• 제목/요약/키워드: Ant colony optimization protocols

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DEVELOPMENT OF AUTONOMOUS QoS BASED MULTICAST COMMUNICATION SYSTEM IN MANETS

  • Sarangi, Sanjaya Kumar;Panda, Mrutyunjaya
    • International Journal of Computer Science & Network Security
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    • 제21권8호
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    • pp.342-352
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    • 2021
  • Multicast Routings is a big challenge due to limitations such as node power and bandwidth Mobile Ad-hoc Network (MANET). The path to be chosen from the source to the destination node requires protocols. Multicast protocols support group-oriented operations in a bandwidth-efficient way. While several protocols for multi-cast MANETs have been evolved, security remains a challenging problem. Consequently, MANET is required for high quality of service measures (QoS) such infrastructure and application to be identified. The goal of a MANETs QoS-aware protocol is to discover more optimal pathways between the network source/destination nodes and hence the QoS demands. It works by employing the optimization method to pick the route path with the emphasis on several QoS metrics. In this paper safe routing is guaranteed using the Secured Multicast Routing offered in MANET by utilizing the Ant Colony Optimization (ACO) technique to integrate the QOS-conscious route setup into the route selection. This implies that only the data transmission may select the way to meet the QoS limitations from source to destination. Furthermore, the track reliability is considered when selecting the best path between the source and destination nodes. For the optimization of the best path and its performance, the optimized algorithm called the micro artificial bee colony approach is chosen about the probabilistic ant routing technique.

A Hybrid Routing Protocol Based on Bio-Inspired Methods in a Mobile Ad Hoc Network

  • Alattas, Khalid A
    • International Journal of Computer Science & Network Security
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    • 제21권1호
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    • pp.207-213
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    • 2021
  • Networks in Mobile ad hoc contain distribution and do not have a predefined structure which practically means that network modes can play the role of being clients or servers. The routing protocols used in mobile Ad-hoc networks (MANETs) are characterized by limited bandwidth, mobility, limited power supply, and routing protocols. Hybrid routing protocols solve the delay problem of reactive routing protocols and the routing overhead of proactive routing protocols. The Ant Colony Optimization (ACO) algorithm is used to solve other real-life problems such as the travelling salesman problem, capacity planning, and the vehicle routing challenge. Bio-inspired methods have probed lethal in helping to solve the problem domains in these networks. Hybrid routing protocols combine the distance vector routing protocol (DVRP) and the link-state routing protocol (LSRP) to solve the routing problem.

Prolong life-span of WSN using clustering method via swarm intelligence and dynamical threshold control scheme

  • Bao, Kaiyang;Ma, Xiaoyuan;Wei, Jianming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권6호
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    • pp.2504-2526
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    • 2016
  • Wireless sensors are always deployed in brutal environments, but as we know, the nodes are powered only by non-replaceable batteries with limited energy. Sending, receiving and transporting information require the supply of energy. The essential problem of wireless sensor network (WSN) is to save energy consumption and prolong network lifetime. This paper presents a new communication protocol for WSN called Dynamical Threshold Control Algorithm with three-parameter Particle Swarm Optimization and Ant Colony Optimization based on residual energy (DPA). We first use the state of WSN to partition the region adaptively. Moreover, a three-parameter of particle swarm optimization (PSO) algorithm is proposed and a new fitness function is obtained. The optimal path among the CHs and Base Station (BS) is obtained by the ant colony optimization (ACO) algorithm based on residual energy. Dynamical threshold control algorithm (DTCA) is introduced when we re-select the CHs. Compared to the results obtained by using APSO, ANT and I-LEACH protocols, our DPA protocol tremendously prolongs the lifecycle of network. We observe 48.3%, 43.0%, and 24.9% more percentages of rounds respectively performed by DPA over APSO, ANT and I-LEACH.

Ant Colony Optimization and Data Centric Routing Approach for Sensor Networks

  • 임슈윤;이은유;박수현;이훈재
    • 한국정보통신학회논문지
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    • 제11권2호
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    • pp.410-415
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    • 2007
  • 최근 센서 네트워크 기술 발전은 효과적인 라우팅 방법 개발로 부터 시작되었으며, 라우팅 프로토콜이 응용프로 그램이나 네트워크 아키텍처에 의존적이라는 차이 때문에 라우팅 프로토콜은 많은 주의를 요한다. 빠른 환경 변화와 능동적인 네트워크 구조의 특징은 효과적인 라우팅과 에너지 소비에 매우 치명적이다. 센서 네트워크는 에너지 소비라는 부분에서 전통적인 네트워크와는 다르며, 따라서 데이터 중심적인 기술들은 효율적인 에너지 보급을 위하여 라우팅을 실행하곤 한다. 본 논문에서는 네트워크 라우팅에서 ant colony 최적화 기술과 전송 데이터 구성을 위한 데이터 집중 라우팅 능력 등 두 가지 이점을 이용하여 효율적인 자율센서 네트워크 구축방법을 제시한다.

Using Ant Colony Optimization to Find the Best Precautionary Measures Framework for Controlling COVID-19 Pandemic in Saudi Arabia

  • Alshamrani, Raghad;Alharbi, Manal H.
    • International Journal of Computer Science & Network Security
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    • 제22권10호
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    • pp.352-358
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    • 2022
  • In this paper, we study the relationship between infection rates of covid 19 and the precautionary measures and strict protocols taken by Saudi Arabia to combat the spread of the coronavirus disease and minimize the number of infected people. Based on the infection rates and the timetable of precautionary measures, the best framework of precautionary measures was identified by applying the traveling salesman problem (TSP) that relies on ant colony optimization (ACO) algorithms. The proposed algorithm was applied to daily infected cases data in Saudi Arabia during three periods of precautionary measures: partial curfew, whole curfew, and gatherings penalties. The results showed the partial curfew and the whole curfew for some cities have the minimum total cases over other precautionary measures. The gatherings penalties had no real effect in reducing infected cases as the other two precautionary measures. Therefore, in future similar circumstances, we recommend first applying the partial curfew and the whole curfew for some cities, and not considering the gatherings penalties as an effective precautionary measure. We also recommend re-study the application of the grouping penalty, to identify the reasons behind the lack of its effectiveness in reducing the number of infected cases.

개미 집단 최적화를 이용한 무선 센서 네트워크의 라우팅 알고리즘 (A Routing Algorithm for Wireless Sensor Networks with Ant Colony Optimization)

  • 정의현
    • 한국컴퓨터정보학회논문지
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    • 제12권5호
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    • pp.131-137
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    • 2007
  • 최근 유무선 네트워크의 라우팅과 부하 분산에 대한 간단하지만, 효과적인 방법으로 개미 집단 최적화 가 주목받고 있다. 그러나 정체(stagnation) 효과 때문에 개미 집단 최적화를 무선 센서 네트워크에 적용하는 것이 어려워서, 개미 집단 최적화를 무선 센서 네트워크의 라우팅 성능을 개선하는데 적용하고자 하는 연구는 적었다. 본 논문에서는 개미 집단 최적화에 기반한 에너지 효율적인 경로 선정 알고리즘을 제안한다. 제안된 알고리즘은 단순히 개미 집단 최적화를 라우팅 알고리즘에 적용하는 것 외에, 정체 효과를 감소시키는 방식을 도입하였다. 시뮬레이션 결과에 의하면, 제안된 알고리즘은 무선 센서 네트워크의 멀티 홉 평면 라우팅 프로토콜에서 유명한 Direct Diffusion에 비해서 데이터 전송 지연과 에너지 효율 면에서 뛰어남을 보여주었다. 더욱이 개미 집단 최적화를 무선 센서네트워크에 단순히 도입한 방식에 비해서도 정체 효과를 줄일 수 있음을 확인하였다.

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Trust Based Authentication and Key Establishment for Secure Routing in WMN

  • Akilarasu, G.;Shalinie, S. Mercy
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권12호
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    • pp.4661-4676
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    • 2014
  • In Wireless Mesh Networks (WMN), an authentication technique can be compromised due to the distributed network architecture, the broadcast nature of the wireless medium and dynamic network topology. Several vulnerabilities exist in different protocols for WMNs. Hence, in this paper, we propose trust based authentication and key establishment for secure routing in WMN. Initially, a trust model is designed based on Ant Colony Optimization (ACO) to exchange the trust information among the nodes. The routing table is utilized to select the destination nodes, for which the link information is updated and the route verification is performed. Based on the trust model, mutual authentication is applied. When a node moves from one operator to another for accessing the router, inter-authentication will be performed. When a node moves within the operator for accessing the router, then intra-authentication will be performed. During authentication, keys are established using identity based cryptography technique. By simulation results, we show that the proposed technique enhances the packet delivery ratio and resilience with reduced drop and overhead.

양방향 경로 설정 및 루프 방지를 통한 개선된 AntHocNet (Improved AntHocNet with Bidirectional Path Setup and Loop Avoidance)

  • 라프만 샴스 우르;남재충;아즈말 칸;조유제
    • 한국통신학회논문지
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    • 제42권1호
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    • pp.64-76
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    • 2017
  • MANET (Mobile Ad hoc Network)에서 라우팅은 네트워크 토폴로지의 동적인 변화에 큰 영향을 받는다. AntHocNet은 집단 개미가 최적 경로를 통해 먹이를 찾아가는 원리를 모방한 집단생태 특성 기반 MANET 라우팅 프로토콜이다. 하지만, AntHocNet은 다른 MANET 라우팅 프로토콜과 달리 단방향 경로만을 지원하여 양방향 통신이 요구되는 다양한 응용 환경에서 사용하기에 많은 제약이 따른다. 또한, AntHocNet은 다중 경로를 통한 확률적 라우팅으로 인해 루핑 문제 (looping problems)를 빈번히 발생시킨다. 본 논문에서는 AntHocNet에서 양방향 경로 수립을 위한 향상된 경로 수립 방안을 제안한다. 또한, 다양한 시나리오별 루핑 문제의 발생 원인을 분석하고 루프 방지를 위한 해결 방안을 제시한다. NS-2 시뮬레이션을 통해 기존 AntHocNet과의 성능을 비교하였으며, 제안 방안이 라우팅 오버헤드, 종단간 지연 시간, 패킷 전달률 측면에서 기존 방안에 비해 우수한 성능을 보임을 확인하였다.

Routing Protocol for Wireless Sensor Networks Based on Virtual Force Disturbing Mobile Sink Node

  • Yao, Yindi;Xie, Dangyuan;Wang, Chen;Li, Ying;Li, Yangli
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권4호
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    • pp.1187-1208
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    • 2022
  • One of the main goals of wireless sensor networks (WSNs) is to utilize the energy of sensor nodes effectively and maximize the network lifetime. Thus, this paper proposed a routing protocol for WSNs based on virtual force disturbing mobile Sink node (VFMSR). According to the number of sensor nodes in the cluster, the average energy and the centroid factor of the cluster, a new cluster head (CH) election fitness function was designed. At the same time, a hexagonal fixed-point moving trajectory model with the best radius was constructed, and the virtual force was introduced to interfere with it, so as to avoid the frequent propagation of sink node position information, and reduce the energy consumption of CH. Combined with the improved ant colony algorithm (ACA), the shortest transmission path to Sink node was constructed to reduce the energy consumption of long-distance data transmission of CHs. The simulation results showed that, compared with LEACH, EIP-LEACH, ANT-LEACH and MECA protocols, VFMSR protocol was superior to the existing routing protocols in terms of network energy consumption and network lifetime, and compared with LEACH protocol, the network lifetime was increased by more than three times.

A Metaheuristic Approach Towards Enhancement of Network Lifetime in Wireless Sensor Networks

  • J. Samuel Manoharan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권4호
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    • pp.1276-1295
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    • 2023
  • Sensor networks are now an essential aspect of wireless communication, especially with the introduction of new gadgets and protocols. Their ability to be deployed anywhere, especially where human presence is undesirable, makes them perfect choices for remote observation and control. Despite their vast range of applications from home to hostile territory monitoring, limited battery power remains a limiting factor in their efficacy. To analyze and transmit data, it requires intelligent use of available battery power. Several studies have established effective routing algorithms based on clustering. However, choosing optimal cluster heads and similarity measures for clustering significantly increases computing time and cost. This work proposes and implements a simple two-phase technique of route creation and maintenance to ensure route reliability by employing nature-inspired ant colony optimization followed by the fuzzy decision engine (FDE). Benchmark methods such as PSO, ACO and GWO are compared with the proposed HRCM's performance. The objective has been focused towards establishing the superiority of proposed work amongst existing optimization methods in a standalone configuration. An average of 15% improvement in energy consumption followed by 12% improvement in latency reduction is observed in proposed hybrid model over standalone optimization methods.