An intelligent trust sensing scheme with metaheuristic based secure routing protocol for Internet of Things

Gali, Sowmya; Nidumolu, Venkatram

doi:10.1007/s10586-021-03473-3

Cited by 21 publications

(21 citation statements)

References 22 publications

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“…At each simulation, we have considered different source and destination nodes and after receiving the data at destination node, we measured the performance through different metrics. Further, to check the efficiency of proposed approach, we compared it with several existing methods such as TRM-IOT [9], OSEAP-IOT [10], MCTAR-IOT [15] and CBBMOR-TSM-IOT [16]. The observations are shown in the following figures.…”

Section: Resultsmentioning

confidence: 99%

“…In such situation, the selection of Metaheuristic algorithm becomes complex. Hence, we conduct a simulation study through different Metaheuristic algorithms including "particle swarm optimization (PSO)" [26], "gravitational search optimization (GSA)" [27], "whale optimization algorithm (WOA)" [28], "chaotic bumble bee mating optimization (CBBMO)" [16] and "firefly algorithm (FFA)". Among these algorithms, we found the better performance at FFA which ensured a less delay than the remaining algorithms.…”

Section: Resultsmentioning

confidence: 99%

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Compound Metric Assisted Trust Aware Routing for Internet of Things through Firefly Algorithm

2023

IJIES

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Security and privacy are the major concerns in the internet of things (IoT) which are uncertain and unpredictable. Trust aware routing is one of the recent and effective strategies which ensure better resilience for IoT nodes from different security threats. Towards such concern, this paper proposes a new strategy called independent onlooker withstanding trust aware routing (IOWTAR) for IoT. IOWTAR introduced a new compound trust metric by combining three individual metrics namely independent trust, onlooker trust, and withstanding trust (a combination of resilient trust and immovability trust). Independent trust and onlooker trust are assessed based on direct and indirect experiences of nodes about their neighbor nodes. Withstanding trust is assessed based on the stability and resilience of nodes towards dynamic topological changes and network failures respectively. Further, this work adapted the Firefly algorithm (FFA) to optimize the weights of individual trusts and establishes a secure path. Simulation experiments carried out over the proposed method had shown its superiority in terms of packet delivery ratio, delay, and throughput. The proposed method has gained an average improvement in the throughput is of 23.71%, 20.18%, 17.27%, and 2.88% from PSO, GSA, WOA, and CBBMOR-TSM-IOT methods respectively.

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Section: Resultsmentioning

confidence: 99%

Section: Resultsmentioning

confidence: 99%

Compound Metric Assisted Trust Aware Routing for Internet of Things through Firefly Algorithm

2023

IJIES

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“…CMTL transcends LE and moral education, thus generating a new whole. This new thing transcends the essence of the original LE and moral education, breaks the situation that LE and moral education work independently 10 . CMTL is not only derived from LE and moral education, but also higher than LE and moral education.…”

Section: Characteristics Of Cmtlmentioning

confidence: 93%

Network education integrated system based on intelligent algorithm

Lei

2023

International Conference on Computer Application and Information Security (ICCAIS 2022)

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With the development of social process, the change of times and the evolution of LE policy, the understanding of labor education (LE) and moral education will be different in different periods; Educators urgently need to look at LE from a new perspective, achieve the educational effect of 1 + 1 < 2 through the combination of LE and moral education, reunderstand labor education, and reconstruct China’s LE system of basic education from the perspective of “cultivating morality through labor” (CMTL). At the same time, intelligent network education (NE) integration system is also an important research topic of education departments and colleges and universities; With the continuous in-depth research on computer technology, people have gradually introduced scientific calculation methods into the education system, among which the intelligent test paper generation algorithm is one of many algorithms. This paper discusses the construction of NE integration system based on intelligent algorithm (IA), and puts forward an intelligent test paper generation algorithm based on improved genetic algorithm based on integer coding. It is verified by college students’ moral education test that using this algorithm, the system can select appropriate topics from the test question bank and combine them into a high-quality test paper; Using intelligent test paper generation algorithm to construct standard answer template for matching can effectively improve the scoring accuracy of subjective questions.

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“…The author in [ 22 ] addressed an intelligent opportunistic routing algorithm for wireless sensor networks and applies it for e-healthcare. The author in [ 23 ] presented an intelligent trust sensing scheme with metaheuristic-based secure routing protocol for Internet of Things in [ 23 ], to identify the next hope by using a fitness function. However, it cannot avoid the attacker directly in order to select the next hope.…”

Section: Related Work and Motivationsmentioning

confidence: 99%

“…The author in [ 25 ] studied a trust-based secure intelligent opportunistic routing protocol to avoid the gray and black-hole attack in the wireless sensor networks. However, these works [ 22 , 23 , 24 , 25 ] proposed secure routing that did not focus on sinkhole attack in VANET. The authors in [ 26 ] addressed the method of speed adaptive beacon broadcast (SABB) to propagate information in urban and highway environments.…”

Section: Related Work and Motivationsmentioning

confidence: 99%

A Hybrid Price Auction-Based Secure Routing Protocol Using Advanced Speed and Cosine Similarity-Based Clustering against Sinkhole Attack in VANETs

Pramitarini

Perdana

Tran

et al. 2022

Sensors

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In ad-hoc vehicle networks (VANETs), the random mobility causes the rapid network topology change, which leads to the challenge of the reliable data transmission. In this paper, we propose a hybrid-price auction-based secure routing (HPA-SR) protocol using advanced speed and cosine similarity-based (ASCS) clustering to establish a secure route to avoid sinkhole attacks and improve connectivity between nodes. The main features and contributions of the proposed HPA-SR protocol are as follows. First, the HPA-SR protocol is employed by the first- and second-price auctions to avoid sinkhole attacks. More specifically, using the Markov decision process (MDP), each node can select a kind of auction method to establish the secure route by avoiding the sinkhole attack. Second, the advanced speed cosine similarity clustering protocol that is considered as underlying structure is presented to improve the connectivity between nodes. The ASCS is constructed based on the cosine similarity and distance between nodes using the speed and direction of the nodes. The results of the performance show that the proposed HPA-SR protocol can establish the secure route avoiding the sinkhole attack while the proposed ASCS clustering can support the strong connectivity. Besides, the HPA-SR with ASCS protocol can show better performance than the benchmark protocol in terms of the routing delay, packet loss ratio, number of packet loss, and control overhead.

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An intelligent trust sensing scheme with metaheuristic based secure routing protocol for Internet of Things

Cited by 21 publications

References 22 publications

Compound Metric Assisted Trust Aware Routing for Internet of Things through Firefly Algorithm

Compound Metric Assisted Trust Aware Routing for Internet of Things through Firefly Algorithm

Network education integrated system based on intelligent algorithm

A Hybrid Price Auction-Based Secure Routing Protocol Using Advanced Speed and Cosine Similarity-Based Clustering against Sinkhole Attack in VANETs

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