspects of VANET technology. For several decades, VANET routing has been regarded as a research problem. Road safety and operation are intended to be improved in urban, rural, and highway settings through the use of ITS. These days, sensors, cameras, and on-board units are examples of computational devices that have the capacity to gather vast amounts of data. When handled appropriately using machine learning techniques, this enormous amount of data can be leveraged to produce practical tools that enhance the previously mentioned ITS. 2. LITERATURE SURVEY By gathering and referring to several studies, a literature review was undertaken. On routing protocols for VANETs, L. L. Cárdenas et.al [1] Describe a novel routing system for VANETs created specifically for urban settings, the probabilistic multi-metric routing protocol (ProMRP). ProMRP uses three metrics—vehicle density, travel time, and bandwidth—to make decisions about how to transfer data using a probabilistic approach. The protocol chooses the optimal forwarding node to use as the next one based on maintaining the lowest average packet delay and guaranteeing the highest probability of packet delivery. The EProMRP version also included an algorithm that allows one to accurately estimate the node's current position in the forwarding moment. The EProMRP proposal chooses the best forwarding technique to guarantee packet delivery in addition to adjusting the node's present position during packet delivery. L. Liu et al [2] suggested a trustworthy geographic routing scheme for urban VANETs that is based on forwarding International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 675 quality. To determine the optimal routing path, two factors were taken into consideration: QoF and link reliability. While the QoF is intended to reflect the channel quality by taking into account transmission cost, packet delivery ratio, and the impact of relative link positions on the network performance, link reliability is represented by the link lifespan, which characterizes the mobility of the nodes. Road segments can be assessed using the road weight evaluation (RWE) architecture, in which the backbone link is built to transport data. The smaller grid zones on the city map are intended to fit the network scale of an urban city. Various transmission strategies for packet forwarding are presented according to the destination's location. The suggested protocol outperforms current schemes in terms of packet delivery ratio and transmission delay, according to simulation results. J. Wu et al. [3] suggested a novel Traffic-Aware Routing (QTAR) protocol that uses RSU assistance to support Q- learning. QGGF, or efficient Q-greedy geographical forwarding, is based on V2V Q-learning within road segments, and R2R Q-learning is used to support intersection forwarding. This protocol enhances the overall routing performance of urban VANETs. Based on simulation evaluation results, QTAR performs better than other related routing protocols with respect to higher packet delivery ratio in sparse and dense traffic cases and lower packet delivery delay with minimal communication overhead in moderate traffic cases. K. Kandali et al [4] suggested a new clustering-based routing protocol to enhance data transmission in VANET in a high density and high mobility environment. The protocol is based on a modified K-Means algorithm combined with Continuous Hopfield Network and Maximum Stable Set Problem. The Continuous Hopfield Network solves the Maximum Stable Set Problem by choosing the suitable CHs. The link reliability model is then used as the basis for clustering, and cluster maintenance chooses a new cluster head based on factors like node degree, vehicle speed, and free buffer. If a vehicle satisfies the requirements of having a maximum node degree, a suitable velocity, and a maximum free space, it will be deemed a cluster head in each cluster. To evaluate the efficacy of the suggested method, a simulation in a highway vehicular environment was run, and a comparison with ICA-RBF and RMRPTS was made. According to the simulation results, KMRP significantly increases throughput by reducing collisions and traffic congestion. L. L. Cárdenas et al [5] Contributing to the creation of a clever machine learning-based routing protocol for VANETs that will be utilized to report traffic-related messages in urban settings is the aim. The current vehicle holding a given packet will use a new machine learning (ML)-based forwarding algorithm to determine which vehicle is the best next-hop to send that packet to its destination within its transmission range. A neural network constructed from a dataset of data records gathered during simulated urban scenarios serves as the foundation for this algorithm. The simulation results demonstrate how our multi-metric routing protocol for VANETs in urban settings has a higher packet delivery probability thanks to this ML-based proposal. M. A. Jubair et al [6] Introduced QoS-aware CH selection and hybrid cryptography. The QoS+ routing protocol uses hybrid security and clustering to preserve security and energy efficiency. The generation of ECC keys and QoS- based CH selection are the two primary steps in the proposed protocol. To run the simulation, NS2 is utilized. Parameters like network throughput, normalized routing load, message success rate, end-to-end delay, energy efficiency, and energy consumption are calculated to assess the network's performance. Based on the speed and transmission range, the following parameters are calculated: average cluster number, CH efficiency, and cluster member efficiency. The outcomes are calculated and contrasted with earlier KMSUNET and ECHS techniques. The suggested QoS+ superior results with variable vehicle speed and transmission range are achieved in the dynamically changing topology. G. D. Singh et.al [7] Using the firefly algorithm and the GA technique, an efficient routing protocol was proposed. The suggested methodology took advantage of the characteristics of fireflies to finish the task and communicate with other nodes. The suggested HGFA was evaluated and contrasted with the PSO and Firefly routing algorithms. When applied to sparse and dense traffic networks, the data obtained from the simulation results confirms that transmission was greatly decreased. The other two performance metrics, PDR and average throughput, were even more successfully met. Because of this, the suggested algorithm is better and can be applied to Swarm Intelligence-based routing S. A. Rashid et al [8] proposed a novel framework Reliability Aware Multi-Objective Optimization Based VANETs Routing (RAMO). The three levels of the framework are the routing algorithm, the reliability and geometrics-based routing criteria, and the simulation of the VANET system. The real network is the next step. An optimization block that controls the reliability, geometrical, and routing block parameters is also a part of
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 676 the framework. The optimization is based on the development of a novel variant of multi-objective harmony searching and is presented from a multi- objective perspective. This is a combination of Gaussian mutation, objective decomposition, and a harmony memory extraction algorithm that is referred to as Enhanced Gaussian Mutation Harmony Searching (EGMHS). Two levels of the evaluation were completed. The EGMHS evaluation was the first, and it made use of nine benchmarking R. Han et al[9] A speed and position aware dynamic routing (SPDR) scheme is proposed for disseminating Emergency Messages(EMs) on a multi-lane highway scenario. traffic. It is designed with a cooperative forwarding approach and dynamic, greedy routing based on speed metrics. Greedy routing is used with a speed metric to identify the optimal next-hop for retransmission in order to guarantee dependable forwarding. The collaborative forwarding strategy is used to increase delivery success when forwarding fails. According to the simulation results, the suggested SPDR performs better in terms of message delivery ratio, average dissemination delay, and network throughput than GPSR and role-based multicast protocols. K. Kandali et al [10] suggests an effective clustering routing system for VANETs based on PSO (Particle Swarm Optimization) and DPC (Density Peaks Clustering). The clustering algorithm used in this approach combines the advantages of the DPC and PSO algorithms. This scheme adds the DPC algorithm to the PSO algorithm to select CH (Cluster Heads). It builds clusters based on link quality rather than distance. The effectiveness of the suggested new routing approach (ECRDP) in an urban setting is evaluated by contrasting it with the GAPC and NMDP-APC algorithms using various densities. The results show how well the suggested strategy works to maintain routing efficiency and cluster stability. 3. COMPARATIVE ANALYSIS Table -1: Comparative Study of Routing Protocols for VANETs S.No. Authors Methods used Benefits 1 L. L. Cárdenas et al[1] ProMRP ProMRP calculates the likelihood that every node's neighbor who is presently transporting a packet will deliver it to its destination. 2 L. Liu et.al[2] QFRG Ensuring QoF and meeting the link reliability requirement determine the optimal route in QFRG. 3 J. Wu et al[3] RSU assisted QTAR In both sparse and dense traffic scenarios, QTAR achieves a higher packet delivery ratio than other related routing protocols currently in use. 4 K. Kandali et al. [4] KMRP By guaranteeing the stability of the clusters in high density and mobility and reducing transmission delay, KMRP improves the packet delivery ratio. 5 L. L. Cárdenas et al[5] MPANN In most situations, MPANN performs better than 3MRP in terms of packet losses and packet delays. 6 M. A. Jubair et al[6] QoS+ superior QoS+ results in the dynamically changing topology with variable vehicle speed and transmission range. 7 G. D. Singh et.al[7] HGFA It works well in networks that are dense or sparse. 8 S. A. Rashid et al[8] RAMO It performs better than the others in terms of networking and MOO metrics. 9 R. Han et.al[9] SPDR Regarding the mean dissemination delay, network throughput, and message delivery ratio, SPDR performs better than the current protocols. 10 K. Kandali et.al[10] ECRDP The ECRDP method demonstrates a remarkable capacity to uphold cluster stability when dealing with a substantial quantity of automobiles. 4. CONCLUSIONS With adequate discussion regarding routing protocols for VANETs, an efficient routing protocol that meets the needs and characteristics of VANETs is essential for achieving good results in terms of average packet loss percentage
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 11 | Nov 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 677 and average packet latency from beginning to end. VANETs have unique requirements and characteristics that make designing suitable routing protocols difficult. Vehicles go continuously and at varying speeds in urban environments, causing frequent changes in network topology. The effectiveness of routing protocols in transporting data between vehicles is the major problem in urban scenario. REFERENCES [1] L. L. Cárdenas, A. M. Mezher, P. A. B. Bautista and M. A. Igartua, "A Probability-Based Multimetric Routing Protocol for Vehicular Ad Hoc Networks in Urban Scenarios," in IEEE Access, vol. 7, pp. 178020-178032, 2019, doi: 10.1109/ACCESS.2019.2958743. [2] L. Liu, C. Chen, B. Wang, Y. Zhou and Q. Pei, "An Efficient and Reliable QoF Routing for Urban VANETs With Backbone Nodes," in IEEE Access, vol. 7, pp. 38273-38286, 2019, doi: 10.1109/ACCESS.2019.2905869. [3] Wu, M. Fang, H. Li and X. Li, "RSU-Assisted Traffic- Aware Routing Based on Reinforcement Learning for Urban Vanets," in IEEE Access, vol. 8, pp. 5733-5748, 2020, doi: 10.1109/ACCESS.2020.2963850. [4] K. Kandali, L. Bennis and H. Bennis, "A New Hybrid Routing Protocol Using a Modified K-Means Clustering Algorithm and Continuous Hopfield Network for VANET," in IEEE Access, vol. 9, pp. 47169-47183, 2021, doi: 10.1109/ACCESS.2021.3068074. [5] L. L. Cárdenas, A. M. Mezher, P. A. Barbecho Bautista, J. P. Astudillo León and M. A. Igartua, "A Multimetric Predictive ANN-Based Routing Protocol for Vehicular Ad Hoc Networks," in IEEE Access, vol. 9, pp. 86037-86053, 2021, doi: 10.1109/ACCESS.2021.3088474. [6] M. A. Jubair et al., "A QoS Aware Cluster Head Selection and Hybrid Cryptography Routing Protocol for Enhancing Efficiency and Security of VANETs," in IEEE Access, vol. 10, pp. 124792-124804, 2022, doi: 10.1109/ACCESS.2022.3224466. [7] G. D. Singh, M. Prateek, S. Kumar, M. Verma, D. Singh and H. -N. Lee, "Hybrid Genetic Firefly Algorithm-Based Routing Protocol for VANETs," in IEEE Access, vol. 10, pp. 9142-9151, 2022, doi: 10.1109/ACCESS.2022.3142811. [8] S. A. Rashid, M. Alhartomi, L. Audah and M. M. Hamdi, "Reliability-Aware Multi-Objective Optimization-Based Routing Protocol for VANETs Using Enhanced Gaussian Mutation Harmony Searching," in IEEE Access, vol. 10, pp. 26613-26627, 2022, doi: 10.1109/ACCESS.2022.3155632. [9] R. Han, J. Shi, Q. Guan, F. Banoori and W. Shen, "Speed and Position Aware Dynamic Routing for Emergency Message Dissemination in VANETs," in IEEE Access, vol. 10, pp. 1376-1385, 2022, doi: 10.1109/ACCESS.2021.3138960. [10] K. Kandali, L. Bennis, O. E. Bannay and H. Bennis, "An Intelligent Machine Learning Based Routing Scheme for VANET," in IEEE Access, vol. 10, pp. 74318-74333, 2022, doi: 10.1109/ACCESS.2022.3190964.