• Title/Summary/Keyword: Multi-network

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뇌파의 감성 분류기로서 다층 퍼셉트론의 활용에 관한 연구 (A Study on Application of the Multi-layor Perceptron to the Human Sensibility Classifier with Eletroencephalogram)

  • 김동준
    • 전기학회논문지
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    • 제67권11호
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    • pp.1506-1511
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    • 2018
  • This study presents a human sensibility evaluation method using neural network and multiple-template method on electroencephalogram(EEG). We used a multi-layer perceptron type neural network as the sensibility classifier using EEG signal. For our research objective, 10-channel EEG signals are collected from the healthy subjects. After the necessary preprocessing is performed on the acquired signals, the various EEG parameters are estimated and their discriminating performance is evaluated in terms of pattern classification capability. In our study, Linear Prediction(LP) coefficients are utilized as the feature parameters extracting the characteristics of EEG signal, and a multi-layer neural network is used for indicating the degree of human sensibility. Also, the estimation for human comfortableness is performed by varying temperature and humidity environment factors and our results showed that the proposed scheme achieved good performances for evaluation of human sensibility.

국방분야 비인가 이미지 파일 탐지를 위한 다중 레벨 컨볼루션 신경망 알고리즘의 구현 및 검증 (Implementation and Verification of Multi-level Convolutional Neural Network Algorithm for Identifying Unauthorized Image Files in the Military)

  • 김영수
    • 한국멀티미디어학회논문지
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    • 제21권8호
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    • pp.858-863
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    • 2018
  • In this paper, we propose and implement a multi-level convolutional neural network (CNN) algorithm to identify the sexually explicit and lewdness of various image files, and verify its effectiveness by using unauthorized image files generated in the actual military. The proposed algorithm increases the accuracy by applying the convolutional artificial neural network step by step to minimize classification error between similar categories. Experimental data have categorized 20,005 images in the real field into 6 authorization categories and 11 non-authorization categories. Experimental results show that the overall detection rate is 99.51% for the image files. In particular, the excellence of the proposed algorithm is verified through reducing the identification error rate between similar categories by 64.87% compared with the general CNN algorithm.

무선 센서 네트워크의 다종 센서에 대한 에너지 효율적인 클러스터링 기법 (Energy Efficient Clustering Scheme for Multi-sensor on Wireless Sensor Networks)

  • 최동민;정일용
    • 한국멀티미디어학회논문지
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    • 제19권3호
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    • pp.573-584
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    • 2016
  • Recent application range of sensor networks is becoming diverse. It means collected sensor data types are becoming diverse too. These sensor data have their own characteristics. Thus achieving energy efficiency, existing sensor network management policy consider their own characteristics. However, it is inefficient to apply the existing network management schemes for controlling such kind of data at the same time. Because, existing network management schemes considered one type of data only. Therefore, we propose a novel routing scheme that is able to efficient energy conservation through effective data controlling on multi-sensor application environment.

센서 네트워크에서의 RSS(Received Signal Strength)를 이용한 향상된 멀티-홉 라우팅 프로토콜 (Enhanced Multi-Hop Routing Protocol using RSS in Sensor Network)

  • 이민구;강정훈;유준재;윤명현
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 심포지엄 논문집 정보 및 제어부문
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    • pp.206-208
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    • 2005
  • Wireless sensor network's value has increased greatly in recent years in the fields of Ubiquitous Computing that function as solution to reduce both the limitation and collision about RFID Technology. The research for wireless sensor network technology is proceeding with the research for various sensor nodes, powerful routing algorithms, securities for data transmission, and valid applications. This paper suggests that we make the new multi-hop routing algorithm using RSS in order to implement enhanced multi-hop routing algorithm. This paper should demonstrate that the routing algorithm using suggested RSS is superior to routing algorithm based on established BSDV(Destination Sequenced Distance Vector).

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VHF 대양 네트워크를 위한 Ad-hoc 기반 다중접속기법 (Ad-hoc based Multiple Access Scheme for VHF Oceanic Network)

  • 구자열;백호기;임재성
    • 한국항공운항학회지
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    • 제21권1호
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    • pp.15-22
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    • 2013
  • In oceanic flight routes, HF radio and satellite data links have weather restrictions, long propagation delay and low data throughput. In this paper, we propose oceanic aeronautical communications scheme in the VHF band based on ad-hoc communication. The proposed scheme organizes autonomously a multi-hop network that is divided into multiple local network using aircraft to fly long-distance communication and supports a hybrid type of multiple access, which consists of random access and TDMA (Time Division Multiple Access) scheme. In addition, several algorithms to apply spatial reuse of transmission to multi-hop long range communication environments have been proposed. The proposed system proves performance improvement on delay time as an effective solution to communicate end-to-end on the oceanic flight routes and strengthens the reliability of oceanic aeronautical communication.

Scalable Path Computation Flooding Approach for PCE-Based Multi-domain Networks

  • Perello, Jordi;Hernandez-Sola, Guillem;Agraz, Fernando;Spadaro, Salvatore;Comellas, Jaume
    • ETRI Journal
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    • 제32권4호
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    • pp.622-625
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    • 2010
  • In this letter, we assess the scalability of a path computation flooding (PCF) approach to compute optimal end-to-end inter-domain paths in a path computation element-based multi-domain network. PCF yields a drastically reduced network blocking probability compared to a blind per-domain path computation but introduces significant network control overhead and path computation complexity. In view of this, we introduce and compare an alternative low overhead PCF (LoPCF) solution. From the obtained results, LoPCF leads to similar blocking probabilities to PCF while exhibiting around 50% path computation complexity and network control overhead reduction.

무선 멀티 홉 센서 네트워크와 이동로봇을 이용한 통합 화재 감시 시스템 (Integrated Fire Monitoring System Based on Wireless Multi-Hop Sensor Network and Mobile Robot)

  • 김태형;서강래;이재연;이원창
    • 제어로봇시스템학회논문지
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    • 제16권2호
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    • pp.114-119
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    • 2010
  • Network technology has been developed rapidly for digital service in these days. ZigBee, one of the IEEE 802.15.4 protocols, supporting local communication has become the core technology in the wireless network area. In this paper we designed an integrated fire monitoring system using a mobile robot and the ZigBee sensor nodes which are deployed to monitor fires. When a fire breaks out, the image information of the scene of a fire is transmitted by an autonomous mobile robot and we also monitor the current position of the robot. Furthermore, the data around the place where the fire breaks out and the positions of the sensor nodes can be transmitted to a server via the multi-hop communication in the real time.

다단 신경회로망 예측제어기 개발에 관한 연구 (A Study on Development of Multi-step Neural Network Predictive Controller)

  • 배근신;김진수;이영진;이권순
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1996년도 추계학술대회 논문집 학회본부
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    • pp.62-64
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    • 1996
  • Neural network as a controller of a nonlinear system and a system identifier has been studied during the past few years. A well trained neural network identifier can be used as a system predictor. We proposed the method to design multi-step ahead predictor and multi-step predictive controller using neural network. We used the input and out put data of B system to train the NNP and used the forecasted approximat system output from NNP as B input of NNC. In this paper we used two-step ahead predictive controller to test B heating controll system and compared with PI controller.

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Implementation of Multi-Precision Multiplication over Sensor Networks with Efficient Instructions

  • Seo, Hwajeong;Kim, Howon
    • Journal of information and communication convergence engineering
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    • 제11권1호
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    • pp.12-16
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    • 2013
  • Sensor network is one of the strongest technologies for various applications including home automation, surveillance system and monitoring system. To ensure secure and robust network communication between sensor nodes, plain-text should be encrypted using encryption methods. However due to their limited computation power and storage, it is difficult to implement public key cryptography, including elliptic curve cryptography, RSA and pairing cryptography, on sensor networks. However, recent works have shown the possibility that public key cryptography could be made available in a sensor network environment by introducing the efficient multi-precision multiplication method. The previous method suggested a broad rule of multiplication to enhance performance. However, various features of sensor motes have not been considered. For optimized implementation, unique features should be handled. In this paper, we propose a fully optimized multiplication method depending on a different specification for sensor motes. The method improves performance by using more efficient instructions and general purpose registers.

Secrecy Analysis of Amplify-and-Forward Relay Networks with Beamforming

  • Chen, Pu;Ouyang, Jian;Zhu, Wei-Ping
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권10호
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    • pp.5049-5062
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    • 2016
  • This paper analyzes the secrecy performance of an amplify-and-forward (AF) relay network, where a multi-antenna eavesdropper attempts to overhear the transmitted message from a multi-antenna source to a multi-antenna destination with a single antenna relay. Firstly, we derive the approximate analytical expressions for the secrecy outage probability (SOP) and average secrecy rate (ASR) of the relay network. Then, asymptotic expressions of SOP and ASR at high main-to-eavesdropper ratio (MER) are also provided to reveal the diversity gain of the secure communication. Finally, numerical results are given to verify the theoretical analysis and show the effect of the number of antennas in the considered relay network.