• 제목/요약/키워드: Behavior detection

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Analysis on Damage of Porcelain Insulators Using AE Technique (AE기법을 이용한 자기애자의 손상 분석)

  • Choi, In-Hyuk;Shin, Koo-Yong;Lim, Yun-seog;Koo, Ja-Bin;Son, Ju-Am;Lim, Dae-Yeon;Oh, Tae-Keun;Yoon, Young-Geun
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.33 no.3
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    • pp.231-238
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    • 2020
  • This paper investigates the soundness of porcelain insulators associated with the acoustic emission (AE) technique. The AE technique is a popular non-destructive method that measures and analyzes the burst energy that occurs mainly when a crack occurs in a high-frequency region. Typical AE methods require continuous monitoring with frequent sensor calibration. However, in this study, the AE technique excites a porcelain insulator using only an impact hammer, and it applies a high-pass filter to the signal frequency range measured only in the AE sensor by comparing the AE and the acceleration sensors. Next, the extracted time-domain signal is analyzed for the damage assessment. In normal signals, the duration is about 2ms, the area of the envelope is about 1,000, and the number of counts is about 20. In the damage signal, the duration exceeds 5ms, the area of the envelope is about 2,000, and the number of counts exceeds 40. In addition, various characteristics in the time and frequency domain for normal and damage cases are analyzed using the short-time Fourier transform (STFT). Based on the results of the STFT analysis, the maximum energy of a normal specimen is less than 0.02, while in the case of the damage specimen, it exceeds 0.02. The extracted high-frequency components can present dynamic behavior of crack regions and eigenmodes of the isolated insulator parts, but the presence, size, and distribution of cracks can be predicted indirectly. In this regard, the characteristics of the surface crack region were derived in this study.

Using Image Visualization Based Malware Detection Techniques for Customer Churn Prediction in Online Games (악성코드의 이미지 시각화 탐지 기법을 적용한 온라인 게임상에서의 이탈 유저 탐지 모델)

  • Yim, Ha-bin;Kim, Huy-kang;Kim, Seung-joo
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.27 no.6
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    • pp.1431-1439
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    • 2017
  • In the security field, log analysis is important to detect malware or abnormal behavior. Recently, image visualization techniques for malware dectection becomes to a major part of security. These techniques can also be used in online games. Users can leave a game when they felt bad experience from game bot, automatic hunting programs, malicious code, etc. This churning can damage online game's profit and longevity of service if game operators cannot detect this kind of events in time. In this paper, we propose a new technique of PNG image conversion based churn prediction to improve the efficiency of data analysis for the first. By using this log compression technique, we can reduce the size of log files by 52,849 times smaller and increase the analysis speed without features analysis. Second, we apply data mining technique to predict user's churn with a real dataset from Blade & Soul developed by NCSoft. As a result, we can identify potential churners with a high accuracy of 97%.

A Comparison Study between Uniform Testing Effort and Weibull Testing Effort during Software Development (소프트웨어 개발시 일정테스트노력과 웨이불 테스트 노력의 비교 연구)

  • 최규식;장원석;김종기
    • Journal of Information Technology Application
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    • v.3 no.3
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    • pp.91-106
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    • 2001
  • We propose a software-reliability growth model incoporating the amount of uniform and Weibull testing efforts during the software testing phase in this paper. The time-dependent behavior of testing effort is described by uniform and Weibull curves. Assuming that the error detection rate to the amount of testing effort spent during the testing phase is proportional to the current error content, the model is formulated by a nonhomogeneous Poisson process. Using this model the method the data analysis for software reliability measurement is developed. The optimum release time is determined by considering how the initial reliability R($\chi$ 0) would be. The conditions are ($R\chi$ 0)>$R_{o}$ , $P_{o}$ >R($\chi$ 0)> $R_{o}$ $^{d}$ and R($\chi$ 0)<$R_{o}$ $^{d}$ for uniform testing efforts. deal case is $P_{o}$ >($R\chi$ 0)> $R_{o}$ $^{d}$ Likewise, it is ($R\chi$ 0)$\geq$$R_{o}$ , $R_{o}$ >($R\chi$ 0)>R(eqation omitted) and ($R\chi$ 0)<R(eqation omitted)for Weibull testing efforts. Ideal case is $R_{o}$ > R($\chi$ 0)> R(eqation omitted).

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Detection of Aflatoxins in Some Korean Foodstuffs (몇가지 한국식품(韓國食品)중 Aflatoxin의 검출(檢出))

  • Kim, Yong-Hwa;Hwangbo, Jeong-Sook;Lee, Su-Rae
    • Korean Journal of Food Science and Technology
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    • v.9 no.1
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    • pp.73-80
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    • 1977
  • In order to detect the occurrence of aflatoxins in some suspecious Korean foodstuffs, 54 samples of Meju (a naturally inoculated soybean substrate for soy sauce and paste fermentation), 125 samples of Doenjang (a Korean-style fermented soybean paste), both produced at household level, and 31 samples of peanut were collected from 8 major cities of South Korea and subjected to assay by the official method of AOAC. The results were as follows: 1) Frequencies for the occurrence of aflatoxins in Meju, Doenjang and peanut were 7.4%(4/54), 8.8%(11/125) and none (0/31), respectively, in which Meju and Doenjang samples from Daegu and Busan showed the high ratio of the presence. 2) A Doenjang sample from Busan was found to contain the highest content of aflatoxins, of which $B_1,\;B_2,\;G_1\;and\;G_2$ were 66 ppb, 13 ppb, non-detectable and 5 ppb, respectively, while other samples detected were for $G_2$ only. 3) The identity of aflatoxin $B_1$ isolated from the Doenjang sample from Busan was confirmed by thin-layer chromatographic behavior, derivative formation and chicken embryo bioassay.

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Papillary Thyroid Carcinoma in Renal Allograft Recipients (신장이식후 발생한 유두상 갑상선암)

  • Lee, Jan-Dee;Hong, Hyeop;Jeong, Jong-Ju;Nam, Kee-Hyun;Chung, Woong-Youn;Soh, Euy-Young;Park, Cheong-Soo
    • Korean Journal of Head & Neck Oncology
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    • v.24 no.1
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    • pp.64-68
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    • 2008
  • Purpose:The chronic use of immunosuppressive therapy in transplant recipients can increase the long-term risk of carcinoma. The aim of this study was to determine the incidence, biological behaviors, and treatment outcomes in PTC(papillary thyroid carcinoma) in renal allograft recipients. Material and Methods:The present study examined the incidence and biological behavior of PTCs in RA recipients. A total of 1,739 RA patients treated between January 1986 and December 1999 were followed-up for a median 137(84-238) months. During the follow-up period, 129(7.4%) recipients were identified as having posttransplant malignancies. Of those, 12(0.7%) had PTCs, and these comprised six male and six female patients with a median age of 41(23-57) years. Results:Nine cases(incidentalomas) were diagnosed based on ultrasonography(US) screening. Eight of those nine were TNM stage I, and two of the three clinical carcinomas were TNM stage IVa. During a median follow-up of 94(18-159) months, two(16.7%) PTC patients developed loco-regional recurrence, but no patients showed distant metastasis. Posttransplant PTC showed no gender bias, and was often associated with aggressive lymphatic metastasis. However, most incidentalomas showed a favorable treatment outcome. Conclusion:In conclusion, routine surveillance of the thyroid gland using US screening is recommended to ensure early detection, treatment and favorable prognosis in RA patients with PTC.

Knowledge, Attitude, and Practice of Obstetric Nurses in Relation to Breast Cancer and Breast Self-examination (산과 간호사의 유방암과 유방자가검진에 대한 지식, 태도 및 실천)

  • Kim, Mi-Ok;Park, Young-Mi
    • Women's Health Nursing
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    • v.17 no.1
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    • pp.88-98
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    • 2011
  • Purpose: This study aims to determine obstetrics nurses knowledge, attitude, and practice about breast cancer and breast self-examination (BSE), and to contribute to the early detection of breast cancer during breastfeeding periods. Methods: For the survey, 163 individuals (obstetric nurses) were chosen by convenience sampling and agreed to participate in the study. Their knowledge, attitude, and practice about breast cancer and BSE. Results: Knowledge and attitude averaged $70.45{\pm}10.90$ (of 100) and $3.64{\pm}0.27$ (of 5), respectively. While most nurses (99%) recognized the importance of BSE, only 58.9% experienced BSE. BSE practice level averaged $8.35{\pm}1.96$ (of 12). Only 20.2% had recommended BSE to their clients. Practice level varied significantly for different marital status, breastfeeding experience, and education, while knowledge and attitude remained independent. Nurses who had experienced mammogram or breast ultrasonogram themselves scored higher in knowledge. Attitude was higher for nurses who received recommendation for BSE, performed BSE, received BSE education, or recommended BSE to clients. Practice level was higher for nurses who received BSE education or willing to perform BSE in future. Practice level had a positive correlation with attitude but no correlation to knowledge. Conclusion: Obstetric nurses need continuing education for practicing BSE. Practical BSE education can not only promote preventive behavior of nurses, but it can also improve the breast health management of obstetrical clients.

Rainfall Trend Detection Using Non Parametric Test in the Yom River Basin, Thailand

  • Mama, Ruetaitip;Bidorn, Butsawan;Namsai, Matharit;Jung, Kwansue
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.424-424
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    • 2017
  • Several studies of the world have analyzed the regional rainfall trends in large data sets. However, it reported that the long-term behavior of rainfall was different on spatial and temporal scales. The objective of this study is to determine the local trends of rainfall indices in the Yom River Basin, Thailand. The rainfall indices consist of the annual total precipitation (PRCTPOP), number of heavy rainfall days ($R_{10}$), number of very heavy rainfall days ($R_{20}$), consecutive of dry days (CDD), consecutive of wet days (CWD), daily maximum rainfall ($R_{x1}$), five-days maximum rainfall ($R_{x5}$), and total of annual rainy day ($R_{annual}$). The rainfall data from twelve hydrological stations during the period 1965-2015 were used to analysis rainfall trend. The Mann-Kendall test, which is non-parametric test was adopted to detect trend at 95 percent confident level. The results of these data were found that there is only one station an increasing significantly trend in PRCTPOP index. CWD, which the index is expresses longest annual wet days, was exhibited significant negative trend in three locations. Meanwhile, the significant positive trend of CDD that represents longest annual dry spell was exhibited four locations. Three out of thirteen stations had significant decreasing trend in $R_{annual}$ index. In contrast, there is a station statistically significant increasing trend. The analysis of $R_{x1}$ was showed a station significant decreasing trend at located in the middle of basin, while the $R_{x5}$ of the most locations an insignificant decreasing trend. The heavy rainfall index indicated significant decreasing trend in two rainfall stations, whereas was not notice the increase or decrease trends in very heavy rainfall index. The results of this study suggest that the trend signal in the Yom River Basin in the half twentieth century showed the decreasing tendency in both of intensity and frequency of rainfall.

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Time Series Analysis of Agricultural Reservoir Water Level Data for Abnormal Behavior Detection (농업용 저수지 이상거동 탐지를 위한 시계열 수위자료 특성 분석)

  • Lee, Sung Hack;Lee, Sang Hyun;Hong, Min Ki;Cho, Jin Young
    • Proceedings of the Korea Water Resources Association Conference
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    • 2015.05a
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    • pp.275-275
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    • 2015
  • 최근 기후변화에 따른 극한 강우사상의 증가로 인하여 농업용 저수지의 재해 위험도가 증가하고 있는 추세이며, 사고가 발생할 때 마다 파손/붕괴된 시설물을 보수하는 대응형 유지관리체계에서 벗어나 기반시설의 성능과 생애주기 등을 고려하여 재해 발생을 사전에 예보 및 경보를 알릴 수 있는 예방적 관리체계로의 전환이 필요하다. 한국농어촌공사는 전국 1,500개 저수지에서 10분 단위 수위자료를 측정하고 있으며, 이를 분석하여 재해예방에 활용할 수 있는 기반이 조성되어 있으나 이에 대한 관리가 이루어지지 않고 있고 수집된 자료를 활용하여 재해 징후를 분석할 수 있는 재해 예방적 분석기술이 마련되어 있지 않은 실정이다. 본 연구에서는 농업용 저수지 수위자료를 이용한 저수지 이상거동을 판별하기 위하여 전국 34개 한국농어촌공사 관할 저수의 시계열 수위자료의 특성(Feature)을 분석하고자 한다. 시계열 자료의 시계열 특성을 분석하기 위하여 한국농어촌공사 관할의 전국 34개 저수지를 선정하여 분석을 실시하였다. 대상저수지는 지역별, 저수용량, 안정등급, 붕괴발생, 1개 지사관할 저수지로 각각 구분하여 선정하였으며, 각 저수지의 수위 측정기간(최소 5개년)에 대한 자료를 수집하였다. 농업용 저수지의 시계열 수위 자료의 특성을 분석하기 위하여 자료의 전처리를 수행하였다. 자료의 전처리는 시계열 수위자료의 잡음 특성, 기상자료 관련 변동특성 등 분류(Classification)에 영향을 미치는 노이즈 요소를 제거하는 과정이다. 전처리과정을 거친 자료는 특징(Feature) 추출 과정을 거치게 되고, 추출된 특징의 적합성에 따라 분류 알고리듬 성능에 많은 영향을 미친다. 따라서 시계열 자료의 특성을 파악하고 특징을 추출하는 것은 이상치 탐지에 있어 매우 중요한 과정이다. 본 연구에서는 시계열 자료 특징 추출 방법으로 물리적인 한계치, 확률적인 문턱값(Threshold), 시계열 패턴, 주변 저수지와의 시계열 상관분석 등을 적용하였으며, 이를 데이터베이스로 구축하여 이후 분류알고리듬 학습에 적용하여 정상치와 이상치를 판별하는데 이용될 수 있도록 하였다. 따라서 본 연구에서 제시되는 농업용 저수지의 시계열 특성은 다양한 분류알고리듬에 적용할 수 있으며, 이를 통하여 저수지 이상거동 판별을 위한 최적을 분류알고리듬의 선택에 도움이 될 것이다.

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Concrete pavement monitoring with PPP-BOTDA distributed strain and crack sensors

  • Bao, Yi;Tang, Fujian;Chen, Yizheng;Meng, Weina;Huang, Ying;Chen, Genda
    • Smart Structures and Systems
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    • v.18 no.3
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    • pp.405-423
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    • 2016
  • In this study, the feasibility of using telecommunication single-mode optical fiber (SMF) as a distributed fiber optic strain and crack sensor was evaluated in concrete pavement monitoring. Tensile tests on various sensors indicated that the $SMF-28e^+$ fiber revealed linear elastic behavior to rupture at approximately 26 N load and 2.6% strain. Six full-scale concrete panels were prepared and tested under truck and three-point loads to quantify the performance of sensors with pulse pre-pump Brillouin optical time domain analysis (PPP-BOTDA). The sensors were protected by precast mortar from brutal action during concrete casting. Once air-cured for 2 hours after initial setting, half a mortar cylinder of 12 mm in diameter ensured that the protected sensors remained functional during and after concrete casting. The strains measured from PPP-BOTDA with a sensitivity coefficient of $5.43{\times}10^{-5}GHz/{\mu}{\varepsilon}$ were validated locally by commercial fiber Bragg grating (FBG) sensors. Unlike the point FBG sensors, the distributed PPP-BOTDA sensors can be utilized to effectively locate multiple cracks. Depending on their layout, the distributed sensors can provide one- or two-dimensional strain fields in pavement panels. The width of both micro and major cracks can be linearly related to the peak strain directly measured with the distributed fiber optic sensor.

Reliability Improvement of Offshore Structural Steel F690 Using Surface Crack Nondamaging Technology

  • Lee, Weon-Gu;Gu, Kyoung-Hee;Kim, Cheol-Su;Nam, Ki-Woo
    • Journal of Ocean Engineering and Technology
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    • v.35 no.5
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    • pp.327-335
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    • 2021
  • Microcracks can rapidly grow and develop in high-strength steels used in offshore structures. It is important to render these microcracks harmless to ensure the safety and reliability of offshore structures. Here, the dependence of the aspect ratio (As) of the maximum depth of harmless crack (ahlm) was evaluated under three different conditions considering the threshold stress intensity factor (Δkth) and residual stress of offshore structural steel F690. The threshold stress intensity factor and fatigue limit of fatigue crack propagation, dependent on crack dimensions, were evaluated using Ando's equation, which considers the plastic behavior of fatigue and the stress ratio. ahlm by peening was analyzed using the relationship between Δkth obtained by Ando's equation and Δkth obtained by the sum of applied stress and residual stress. The plate specimen had a width 2W = 12 mm and thickness t = 20 mm, and four value of As were considered: 1.0, 0.6, 0.3, and 0.1. The ahlm was larger as the compressive residual stress distribution increased. Additionally, an increase in the values of As and Δkth(l) led to a larger ahlm. With a safety factor (N) of 2.0, the long-term safety and reliability of structures constructed using F690 can be secured with needle peening. It is necessary to apply a more sensitive non-destructive inspection technique as a non-destructive inspection method for crack detection could not be used to observe fatigue cracks that reduced the fatigue limit of smooth specimens by 50% in the three types of residual stresses considered. The usefulness of non-destructive inspection and non-damaging techniques was reviewed based on the relationship between ahlm, aNDI (minimum crack depth detectable in non-destructive inspection), acr N (crack depth that reduces the fatigue limit to 1/N), and As.