• 제목/요약/키워드: Self-Organization Network

검색결과 143건 처리시간 0.028초

Speech Recognition by Neural Net Pattern Recognition Equations with Self-organization

  • Kim, Sung-Ill;Chung, Hyun-Yeol
    • The Journal of the Acoustical Society of Korea
    • /
    • 제22권2E호
    • /
    • pp.49-55
    • /
    • 2003
  • The modified neural net pattern recognition equations were attempted to apply to speech recognition. The proposed method has a dynamic process of self-organization that has been proved to be successful in recognizing a depth perception in stereoscopic vision. This study has shown that the process has also been useful in recognizing human speech. In the processing, input vocal signals are first compared with standard models to measure similarities that are then given to a process of self-organization in neural net equations. The competitive and cooperative processes are conducted among neighboring input similarities, so that only one winner neuron is finally detected. In a comparative study, it showed that the proposed neural networks outperformed the conventional HMM speech recognizer under the same conditions.

SOM의 2단계학습을 이용한 항공영상 클러스터링 (Areal Image Clustering using SOM with 2 Phase Learning)

  • 이경희
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국정보통신학회 2013년도 추계학술대회
    • /
    • pp.995-998
    • /
    • 2013
  • 본 논문에서는 자기 조직화 기능을 갖는 Kohonen의 SOM(Self Organization Map) 신경회로망에 2단계의 학습과정을 활용하여 항공영상에서 물체를 인근의 물체와 효과적으로 구별하기 위한 접근방법을 제안하고 실제의 항공영상에 적용하여 기존의 고전적인 K-means 알고리즘 및 원래의 SOM 알고리즘보다 우수함을 보인다.

  • PDF

무선 센서 네트워크에서의 노드 이동을 지원하는 자가 구성 라우팅 프로토콜 (Self-Organization Routing Protocol supporting Node moving in Wireless Sensor Network)

  • 김용;장경식
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국해양정보통신학회 2009년도 추계학술대회
    • /
    • pp.1035-1037
    • /
    • 2009
  • 고정노드를 사용하는 일반적인 센서 네트워크와 달리 최근의 무선 센서 네트워크에서는 노드의 이동이 빈번히 일어난다. 이러한 무선 센서 네트워크에서는 센서노드의 이동성을 고려하여 동적으로 자가구성이 가능한 라우팅 프로토콜이 요구된다. 본 논문에서는 고정 노드에서의 자가구성과 에너지효율성이 유용한 LEACH 프로토콜을 기반으로 하여 노드의 이동에 따라 클러스터가 동적으로 자가 구성되는 M-LEACH 라우팅 프로토콜을 제안한다.

  • PDF

Self Organization of Sensor Networks for Energy-Efficient Border Coverage

  • Watfa, Mohamed K.;Commuri, Sesh
    • Journal of Communications and Networks
    • /
    • 제11권1호
    • /
    • pp.57-71
    • /
    • 2009
  • Networking together hundreds or thousands of cheap sensor nodes allows users to accurately monitor a remote environment by intelligently combining the data from the individual nodes. As sensor nodes are typically battery operated, it is important to efficiently use the limited energy of the nodes to extend the lifetime of the wireless sensor network (WSN). One of the fundamental issues in WSNs is the coverage problem. In this paper, the border coverage problem in WSNs is rigorously analyzed. Most existing results related to the coverage problem in wireless sensor networks focused on planar networks; however, three dimensional (3D) modeling of the sensor network would reflect more accurately real-life situations. Unlike previous works in this area, we provide distributed algorithms that allow the selection and activation of an optimal border cover for both 2D and 3D regions of interest. We also provide self-healing algorithms as an optimization to our border coverage algorithms which allow the sensor network to adaptively reconfigure and repair itself in order to improve its own performance. Border coverage is crucial for optimizing sensor placement for intrusion detection and a number of other practical applications.

관계주도형 프랙탈 조직에서의 고용계약 기반 생산자원 관리모형 (Employment Contract-Based Management Model of Production Resources on Relation-Driven Fractal Organization)

  • 신문수
    • 대한산업공학회지
    • /
    • 제39권4호
    • /
    • pp.278-289
    • /
    • 2013
  • Up-to-date market dynamics and intense competition have forced a production system to be more widely distributed and decentralized than ever, and the production system itself can be regarded as a collaborative network of autonomous production resources in which the responsibility of decision making is also decentralized into individual autonomous entities. The conventional resource management models, however, are not suitable for the distributed and decentralized environment because of their centralized nature. In this paper, an agent-based resource management model is proposed. The proposed model applies employment relation-driven fractal organization (FrOrg) into organizational model for distributed production resources and presents a resource management framework based on employment contracts. The fractal organization is a structured association in which a self-similar pattern recursively appears, and employment relations between production resources are recursively constructed throughout the entire production system.

외국인 승무원의 Self-Leadership이 항공사 조직효과성에 미치는 영향 연구 : 중국인 승무원을 중심으로 (A Study of Assessing the Impact of Foreign Cabin Crews' Self-Leadership on Airline's Organizational Effectiveness)

  • 장지승;이남령;이근영;김기웅
    • 한국항공운항학회지
    • /
    • 제23권1호
    • /
    • pp.85-95
    • /
    • 2015
  • A responsibility of superior management in an airline has become enormous due to rapid increase of airline's organization and its network. Even though a leadership of superior management is believed to be an important factor, it is almost impossible for management to be responsible for all the areas of an airline organization. This is why leadership should be go down to working level people. Self-leadership means that working level people possess leadership, delegated by their superior persons, and improve their work environment with the leadership as well as related right and responsibility. This paper has tried to find out the components of self-leadership perceived by foreign cabin crews and analyzed the impact of self leadership into airline's organizational effectiveness. Based on empirical research results, this paper would suggest administrative and operational implications of managing foreign cabin crews in K-airline. It was found out foreign cabin crews perceive that self reward and self evaluation have a positive impact on self observation factor. The self observation factor has a significant effect on self goal. The self goal is analyzed as a major factor which results in organizational effectiveness.

신경 회로망을 이용한 음성 신호의 벡터 양자화 (Speech Signal Vector Quantization Using Neural Network)

  • 백승복;김상희
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 1999년도 추계종합학술대회 논문집
    • /
    • pp.1015-1018
    • /
    • 1999
  • This paper describes a vector quantization for speech signal coding using neural networks. We processed speech signal using LPC method that extracts speech signal feature, and speech signal feature is quantized using competitive neural network kohonen self-organization feature map.

  • PDF

자기조작화 신경망을 이용한 복수차량의 실시간 경로계획 (Realtime Multiple Vehicle Routing Problem using Self-Organization Map)

  • 이종태;장재진
    • 한국경영과학회지
    • /
    • 제25권4호
    • /
    • pp.97-109
    • /
    • 2000
  • This work proposes a neural network approach to solve vehicle routing problems which have diverse application areas such as vehicle routing and robot programming. In solving these problems, classical mathematical approaches have many difficulties. In particular, it is almost impossible to implement a real-time vehicle routing with multiple vehicles. Recently, many researchers proposed methods to overcome the limitation by adopting heuristic algorithms, genetic algorithms, neural network techniques and others. The most basic model for path planning is the Travelling Salesman Problem(TSP) for a minimum distance path. We extend this for a problem with dynamic upcoming of new positions with multiple vehicles. In this paper, we propose an algorithm based on SOM(Self-Organization Map) to obtain a sub-optimal solution for a real-time vehicle routing problem. We develope a model of a generalized multiple TSP and suggest and efficient solving procedure.

  • PDF

분산환경에서 데이터 큐브와 신경망을 이용한 데이터마이닝기법 (Data Mining mechanism using Data Cube and Neural Network in distributed environment)

  • 박민기;바비제라도;이재완
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국해양정보통신학회 2003년도 추계종합학술대회
    • /
    • pp.188-191
    • /
    • 2003
  • 본 논문에서는 분산환경에서 데이터마이닝을 효율적으로 하기 위해 데이터 일반화과정으로 데이터 일반화 기법과 데이터 큐브구성 기법을 제안하였다. 그리고 일반화 과정 이후 생성된 데이터 큐브로부터 가장 유용한 데이터를 찾기 위한 방법으로 신경망의 전통적인 자기형상화기법을 응용한 동적 자기구성 지도기법을 제안하였고 이를 위한 시스템 구조를 설계하였다.

  • PDF

A Hybrid Software Defined Networking Architecture for Next-Generation IoTs

  • Lee, Ahyoung;Wang, Xuan;Nguyen, Hieu;Ra, Ilkyeun
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제12권2호
    • /
    • pp.932-945
    • /
    • 2018
  • Everything in the world is becoming connected and interactive due to the Internet. The future of interactive smart environments such as smart cities, smart industries, or smart farms demand high network bandwidth, high network flexibility, and self-organization systems without costly hardware upgrades, and they provide a sustainable, scalable, and replicable smart environment backbone infrastructure. This paper presents a new Hybrid Software-Defined architecture for integrating Internet-of-Things technologies that are essential technologies for smart environments. It combines a software-defined networking infrastructure and a real-time distributed network framework with an advanced optimization to enable self-configuration, self-management, and self-adaption for providing seamless communication and efficiently managing a vast number of smart heterogeneous devices.