A Recurrent Reward Based Learning Technique for Secure Neighbor Selection in Mobile AD-HOC Networks

Sankaran, K. Sakthidasan; Vasudevan, N.; Devabalaji, K.R.; Babu, Thanikanti Sudhakar; Alhelou, Hassan Haes; Yuvaraj, T.

doi:10.1109/access.2021.3055422

Cited by 38 publications

(11 citation statements)

References 27 publications

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“…This technique makes use of a learning approach for understanding the malicious behavior of mobile nodes. Usage of the learning scheme is also observed in Sankaran et al [30], where the selection mechanism of the neighboring mobile node is secured in MANET. The learning scheme is used for reviewing the secure routing consistency.…”

Section: Review Of Literaturementioning

confidence: 83%

A Novel Integrated Scheme for Detection and Mitigation of Route Diversion Attack in MANET

Ramaprasad¹,

Lingareddy²

2021

IJACSA

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With the involvement of Mobile Adhoc Network (MANET) in many upcoming technologies and applications, there is an increasing concern about secure data transmission. Until the last decade, various solutions have evolved to circumvent this threat; however, the security issue is still a more significant threat. The problems studied during the review are usage of Complex Cryptographic Usage, Less Energy Efficient, Fewer studies towards Route Diversion Attack, and Less Emphasis towards Securing Beacon. An analytical method has been used to study these problems. This paper introduces a novel scheme that carries out dual operation viz. i) assessing the link legitimacy for detection of route diversion attack, and ii) costeffective countermeasures for the same attack. The key findings of proposed study is token generation process when associated with link legitimacy offers more routing security from various ranges of threats. The broader implication of this finding is that proposed system when characterized by lightweight encryption operation, it is capable of excelling better balance between data transmission and security performance unlike existing security solutions in MANET.

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Section: Review Of Literaturementioning

confidence: 83%

A Novel Integrated Scheme for Detection and Mitigation of Route Diversion Attack in MANET

Ramaprasad¹,

Lingareddy²

2021

IJACSA

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“…The MANET consensus mechanism proposes multiple trust predictions based on exchanging group proposals [24]. Trust is defined as an individual's level of trust in any participating node's behavior [25]. Reference [26] Distinguished trust maintenance from several security measures in offering and maintaining security measures and interactions.…”

Section: Related Workmentioning

confidence: 99%

“…On the other side, the present frameworks for assessing each node's trust level in MANET have increasing computational power challenges. Numerous safe and power-aware multihop routing procedures have recently been developed for MANETs, including Hybrid Secure Multipath Routing Protocol (HSMRP) [23], Trust Aware Secure Energy Efficient Hybrid Protocol (TASEEHP) [24], Recurrent Reward-Based Learning (RRBL) [25], and Signcryption Technique (ST) [26]. These practices are highly successful in facing a range of security threats.…”

Section: Related Workmentioning

confidence: 99%

Hybrid Trust Based Reputation Mechanism for Discovering Malevolent Node in MANET

Pari¹,

Sudharson²

2023

Computer Systems Science and Engineering

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A self-contained connection of wireless links that functions without any infrastructure is known as Mobile Ad Hoc Network (MANET). A MANET's nodes could engage actively and dynamically with one another. However, MAN-ETs, from the other side, are exposed to severe potential threats that are difficult to counter with present security methods. As a result, several safe communication protocols designed to enhance the secure interaction among MANET nodes. In this research, we offer a reputed optimal routing value among network nodes, secure computations, and misbehavior detection predicated on node's trust levels with a Hybrid Trust based Reputation Mechanism (HTRM). In addition, the study designs a robust Public Key Infrastructure (PKI) system using the suggested trust evaluation method in terms of "key" generation, which is a crucial component of a PKI cryptosystem. We also concentrate on the solid node authenticating process that relies on pre-authentication. To ensure edge-to-edge security, we assess safe, trustworthy routes to secure computations and authenticate mobile nodes, incorporating uncertainty into the trust management solution. When compared to other protocols, our recommended approach performs better. Finally, we use simulations data and performance evaluation metrics to verify our suggested approach's validity Our approach outperformed the competing systems in terms of overall end-to-end delay, packet delivery ratio, performance, power consumption, and key-computing time by 3.47%, 3.152%, 2.169%, and 3.527%, 3.762%, significantly.

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“…Traditional routing and clever machine learning paradigms are inherited by Sankaran et al in the classification of nodes based on their communication patterns. It is possible to build reliable and secure pathways to a destination by thoroughly studying the behavior of the nodes at various communication hop levels [31]. In order to help the optimization process, intelligent computing and decision-making algorithms use present and previous behavior of nodes to identify the adversary.…”

Section: Related Workmentioning

confidence: 99%

Cluster Head Selection and Energy Efficient Multicast Routing Protocol-Based Optimal Route Selection for Mobile Ad Hoc Networks

Manimegalai

Raj

et al. 2022

Wireless Communications and Mobile Computing

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Wireless networks with a large number of peer nodes are known as mobile ad hoc networks (MANETs). In MANETs, the mobility of nodes causes a number of challenges, including path preservation, battery life, safety, dependability, and unexpected connection characteristics. As a result, the network’s quality of service (QoS) would be compromised (QoS). For the discovery and maintenance of pathways in MANETs, the routing protocol is critical. By implementing the multicast routing protocol, the MANET network’s reliability may be improved significantly. Evaluation of multicast routing for quality of service (QoS) is the primary goal of this study. In multicasting, data packets from one node are transmitted to a set of receiver nodes at a time, simultaneously. Multicasting reduces transmission costs. Cluster head selection is one of the challenges in MANET. This proposed research paper optimal route selection (ORS) provides the cluster head selection and alternate cluster head selection for avoiding the failure of the cluster head, generation of the optimal path between the cluster head and member node based on reliability pair factor and node’s energy, and establishment of the path based on maximum energy and number of hops between the nodes (minimum number of hops). In comparison to existing methods, ORS is more effective in the energy-efficient path between base station and cluster head, and member node is provided by an ORS route. Results show that the proposed ORSMAN has higher throughput, minimum latency, minimum jitter, and maximum packet delivery ratio, when compared to the existing methodologies.

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A Recurrent Reward Based Learning Technique for Secure Neighbor Selection in Mobile AD-HOC Networks

Cited by 38 publications

References 27 publications

A Novel Integrated Scheme for Detection and Mitigation of Route Diversion Attack in MANET

A Novel Integrated Scheme for Detection and Mitigation of Route Diversion Attack in MANET

Hybrid Trust Based Reputation Mechanism for Discovering Malevolent Node in MANET

Cluster Head Selection and Energy Efficient Multicast Routing Protocol-Based Optimal Route Selection for Mobile Ad Hoc Networks

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