• Title/Summary/Keyword: Cluster 기법

Search Result 1,066, Processing Time 0.025 seconds

Modeling of the Cluster-based Multi-hop Sensor Networks (클거스터 기반 다중 홉 센서 네트워크의 모델링 기법)

  • Choi Jin-Chul;Lee Chae-Woo
    • Journal of the Institute of Electronics Engineers of Korea TC
    • /
    • v.43 no.1 s.343
    • /
    • pp.57-70
    • /
    • 2006
  • This paper descWireless Sensor Network consisting of a number of small sensors with transceiver and data processor is an effective means for gathering data in a variety of environments. The data collected by each sensor is transmitted to a processing center that use all reported data to estimate characteristics of the environment or detect an event. This process must be designed to conserve the limited energy resources of the sensor since neighboring sensors generally have the data of similar information. Therefore, clustering scheme which sends aggregated information to the processing center may save energy. Existing multi-hop cluster energy consumption modeling scheme can not estimate exact energy consumption of an individual sensor. In this paper, we propose a new cluster energy consumption model which modified existing problem. We can estimate more accurate total energy consumption according to the number of clusterheads by using Voronoi tessellation. Thus, we can realize an energy efficient cluster formation. Our modeling has an accuracy over $90\%$ when compared with simulation and has considerably superior than existing modeling scheme about $60\%.$ We also confirmed that energy consumption of the proposed modeling scheme is more accurate when the sensor density is increased.

An Energy Efficient Unequal Clustering Algorithm for Wireless Sensor Networks (무선 센서 네트워크에서의 에너지 효율적인 불균형 클러스터링 알고리즘)

  • Lee, Sung-Ju;Kim, Sung-Chun
    • The KIPS Transactions:PartC
    • /
    • v.16C no.6
    • /
    • pp.783-790
    • /
    • 2009
  • The necessity of wireless sensor networks is increasing in the recent years. So many researches are studied in wireless sensor networks. The clustering algorithm provides an effective way to prolong the lifetime of the wireless sensor networks. The one-hop routing of LEACH algorithm is an inefficient way in the energy consumption of cluster-head, because it transmits a data to the BS(Base Station) with one-hop. On the other hand, other clustering algorithms transmit data to the BS with multi-hop, because the multi-hop transmission is an effective way. But the multi-hop routing of other clustering algorithms which transmits data to BS with multi-hop have a data bottleneck state problem. The unequal clustering algorithm solved a data bottleneck state problem by increasing the routing path. Most of the unequal clustering algorithms partition the nodes into clusters of unequal size, and clusters closer to the BS have small-size the those farther away from the BS. However, the energy consumption of cluster-head in unequal clustering algorithm is more increased than other clustering algorithms. In the thesis, I propose an energy efficient unequal clustering algorithm which decreases the energy consumption of cluster-head and solves the data bottleneck state problem. The basic idea is divided a three part. First of all I provide that the election of appropriate cluster-head. Next, I offer that the decision of cluster-size which consider the distance from the BS, the energy state of node and the number of neighborhood node. Finally, I provide that the election of assistant node which the transmit function substituted for cluster-head. As a result, the energy consumption of cluster-head is minimized, and the energy consumption of total network is minimized.

A Multi-hash Chain Scheme for Ensure Data Integirty Nodes in Wireless Sensor Network (무선 센서 네트워크에서 데이터 무결성을 보장하기 위한 다중 해쉬 체인 기법)

  • Park, Gil-Cheol;Jeong, Yoon-Su;Kim, Yong-Tae;Lee, Sang-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.14 no.10
    • /
    • pp.2358-2364
    • /
    • 2010
  • Recently, In the wireless sensor network, a study which guarantees integrity of not only data gathered from sensor node but also energy consumption of it is now going on. However, the existing study cannot guarantee data integrity and overhead of cluster head which merges data from sensor node. This paper proposes multi-path hash chain technique which guarantees integrity of merged data and reduces overhead of cluster head when cluster head merges with data transmitted from sensor node. The proposed technique forms multi-hash chain dividing main-path and assistance-path to guarantee data integrity of cluster head, when merges data. The assistance-path, which is used when main-path is not, supports integrity of sensor node while minimizing overhead of cluster head when sensor node is authenticate.

A Dynamic Pre-Cluster Head Algorithm for Topology Management in Wireless Sensor Networks (무선 센서네트워크에서 동적 예비 클러스터 헤드를 이용한 효율적인 토폴로지 관리 방안에 관한 연구)

  • Kim Jae-Hyun;Lee Jai-Yong;Kim Seog-Gyu;Doh Yoon-Mee;Park No-Seong
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.31 no.6B
    • /
    • pp.534-543
    • /
    • 2006
  • As the topology frequently varies, more cluster reconstructing is needed and also management overheads increase in the wireless ad hoc/sensor networks. In this paper, we propose a multi-hop clustering algorithm for wireless sensor network topology management using dynamic pre-clusterhead scheme to solve cluster reconstruction and load balancing problems. The proposed scheme uses weight map that is composed with power level and mobility, to choose pre-clusterhead and construct multi-hop cluster. A clusterhead has a weight map and threshold to hand over functions of clusterhead to pre-clusterhead. As a result of simulation, our algorithm can reduce overheads and provide more load balancing well. Moreover, our scheme can maintain the proper number of clusters and cluster members regardless of topology changes.

Efficient restriction of route search area in cluster based wireless ad hoc networks (클러스터 기반 무선 애드 혹 네트워크에서의 효율적인 경로 탐색 지역 제어)

  • Lee, Jangsu;Kim, Sungchun
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2012.11a
    • /
    • pp.792-795
    • /
    • 2012
  • 애드 혹 네트워크(MANET: Mobile Ad hoc NETworks)는 기본적인 내부구조(infrastructure) 없이 노드들만으로 네트워크 망을 구성한다. 경로 탐색 정책으로 리액티브(reactive) 방식과 프로액티브(proactive) 방식이 있는데, 전통적으로 리액티브 방식의 성능이 더 좋은 것으로 평가된다. 그리고 두가지 방식의 장점을 취합한 하이브리드(hybrid) 방식의 클러스터 토폴로지(cluster topology) 도입에 관한 연구가 이루어지고 있다. 그 중, HCR(Hybrid Cluster Routing)이 제안되었는데, 이는 프로액티브 방식에 보다 중심을 둔 기법이다. HCR 은 리액티브 방식 경로 탐색 방법인 플라딩(flooding)의 탐색 지역을 한정된 범위로 제한할 수 있으나, 프로액티브 방식의 전체 네트워크 구성 정보 유지에 따른 막대한 오버헤드를 발생한다. 본 논문에서는 이러한 오버헤드를 줄이기 위해, 클러스터 내부 경로 탐색 기법인 MICF(Maginot path based Intra Cluster Flooding)를 제안한다. MICF 는 HCR 을 개선한 FSRS(First Search and Reverse Setting) 기반의 기법으로서, 클러스터 내부의 마지노 패스(maginot path)를 기준으로 경로 탐색 지역을 제한한다. MICF 는 게이트웨이(gateway) 간 최단 거리가 항상 클러스터 헤드(cluster head)를 중점으로 원의 내각 지역에 존재함을 바탕으로 하며, 최단 경로의 보장과 플라딩 지역 제한을 동시에 만족한다. 실험 결과, MICF 는 FSRS 기반의 기존 클러스터 내부 플라딩 방식보다 총 에너지의 7.79%만큼 더 에너지를 보존하였다. 결론적으로, MICF 역시 기존의 방식보다 에너지를 더 효율적으로 사용할 수 있으며, 마지노패스 설정과 이를 기반으로 한 제어 과정에 추가적인 오버헤드가 발생하지 않는다. 그리고 플라딩 면적이 작을수록 오버헤드가 줄어들게 됨을 알 수 있다.

Determination of Optimal Cluster Size Using Bootstrap and Genetic Algorithm (붓스트랩 기법과 유전자 알고리즘을 이용한 최적 군집 수 결정)

  • Park, Min-Jae;Jun, Sung-Hae;Oh, Kyung-Whan
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.13 no.1
    • /
    • pp.12-17
    • /
    • 2003
  • Optimal determination of cluster size has an effect on the result of clustering. In K-means algorithm, the difference of clustering performance is large by initial K. But the initial cluster size is determined by prior knowledge or subjectivity in most clustering process. This subjective determination may not be optimal. In this Paper, the genetic algorithm based optimal determination approach of cluster size is proposed for automatic determination of cluster size and performance upgrading of its result. The initial population based on attribution is generated for searching optimal cluster size. The fitness value is defined the inverse of dissimilarity summation. So this is converged to upgraded total performance. The mutation operation is used for local minima problem. Finally, the re-sampling of bootstrapping is used for computational time cost.

An Analysis of Energy Efficient Cluster Ratio for Hierarchical Wireless Sensor Networks (계층적 센서네트워크에서 에너지 효율성을 위한 최적의 클러스터 비율 분석)

  • Jin, Zilong;Kim, Dae-Young;Cho, Jinsung
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.38B no.6
    • /
    • pp.446-453
    • /
    • 2013
  • Clustering schemes have been adopted as an efficient solution to prolong network lifetime and improve network scalability. In such clustering schemes cluster ratio is represented by the rate of the number of cluster heads and the number of total nodes, and affects the performance of clustering schemes. In this paper, we mathematically analyze an optimal clustering ratio in wireless sensor networks. We consider a multi-hop to one-hop transmission case and aim to provide the optimal cluster ratio to minimize the system hop-count and maximize packet reception ratio between nodes. We examine its performance through a set of simulations. The simulation results show that the proposed optimal cluster ratio effectively reduce transmission count and enhance energy efficiency in wireless sensor networks.

A Reliable Cluster based Dynamic Authentication Mechanism in MANET (이동 애드혹 네트워크에서 신뢰성 있는 클러스터 기반 동적 인증 기법)

  • Hwang, Yoon-Cheol;Kim, Jin-Il
    • Journal of Korea Multimedia Society
    • /
    • v.11 no.5
    • /
    • pp.661-672
    • /
    • 2008
  • Mobile Ad-hoc NETwork is a kind of self-controlled network composed only of mobile hosts. Since its range of use is gradually expanding into various sections applicable to practical lives, active researches are being conducted on it. However, as it depends on cooperation of nodes composing the entire network, due to weakness of wireless link and lack of its central infrastructure, so it is exposed to more serious risk than general network in security. Therefore, this paper proposes Cluster-Based Dynamic Authentication that enables only reliable nodes to participate in communication, by solving lack of centralized infrastructure, using hierarchical Mobile Ad hoc NETwork structure based on cluster, and by complementing security weakness through mutual authentication between hierarchical nodes. Simulation shows that the proposed scheme can complement security weakness of Mobile Ad hoc NETwork and that it is more adequate in reliability and expandability than the existing schemes.

  • PDF

Cluster-based Image Retrieval Method Using RAGMD (RAGMD를 이용한 클러스터 기반의 영상 검색 기법)

  • Jung, Sung-Hwan;Lee, Woo-Sun
    • The KIPS Transactions:PartB
    • /
    • v.9B no.1
    • /
    • pp.113-118
    • /
    • 2002
  • This paper presents a cluster-based image retrieval method. It retrieves images from a related cluster after classifying images into clusters using RAGMD, a clustering technique. When images are retrieved, first they are retrieved not from the whole image database one by one but from the similar cluster, a similar small image group with a query image. So it gives us retrieval-time reduction, keeping almost the same precision with the exhaustive retrieval. In the experiment using an image database consisting of about 2,400 real images, it shows that the proposed method is about 18 times faster than 7he exhaustive method with almost same precision and it can retrieve more similar images which belong to the same class with a query image.

An Efficient Cluster Management Scheme Using Wireless Power Transfer for Mobile Sink Based Solar-Powered Wireless Sensor Networks

  • Son, Youngjae;Kang, Minjae;Noh, Dong Kun
    • Journal of the Korea Society of Computer and Information
    • /
    • v.25 no.2
    • /
    • pp.105-111
    • /
    • 2020
  • In this paper, we propose a scheme that minimizes the energy imbalance problem of solar-powered wireless sensor network (SP-WSN) using both a mobile sink capable of wireless power transfer and an efficient clustering scheme (including cluster head election). The proposed scheme charges the cluster head using wireless power transfer from a mobile sink and mitigates the energy hotspot of the nodes nearby the head. SP-WSNs can continuously harvest energy, alleviating the energy constraints of battery-based WSN. However, if a fixed sink is used, the energy imbalance problem, which is energy consumption rate of nodes located near the sink is relatively increased, cannot be solved. Thus, recent research approaches the energy imbalance problem by using a mobile sink in SP-WSN. Meanwhile, with the development of wireless power transmission technology, a mobile sink may play a role of energy charging through wireless power transmission as well as data gathering in a WSN. Simulation results demonstrate that increase the amount of collected data by the sink using the proposed scheme.