• Title/Summary/Keyword: 데이터 분할 기준

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Implementation of Multiple Sensor Data Fusion Algorithm for Fire Detection System

  • Park, Jung Kyu;Nam, Kihun
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.7
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    • pp.9-16
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    • 2020
  • In this paper, we propose a prototype design and implementation of a fire detection algorithm using multiple sensors. The proposed topic detection system determines fire by applying rules based on data from multiple sensors. The fire takes about 3 to 5 minutes, which is the optimal time for fire detection. This means that timely identification of potential fires is important for fire management. However, current fire detection devices are very vulnerable to false alarms because they rely on a single sensor to detect smoke or heat. Recently, with the development of IoT technology, it is possible to integrate multiple sensors into a fire detector. In addition, the fire detector has been developed with a smart technology that can communicate with other objects and perform programmed tasks. The prototype was produced with a success rate of 90% and a false alarm rate of 10% based on 10 actual experiments.

A Structural Learning of MLP Classifiers Using PfSGA and Its Application to Sign Language Recognition (PfSGA를 이용한 MLP분류기의 구조 학습 및 수화인식에의 응용)

  • 김상운;신성효
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.11
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    • pp.75-83
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    • 1999
  • We propose a PfSGA(parameter-free species genetic algorithm) to learn the topological structure of MLP classifiers being adequate to given applications. The PfSGA is a combinational method of SGA(species genetic algorithm) and PfGA(parameter-free genetic algorithm). In SGA, we divide the total search space into several subspaces(species) according to the number of hidden units, and reduce the unnecessary search by eliminating the low promising species from the evolutionary process. However the performances of SGA classifiers are readily affected by the values of parameters such as mutation ratio and crossover ratio. In this paper, therefore, we combine SGA with PfGA, for which it is not necessary to determine the learning parameters. Experimental results on benchmark data and sign language words show that PfSGA can reduce the learning time of SGA and is not affected by the selection parameter values on structural learning. The results also show that PfSGA is more efficient than the exisiting methods in the aspect of misclassification ratio, learning rate, and complexity of MLP structure.

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2D ECG Compression Using Optimal Sorting Scheme (정렬과 평균 정규화를 이용한 2D ECG 신호 압축 방법)

  • Lee, Kyu-Bong;Joo, Young-Bok;Han, Chan-Ho;Huh, Kyung-Moo;Park, Kil-Houm
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.46 no.4
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    • pp.23-27
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    • 2009
  • In this paper, we propose an effective compression method for electrocardiogram (ECG) signals. 1-D ECG signals are reconstructed to 2-D ECG data by period and complexity sorting schemes with image compression techniques to increase inter and intra-beat correlation. The proposed method added block division and mean-period normalization techniques on top of conventional 2-D data ECG compression methods. JPEG 2000 is chosen for compression of 2-D ECG data. Standard MIT-BIH arrhythmia database is used for evaluation and experiment. The results show that the proposed method outperforms compared to the most recent literature especially in case of high compression rate.

A Study on Engineering Characteristics of Load Reducing Material EPS (도로성토하중경감재 EPS의 공학적 특성에 관한 연구)

  • Jang, Myeong-Sun;Cheon, Byeong-Sik;Im, Hae-Sik
    • Geotechnical Engineering
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    • v.12 no.2
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    • pp.59-70
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    • 1996
  • The EPS has the unit weight of only 20~30kg/m3 and is used as one of the methods of reducing road embankment loads. Parts of it's applications are for backfill materials of structures like abutment, retaining wall, etc., to reduce horizontal earth pressure and for banking materials to secure the safety of settlement and bearing capacity by minimizing the stress Increment. However, the Korean Standards (KS) has not yet proposed any testing method for use of EPS as a engineering banking material. Only its testing and quality ordinance as a heat insulation material has been standardized. Therefore, in Korea, EPS is used as banking material without any systematic testing data as a civil engineering material. In this point of view, this paper deals with the engineering characteristics of EPS through many laboratory tests on strength, strain, absorption, and creep. from the results achived through tests, this paper proposes the enactment of a suitable quality testing ordinance and the criteria of unconfined design strength of EPS for use as engineering material.

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Time-dependent Flow Properties of Mustard Paste (겨자 페이스트의 시간의존 유동특성)

  • Lee, Jeong-Jin;Lee, Ji-Soo;Yoo, Byoung-Seung
    • Korean Journal of Food Science and Technology
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    • v.35 no.1
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    • pp.155-158
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    • 2003
  • Time-dependent flow properties of mustard pastes were measured at various total solid contents $(TS,\;18{\sim}30%)$ and shear rates $(15{\sim}25\;s^{-1})$ using a Haake concentric cylinderical viscometer. Experimental data of the stress decay with time of shearing were fitted to three mathematical models proposed by Weltman, Figoni and Shoemaker, and Hahn. Time-dependent flow behaviour of mustard paste increased with increase in TS, but was found to vary in the range of shear rate investigated. Time-dependent model of Weltman was found to be most applicable $(average\;R^2=0.96)$ for mustard paste. Shear stresses for structure breakdown increased with increase in TS, while the structure breakdown rate decreased.

Comparison of breast feeding practice rates and mothers' breast feeding empowerment in preterm, late preterm and early term infants (미숙아, 후기 미숙아와 조기 만삭아의 모유수유 실태 및 모유수유 임파워먼트 비교)

  • Kim, Taeim;Jang, Gunja
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.4
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    • pp.713-721
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    • 2013
  • The purpose of this study was to compare the breast feeding practice rates and mothers' breast feeding empowerment in preterm (gestation age [GA]<34), late preterm ($34{\leq}$GA<37), early term infants ($37{\leq}$GA<39). We surveyed 33 preterm, 22 late preterm, and 30 early term infants at a 'Baby-Friendly Hospital' in D city. The data were collected from October 1st, 2008 to February 28th, 2010 through the medical records of the infants and their mothers. We also checked the mothers' breast feeding empowerment at discharge day. The rate of breast feeding in the late preterm and preterm infants was significantly lower than that of the early term infants. The score of mothers' breast feeding empowerment in the late preterm and preterm infants was also significantly lower than that of the early term infants. The breast feeding education program is required for the mothers who have preterm and late preterm infants considering the low rate of breast feeding.

A Study on Auti-extraction Methods of Heart Rate from ECG (ECG 심박수의 자동 추출법에 관한 연구)

  • Cho, Eun-Seuk;Cha, Sam;Lee, Sangsik;Lee, Ki Young
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.2 no.3
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    • pp.23-29
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    • 2009
  • The heart sends blood to the body with heart rate. When heart rate for men is from 60 to 80 per minute, he is generally normal. However, if heart rate is less than the normal heart rate, the symptom is called by bradycardia. Otherwise, the symptom is called by tachycardia. These symptoms make him even to death. Therefore, heartbeat rate has a very important role in a healthy life. In this study, we studied on auto-extracting methods of heart rates from ECG, and compared them with those measured by naked eyes. The first auto-extracting method employs the 2-order differential equations to extract heart rate. The second method uses the autocorrelation coefficients to detect heart rate. To verify its efficacy and validity in practical applications, these method has been applied to MIT/BIH database.

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Optimal Arrangement of Patrol Ships based on k-Means Clustering for Quick Response of Marine Accidents (해양사고 신속대응을 위한 k-평균 군집화 기반 경비함정 최적배치)

  • Yoo, Sang-Lok;Jung, Cho-Young
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.23 no.7
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    • pp.775-782
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    • 2017
  • The position of existing patrol ships has been decided according to subjective judgments, not purely by any reasonable or scientific criteria, because of a lack of access to marine accident positions. In this study, the optimal location of patrol ships is quantitatively determined based on historical marine accident data. The study area used included the coastal sea of Pohang in South Korea. In this study, a k-means clustering algorithm was used to derive the location of patrol ships, and then a Voronoi diagram was used to divide the region around each patrol ship. As a result, the average navigation distance for patrol ships was improved by 4.4 nautical miles, and the average arrival time was improved by 13.2 minutes per marine accident. Moreover, if the locations of patrol ships need to be changed flexibly, it will be possible to optimally arrange limited resources using the technique developed in this study to ensure a fast rescue.

Prediction of Slope Failure Arc Using Multilayer Perceptron (다층 퍼셉트론 신경망을 이용한 사면원호 파괴 예측)

  • Ma, Jeehoon;Yun, Tae Sup
    • Journal of the Korean Geotechnical Society
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    • v.38 no.8
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    • pp.39-52
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    • 2022
  • Multilayer perceptron neural network was trained to determine the factor of safety and slip surface of the slope. Slope geometry is a simple slope based on Korean design standards, and the case of dry and existing groundwater levels are both considered, and the properties of the soil composing the slope are considered to be sandy soil including fine particles. When curating the data required for model training, slope stability analysis was performed in 42,000 cases using the limit equilibrium method. Steady-state seepage analysis of groundwater was also performed, and the results generated were applied to slope stability analysis. Results show that the multilayer perceptron model can predict the factor of safety and failure arc with high performance when the slope's physical properties data are input. A method for quantitative validation of the model performance is presented.

A Study on Implementation of Motion Graphics Virtual Camera with AR Core

  • Jung, Jin-Bum;Lee, Jae-Soo;Lee, Seung-Hyun
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.8
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    • pp.85-90
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    • 2022
  • In this study, to reduce the time and cost disadvantages of the traditional motion graphic production method in order to realize the movement of a virtual camera identical to that of the real camera, motion graphics virtualization using AR Core-based mobile device real-time tracking data A method for creating a camera is proposed. The proposed method is a method that simplifies the tracking operation in the video file stored after shooting, and simultaneously proceeds with shooting on an AR Core-based mobile device to determine whether or not tracking is successful in the shooting stage. As a result of the experiment, there was no difference in the motion graphic result image compared to the conventional method, but the time of 6 minutes and 10 seconds was consumed based on the 300frame image, whereas the proposed method has very high time efficiency because this step can be omitted. At a time when interest in image production using virtual augmented reality and various studies are underway, this study will be utilized in virtual camera creation and match moving.