• Title/Summary/Keyword: Data 누락

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Development of real-time defect detection technology for water distribution and sewerage networks (시나리오 기반 상·하수도 관로의 실시간 결함검출 기술 개발)

  • Park, Dong, Chae;Choi, Young Hwan
    • Journal of Korea Water Resources Association
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    • v.55 no.spc1
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    • pp.1177-1185
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    • 2022
  • The water and sewage system is an infrastructure that provides safe and clean water to people. In particular, since the water and sewage pipelines are buried underground, it is very difficult to detect system defects. For this reason, the diagnosis of pipelines is limited to post-defect detection, such as system diagnosis based on the images taken after taking pictures and videos with cameras and drones inside the pipelines. Therefore, real-time detection technology of pipelines is required. Recently, pipeline diagnosis technology using advanced equipment and artificial intelligence techniques is being developed, but AI-based defect detection technology requires a variety of learning data because the types and numbers of defect data affect the detection performance. Therefore, in this study, various defect scenarios are implemented using 3D printing model to improve the detection performance when detecting defects in pipelines. Afterwards, the collected images are performed to pre-processing such as classification according to the degree of risk and labeling of objects, and real-time defect detection is performed. The proposed technique can provide real-time feedback in the pipeline defect detection process, and it would be minimizing the possibility of missing diagnoses and improve the existing water and sewerage pipe diagnosis processing capability.

Smartphone Overuse and Upper Extremity Pain, Anxiety, Depression, and Interpersonal Relationships among College Students (대학생의 스마트폰 중독사용 정도에 따른 상지통증, 불안, 우울 및 대인관계)

  • Hwang, Kyung-Hye;Yoo, Yang-Sook;Cho, Ok-Hee
    • The Journal of the Korea Contents Association
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    • v.12 no.10
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    • pp.365-375
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    • 2012
  • This study aimed to survey the impact of smartphone overuse on upper extremity pain, anxiety, depression, and interpersonal relationships among college students. Subjects completed a structured questionnaire consisting of the Smartphone Addiction Inventory, the Musculoskeletal Symptom Checklist, the State-Trait Anxiety Inventory, the Beck Depression Inventory-II, and the Relationship Change Scale from May to June 2012. We analyzed the survey data from 525 responses, excluding unreturned or incomplete surveys. Data were analyzed using the $x^2$ test and t-test to determine the differences in smartphone overuse and its impact on upper extremity pain, anxiety, depression, and interpersonal relationships between two groups: the overuse and normal use groups. Moreover, Pearson's correlation coefficient was used to examine the correlation between smartphone overuse and upper extremity pain, anxiety, depression, and interpersonal relationships. The results placed 62 people (11.8%) in the smartphone overuse group. The extent of smartphone overuse was more severe among female than male college students, and longer time spent using smartphones per day was directly related to smartphone overuse. The smartphone overuse group evidenced higher shoulder pain than the normal use group did, but no differences were found in other sites of the upper extremities. State anxiety, trait anxiety, and depression were higher in the smartphone overuse group than in the normal use group. Subjects with a higher extent of smartphone overuse experienced increased state-anxiety, trait-anxiety, and depression. Moreover, subjects with higher state-anxiety, trait-anxiety, and depression scores were more likely to have poor interpersonal relationships. Therefore, early screening for smartphone overuse should be evaluated, because it can be useful in developing addiction prevention programs to improve posture, stress coping, positive mental health, and effective interpersonal relationships.

A Study on the Parenting Knowledge and Parenting Style of Mothers with Infants (영아기 자녀를 둔 어머니의 양육지식 및 양육스타일에 관한 연구)

  • Seo, Jin Young;Lee, Joo-Yeon
    • Korean Journal of Childcare and Education
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    • v.9 no.6
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    • pp.369-389
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    • 2013
  • The main purposes of this study were to analyze the moderating effect of parenting knowledge in the relationship between socio-demographic factors and parenting style. This study was conducted with the data from 'Panel Study Korean Children(2009).' Among the original data, a sample of 1,637 mothers with infants ranged from 13 to 18 months old was selected. The results of this study were as follows. First, there were significant differences in child's birth-order, mother's education level, and monthly family income. Second, there was a statistically significant difference in the parenting style of mothers in their parenting knowledge. That is, the mother with a high score in parenting knowledge reported more positive parenting style. Lastly, the interaction effects between socio-demographic variables and parenting knowledge on parenting style were statistically significant only with the variables such as child's birth-order and mother's education level. The mothers who cared for their first child and got a high score in parenting knowledge showed the most desirable parenting style, and the mothers whose educational level was under high school graduation and parenting knowledge score was low reported the lowest score in parenting style. These results suggest parenting knowledge should be subject-specifically provided as the differences in socio-demographic variables.

Constructed Mobile System for Management affair of Water & sewage Facilities (상하수도 유지관리업무를 위한 모바일 시스템 구축)

  • Lee, Hyun-Jik;Park, Ki-Suk;Ru, Ji-Ho
    • Journal of Korean Society for Geospatial Information Science
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    • v.12 no.3 s.30
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    • pp.69-78
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    • 2004
  • Since 1995, One of the NGIS(National Geographic Information System) projects, the underground utilities project, has been finished in 2003. The 19 cities in korea for this project will use underground utilities management system using underground utilities database focusing on water and sewage system. However, special expert, technical and experience problem in computer environment has not been had in working department for water and sewage management and maintenance for each local government. The management and maintenance by underground utilities database by manual method is getting lowered a data qualify of underground utilities database because of the data omitting, error in writing and securing of the lasted database. Therefore, in this study, Application test for field workers using a mobile tool and environment analysis of wireless communication in Korea and application test of GPS receiver for mobile tools had been processed and made a mobile working environment. The efficient management and maintenance method for underground utilities database has been developed an off-line method for modification and update of database about general work which has a high working frequency because of the limitation of wireless communication environment. Also, the emergency working has been applied for on-line method.

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A comparative study on ammonia emission inventory in livestock manure compost application through a foreign case study (국내외 가축분뇨 퇴액비 이용 분야 암모니아 배출량 인벤토리 비교 연구)

  • Kim, Min-Suk;Koo, Namin;Kim, Jeong-Gyu
    • Korean Journal of Environmental Biology
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    • v.38 no.1
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    • pp.71-81
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    • 2020
  • In Korea, more than 70% of the ammonia(NH3) released into the atmosphere is known to originate from livestock manure. The total emission (kg year-1) is calculated by multiplying the emission factor (kg head-1 yr-1) and the activity data (head). To improve the accuracy and reliability of the NH3 emission estimation process, an accurate account of livestock manure production, calculation of NH3 conversion and generation during the composting and liquefaction of manure, estimation of NH3 generation in the storage and transportation of manure and compost, and a comparative study of NH3 emission during the soil spreading process must be performed. Compared to the US and EU-28, in particular, the domestic emission factor is relatively even and the spatial/temporal scale is not broken down sufficiently to reflect the domestic situation. As a way to improve the accuracy and expertise of estimating NH3 emission factors, a 'dynamic chamber-capture system' can be utilized, which allows complex considerations of compost, liquid manure, soil, and climate characteristics. By reviewing and comparing the data related to domestic and foreign NH3 emission, we identified shortcomings in the current domestic system and the directions to be taken and suggested a chamber system that could estimate NH3 emission flux. It is also necessary to establish a methodology for mesocosm systems in the field, in addition to indoor chamber systems, to be linked with practical policies, such as the calculation of new emission factors for missing sources.

An Empirical Study on Comparative Analysis of Freight Demand Estimation Methods - Unimodal O/D Based Method and P/C Based Method : Focus on Korean Import/Export Container Freight (수단O/D기반 및 P/C기반 화물수요추정방식의 실증적 비교: 우리나라 컨테이너 화물을 중심으로)

  • Kim, Hyunseung;Park, Dongjoo;Kim, Chansung;Choi, Chang Ho;Cho, Hanseon
    • Journal of Korean Society of Transportation
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    • v.31 no.2
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    • pp.45-59
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    • 2013
  • This study deals with the comparative analysis between two freight demand estimation methods : Unimodal O/D based method and P/C based method. The data of access/egress truck trips has been omitted from the Korean freight unimodal O/D of KTDB. This is because KTDB's unimodal O/D has not marked the series of unlinked trips down as the whole freight intermodal transport and surveyed only the main-haul trips of them. For these reasons, freight intermodal transport mechanism has not been analysed perfectly with Korean unimodal O/D data. This study tries to estimate P/C table of Korean Import/Export container freight and develop the MCC(Multimodal Channel Choice) model. Then, comparing unimodal O/D based method and P/C based method in terms of the switch commodities between production point(the initial point of freight transport) and consumption point(the terminal point of freight transport), unimodal commodities, and commodities on links is conducted. The results show that the P/C based method is able to simulate the freight intermodal transport.

Methodological Consideration for Estimating Growing Stock of Young Forests based on Early Growth Characteristics of Standing Trees in Korea (우리나라 입목의 초기 생장 특성에 따른 유령림의 임목축적 산출방안 고찰)

  • Moon, Ga Hyun;Moon, Na Hyun;Yim, Jong Su;Kang, Jin Taek
    • Journal of Korean Society of Forest Science
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    • v.109 no.3
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    • pp.300-312
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    • 2020
  • The growing stocks of young forests that are less than10 years of age have been excluded from the Korean forest resource statistics, despite the existence of standing trees; however, sustainable forest management and carbon removals in the forestry section require complete information regarding forest resources. This study developed a method to estimate the growing stocks for young forests from National Forest Inventory (NFI) data. After reviewing previous research on growth characteristics for young forests, we conducted stem analysis of major species, and examined stand characteristics by site index, based on real yield tables. Our statistical analysis results showed that there were few standing trees with diameters at breast height (DBH) above 6 cm in young stands, and that it would have taken 12 years, on average, to reach 6 cm DBH. This suggests that mean tree height by diameter should be assessed at the root, in order to assess growing stocks for young stands through the NFI. Moreover, the database system should be improved to differentiate tree species, since diverse shrubs, including trees, have been surveyed.

Influence of Amount of Pedigree Information and Parental Misidentification of Progeny on Estimates of Genetic Parameters in Jeju Race Horses (제주마 집단의 혈연 정보량과 정보 오류가 유전 모수 추정치에 미치는 영향)

  • Kim, Nam-Young;Lee, Sung-Soo;Yang, Young-Hoon
    • Journal of Embryo Transfer
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    • v.29 no.3
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    • pp.289-296
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    • 2014
  • The pedigree information and race records of 1,000 m finishing time of Jeju race horses at KRA were used to study the effect of amount of pedigree information and parental misidentification on the estimates of genetic parameters. The modified data sets were made at the range of 2.5 to 25% parental misidentifications or loss of parental information of individuals with an increment of 2.5 percent. For each incremental level, 20 randomly replicated data sets were obtained and analyzed by single-trait analysis with a DF-REML(AI) algorithm. As the rate of misidentification increased or the amount of pedigree information decreased, the estimates of fraction of additive genetics variance component gradually decreased almost linearly (p<0.05), while the estimated fractions of error variance and permanent environmental variance components gradually increased for the finishing time. Regression coefficients of the percentage amount of both parents' information loss and incorrect pedigree information on additive genetic variances were -0.079 and -0.114, respectively (p<0.01). The estimate of heritability decreased by 0.92% for one percent loss of both parents' information and 1.39% for one percent increase of both parental misidentifications of progeny (p<0.01). For the consideration of probable incorrect and missing parent information of progeny in this early population of Jeju horses, the estimates of additive genetic parameters would be biased downward about ten percent. This results indicate that the amount of pedigree information loss and misidentification of progeny would severely affect estimates of genetic parameters and would reduce genetic gains for selection in Jeju horse population.

Geographical Name Denoising by Machine Learning of Event Detection Based on Twitter (트위터 기반 이벤트 탐지에서의 기계학습을 통한 지명 노이즈제거)

  • Woo, Seungmin;Hwang, Byung-Yeon
    • KIPS Transactions on Software and Data Engineering
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    • v.4 no.10
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    • pp.447-454
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    • 2015
  • This paper proposes geographical name denoising by machine learning of event detection based on twitter. Recently, the increasing number of smart phone users are leading the growing user of SNS. Especially, the functions of short message (less than 140 words) and follow service make twitter has the power of conveying and diffusing the information more quickly. These characteristics and mobile optimised feature make twitter has fast information conveying speed, which can play a role of conveying disasters or events. Related research used the individuals of twitter user as the sensor of event detection to detect events that occur in reality. This research employed geographical name as the keyword by using the characteristic that an event occurs in a specific place. However, it ignored the denoising of relationship between geographical name and homograph, it became an important factor to lower the accuracy of event detection. In this paper, we used removing and forecasting, these two method to applied denoising technique. First after processing the filtering step by using noise related database building, we have determined the existence of geographical name by using the Naive Bayesian classification. Finally by using the experimental data, we earned the probability value of machine learning. On the basis of forecast technique which is proposed in this paper, the reliability of the need for denoising technique has turned out to be 89.6%.

The Relationship between Elementary School Student's Judo Gym Training Program and Life Satisfaction: The Mediation Effect of Social Development (초등학생에 대한 유도체육관 프로그램 특성과 생활만족의 관계: 사회성 발달의 매개효과)

  • Kim, Hwa-Ryong;Lee, Do-Heui
    • Journal of the Korean Applied Science and Technology
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    • v.36 no.1
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    • pp.312-323
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    • 2019
  • This purpose of study was to influence of elementary school student's Judo gym training program on social development and life satisfaction. This study aims at providing fundamental data and information on Judo participants by studying what effects of training program characteristic on social development and life satisfaction. The survey was done through 300 copies and excluding 15 copies ran an analysis on the remaining 285(90%) copies. After question investigating the data which is collected used IBM SPSS statistics 21 and IBM AMOS 21 program, frequency analysis, Exploratory factor analysis and confirmatory factor analysis, convergent validity, discriminant validity, Cronbach's ${\alpha}$, correlation analysis, path analysis through Structural Equation Model(SEM), mediation effect analysis by Sobel test. The result of this study were as follows. First, elementary school student's Judo gym training program showed (+) effects on social development. Second, elementary school student's Judo gym training program had no effects on life satisfaction. Third, social development showed (+) effects on life satisfaction. Forth, social development showed complete mediation effect on elementary school student's Judo gym training program and life satisfaction.