• Title/Summary/Keyword: Sensor clustering

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Classification of Aroma Using Neural Network (신경회로망을 이용한 아로마 분류)

  • Kim, Yong Soo;Kim, Han-Soo;Kim, Sun-Tae;Lim, Mi-Hye
    • Journal of the Korean Institute of Intelligent Systems
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    • v.23 no.5
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    • pp.431-435
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    • 2013
  • Aroma has been used for healing for a long time. The healing effects depend on aroma used. We made gas sensor array system to classify aromas systematically. We used outputs of sensors as the input to IAFC neural network. Results show that the neural network successfully classified jasmine, orange, roman chamomile, and lavender into 4 classes, and classified without any error.

Global Healthcare Information System

  • Singh, Dhananjay;Lee, Hoon-Jae;Chung, Wan-Young
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2008.10a
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    • pp.365-368
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    • 2008
  • This paper presents a new concept of IP-based wireless sensor networks and also introduces a routing protocol that is based on clustering for global healthcare information system. Low-power wireless personal area networks (LoWPANs) conform the standard by IEEE 802.15.4-2003 to IPv6 that makes 6lowpan. It characterized by low bit rate, low power, and low cost as well as protocol for wireless connections. The 6lowpan node with biomedical sensor devices fixed on the patient body area network that should be connected to the gateway in personal area network. Each 6lowpan nodes have IP-addresses that would be directly connected to the internet. With the help of IP-address service provider can recognize or analysis patient biomedical data from anywhere on globe by internet service provider equipments such as cell phone, PDA, note book. The system has been evaluated by technical verification, clinical test, user survey and current status of patient. We used NS-2.33 simulator for our prototype and also simulate the routing protocols. The result shows the performance of biomedical data packets in multi-hope routing as well as represents the topology of the networks.

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Monitoring Platform of Clustering Resource Management as Supporting 3D Viewer with Smart Interface (스마트 환경연동 3D 뷰어제공 사용자정의 클러스터링 자원관리 모니터링 플랫폼)

  • Choi, Sung-Ja;Lee, Gang-Soo
    • The Journal of the Korea Contents Association
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    • v.10 no.12
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    • pp.77-83
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    • 2010
  • Recently, IT-based environment is changing rapidly as changing in web services platform, evolution of cloud computing environments and expanding the base of a smart market. Accordingly, monitoring development of environment is changing quickly. So a customizable SaaS-based monitoring tool is required to provide monitoring services. It has to support a variety of environmental monitoring and a resource managers with requested information, and by an enhanced monitoring framework in clouding environment of management system. In this paper, the 3D viewer for the management of sensor node management system was designed and built. Through the 3D viewer by enhancing the accessibility and visibility, the sensor network will allow resources to be used efficiently.

Delay-Constrained Energy-Efficient Cluster-based Multi-Hop Routing in Wireless Sensor Networks

  • Huynh, Trong-Thua;Dinh-Duc, Anh-Vu;Tran, Cong-Hung
    • Journal of Communications and Networks
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    • v.18 no.4
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    • pp.580-588
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    • 2016
  • Energy efficiency is the main objective in the design of a wireless sensor network (WSN). In many applications, sensing data must be transmitted from sources to a sink in a timely manner. This paper describes an investigation of the trade-off between two objectives in WSN design: minimizing energy consumption and minimizing end-to-end delay. We first propose a new distributed clustering approach to determining the best clusterhead for each cluster by considering both energy consumption and end-to-end delay requirements. Next, we propose a new energy-cost function and a new end-to-end delay function for use in an inter-cluster routing algorithm. We present a multi-hop routing algorithm for use in disseminating sensing data from clusterheads to a sink at the minimum energy cost subject to an end-to-end delay constraint. The results of a simulation are consistent with our theoretical analysis results and show that our proposed performs much better than similar protocols in terms of energy consumption and end-to-end delay.

Implementation of Elbow Method to improve the Gases Classification Performance based on the RBFN-NSG Algorithm

  • Jeon, Jin-Young;Choi, Jang-Sik;Byun, Hyung-Gi
    • Journal of Sensor Science and Technology
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    • v.25 no.6
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    • pp.431-434
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    • 2016
  • Currently, the radial basis function network (RBFN) and various other neural networks are employed to classify gases using chemical sensors arrays, and their performance is steadily improving. In particular, the identification performance of the RBFN algorithm is being improved by optimizing parameters such as the center, width, and weight, and improved algorithms such as the radial basis function network-stochastic gradient (RBFN-SG) and radial basis function network-normalized stochastic gradient (RBFN-NSG) have been announced. In this study, we optimized the number of centers, which is one of the parameters of the RBFN-NSG algorithm, and observed the change in the identification performance. For the experiment, repeated measurement data of 8 samples were used, and the elbow method was applied to determine the optimal number of centers for each sample of input data. The experiment was carried out in two cases(the only one center per sample and the optimal number of centers obtained by elbow method), and the experimental results were compared using the mean square error (MSE). From the results of the experiments, we observed that the case having an optimal number of centers, obtained using the elbow method, showed a better identification performance than that without any optimization.

A Clustering Method based on Location Information in Sensor Network Environment (센서 네트워크 환경에서 위치 정보 기반의 클러스터링 기법)

  • Hyun, Sang-hun;Kim, Byoung-kwan;Kim, Jin-whan;Lee, Kwang-mo
    • Annual Conference of KIPS
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    • 2007.11a
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    • pp.866-869
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    • 2007
  • 센서 네트워크(Sensor network)는 주변 데이터를 수집하기 위해 널리 퍼뜨려진 작고, 값싼 센서들이 밀집된 무선 네트워크이다. 또한 센서 네트워크는 특수한 활동을 수행하기 위하여 상호 협동하는 센서 노드들의 모임으로 나타낼 수 있으며, 무선 센서 네트워크는 멀리 떨어진 위치에서 물리적인 환경의 감시와 제어를 용이하게 한다. 그러므로, 센서 네트워크는 기후가 혹독한 위치에서 감지한 정보를 모으거나 군사 목적, 주변 환경 감시와 같은 다양한 분야에서 응용되고 있다. 그러나, 일반적으로 저전력 센서들을 이용하는 센서 네트워크는 에너지 효율성을 고려하여 전체 네트워크 성능을 저하시키지 않고 데이터를 수집하는 것이 가장 큰 목적이다. 따라서, 본 논문에서는 위치 측정으로 인한 상대적인 위치 정보에 기반한 클러스터링 기법인 홉 트리(Hop-tree)를 제안한다. 제안된 클러스터링 기법은 위치 측정으로 인해 각 센서 노드들의 상대적인 위치를 알 수 있다는 것과 각 센서 노드들의 에너지를 효율적으로 이용할 수 있다는 장점을 가진다.

A Study of Key Pre-distribution Scheme in Hierarchical Sensor Networks (계층적 클러스터 센서 네트워크의 키 사전 분배 기법에 대한 연구)

  • Choi, Dong-Min;Shin, Jian;Chung, Il-Yong
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.22 no.1
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    • pp.43-56
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    • 2012
  • Wireless sensor networks consist of numerous small-sized nodes equipped with limited computing power and storage as well as energy-limited disposable batteries. In this networks, nodes are deployed in a large given area and communicate with each other in short distances via wireless links. For energy efficient networks, dynamic clustering protocol is an effective technique to achieve prolonged network lifetime, scalability, and load balancing which are known as important requirements. this technique has a characteristic that sensing data which gathered by many nodes are aggregated by cluster head node. In the case of cluster head node is exposed by attacker, there is no guarantee of safe and stable network. Therefore, for secure communications in such a sensor network, it is important to be able to encrypt the messages transmitted by sensor nodes. Especially, cluster based sensor networks that are designed for energy efficient, strongly recommended suitable key management and authentication methods to guarantee optimal stability. To achieve secured network, we propose a key management scheme which is appropriate for hierarchical sensor networks. Proposed scheme is based on polynomial key pool pre-distribution scheme, and sustain a stable network through key authentication process.

Data Aggregation and Transmission Mechanism for Energy Adaptive Node in Wireless Sensor Networks (무선 센서네트워크 환경에서 에너지를 고려한 노드 적응적 데이터 병합 및 전달 기법)

  • Cho, Young-Bok;You, Mi-Kyung;Lee, Sang-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.11A
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    • pp.903-911
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    • 2011
  • In this paper we proposed an energy adaptive data aggregation and transmission mechanism to solve the problem of energy limitation in wireless sensor networks (WSNs). Hierarchical structure methods are wildly used in WSNs to improve the energy efficiency. LEACH and TEEN protocols are the typical techniques. In these methods, all nodes, including nodes who have sensed data to transmit and nodes who haven't, are set frame timeslots in every round. MNs (member nodes) without sensed data keep active all the time, too. These strategies caused energy waste. Furthermore, if data collection in MNs is same to the previous transmission, it increases energy consumption. Most hierarchical structure protocols are developed based on LEACH. To solve the above problems, this paper proposed a method in which only MNs with sensed data can obtain allocated frame to transmit data. Moreover, if the MNs have same sensed data with previous, MNs turn to sleep mode. By this way redundant data transmission is avoided and aggregation in CH is lightened, too.

Pre-cluster HEAD Selection Scheme based on Node Distance in Chain-Based Protocol (체인기반 프로토콜에서 노드의 거리에 따른 예비 헤드노드 선출 방법)

  • Kim, Hyun-Duk;Choi, Won-Ik
    • Journal of Korea Multimedia Society
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    • v.12 no.9
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    • pp.1273-1287
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    • 2009
  • PEGASIS, a chain-based protocol, forms chains from sensor nodes so that each node transmits and receives from a neighbor. In this way, only one node (known as a HEAD) is selected from that chain to transmit to the sink. Although PEGASIS is able to balance the workload among all of the nodes by selecting the HEAD node in turn, a considerable amount of energy may be wasted when nodes which are far away from sink node act as the HEAD. In this study, DERP (Distance-based Energy-efficient Routing Protocol) is proposed to address this problem. DERP is a chain-based protocol that improves the greedy-algorithm in PEGASIS by taking into account the distance from the HEAD to the sink node. The main idea of DERP is to adopt a pre-HEAD (P-HD) to distribute the energy load evenly among sensor nodes. In addition, to scale DERP to a large network, it can be extended to a multi-hop clustering protocol by selecting a "relay node" according to the distance between the P-HD and SINK. Analysis and simulation studies of DERP show that it consumes up to 80% less energy, and has less of a transmission delay compared to PEGASIS.

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Modified LEACH Protocol improving the Stabilization of Topology in Metal Obstacle Environment (금속 장애물 환경에서 토폴로지 안정성을 개선한 변형 LEACH 프로토콜)

  • Yi, Ki-One;Lee, Jae-Kee;Kwark, Gwang-Hoon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.12B
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    • pp.1349-1358
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    • 2009
  • Because of the limitation of supporting power, the current WSN(Wireless Sensor Network) Technologies whose one of the core attributes is low power consumption are the best solution for shipping container networking in stack environment such as on vessel. So it is effective to use the Wireless Sensor Network Technology. In this case, many nodes join in the network through a sink node because there are difficulties to get big money and efforts to set up a lot of sink node. It needs clustering-based proactive protocol to manage many nodes. But it shows low reliability because they have effect on radio frequency in metal obstacle environments(interference, distortion, reflection, and etc) like the intelligent container. In this paper, we proposed an improved Modified LEACH Protocol for stableness radio frequency environment. In the proposed protocol, we tried to join the network and derived stable topology composition after the measuring of link quality. Finally, we verified that the proposed protocol is composing more stable topology than previously protocol in metal obstacle environment.