• 제목/요약/키워드: Data Quality Index

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Seismic vulnerability of old confined masonry buildings in Osijek, Croatia

  • Hadzima-Nyarko, Marijana;Pavica, Gordana;Lesic, Marija
    • Earthquakes and Structures
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    • 제11권4호
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    • pp.629-648
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    • 2016
  • This paper deals with 111 buildings built between 1962 and 1987, from various parts of the city of Osijek, for which, through the collection of documentation, a database is created. The aim of this paper is to provide the first steps in assessing seismic risk in Osijek applying method based on vulnerability index. This index uses collected information of parameters of the building: the structural system, the construction year, plan, the height, i.e., the number of stories, the type of foundation, the structural and non-structural elements, the type and the quality of main construction material, the position in the block and built-up area. According to this method defining five damage states, the action is expressed in terms of the macroseismic intensity and the seismic quality of the buildings by means of a vulnerability index. The value of the vulnerability index can be changed depending on the structural systems, quality of construction, etc., by introducing behavior and regional modifiers based on expert judgments. Since there is no available data of damaged buildings under earthquake loading in our country, we will propose behavior modifiers based on values suggested by earlier works and on judgment based on available project documentation of the considered buildings. Depending on the proposed modifiers, the seismic vulnerability of existing buildings in the city of Osijek will be assessed. The resulting vulnerability of the considered residential buildings provides necessary insight for emergency planning and for identification of critical objects vulnerable to seismic loading.

대구지역 여대생의 영양소 섭취 상태가 체성분 및 골밀도에 미치는 영향 (Effects of Nutrient Intake of College Women in the Daegu Area on Body Content and Bone Mineral Density)

  • 이영순
    • 동아시아식생활학회지
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    • 제15권6호
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    • pp.655-662
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    • 2005
  • Body content bone mined density and nutrient intake status of 129 college women in Daegu area are analyze4 The mean age was 23.1 years. Bone mineral density was measured in their right heel by SONOST-2000 ultrasound bone densitometer, and nutrient intake was assessed by a Questionnaire. Diet intake data were obtained by using a 24 hours recall method to evaluate the subject's usual diet. The average energy, Ca, Ee, Zn and folate intakes were 64.2, 47.5, 54.7, 62.9 and $57.4\%$ of RDA, respectively. Ca/P and Ca/Protein ratio were 0.46 and 6.7, respectively. The mean adequacy ratio(MAR), an index of overall dietary quality wag 0.6. The index of nutritional quality was under 1.0 for protein(0.7), vitamin A(0.9), E(0.7), $B_1(0.8)$, niacin(0.8), $B_6(0.6)$ and phosphorus(0.6). The less the protein and energy intake, the less the bone mineral density(p<0.05). The intakes of protein(p<0.05) and that of phosphorus(p<0.001) were positively correlated with bone quality index(BQI). The calcium intake was positively correlated with Z-score(p<0.05). The phosphorus intake was positively correlated with T-score(p<0.001) and Z-score(p<0.0001). In conclusion, this study indicates that nutrient intake of the college women is considerably lower than the RDA. Also the BQI is lower than standard.

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기상학적 가뭄이 하천 BOD 수질에 미치는 영향의 확률론적 모니터링 (Probabilistic Monitoring of Effect of Meteorological Drought on Stream BOD Water Quality)

  • 서지유;이정훈;이호선;김상단
    • 한국물환경학회지
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    • 제39권1호
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    • pp.9-19
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    • 2023
  • Drought is a natural disaster that can have serious social impacts. Drought's impact ranges from water supply for humans to ecosystems, but the impact of drought on river water quality requires careful investigation. In general, drought occurs meteorologically and is classified as agricultural drought, hydrological drought, and environmental drought. In this study, the BOD environmental drought is defined using the bivariate copula joint probability distribution model between the meteorological drought index and the river BOD, and based on this, the environmental drought condition index (EDCI-BOD) was proposed. The results of examining the proposed index using past precipitation and BOD observation data showed that EDCI-BOD expressed environmental drought well in terms of river BOD water quality. In addition, by classifying the calculated EDCI-BOD into four levels, namely, 'attention', 'caution', 'alert', and 'seriousness', a practical monitoring stage for environmental drought of BOD was constructed. We further estimated the sensitivity of the stream BOD to meteorological drought, and through this, we could identify the stream section in which the stream BOD responded relatively more sensitively to the occurrence of meteorological drought. The results of this study are expected to provide information necessary for river BOD management in the event of meteorological droughts.

아스팔트 포장의 품질측정을 위한 확률이론과 PWL방법의 비교 분석 (Comparison Analysis between PWL and Probability Theory for Quality Measurement of Asphalt Pavement)

  • 최장규;이석근;김성민;황상민
    • 한국도로학회논문집
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    • 제11권2호
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    • pp.27-35
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    • 2009
  • 본 연구는 국내에 적합한 지불규정을 도입하기 위해 아스팔트 포장의 품질측정 방법을 제시하고자 수행되었다. 지불규정은 통계이론을 바탕으로 포장의 품질을 결정하여 시공비용을 조정하는 방법으로 지불규정을 적용하는 미국 대다수의 주에서는 고유의 품질테이블을 이용해 PWL(Percent With in Limit)을 산정한다. 따라서 미국 South Carolina에서 적용중인 품질측정테이블을 사용한 PWL과 통계분석방법에 기초한 확률이론의 비교분석을 통해 PWL의 국내 적용여부의 가능성을 판단하였다. 시험포장구간의 데이터를 사용하여 통계이론을 이용해 산출한 확률값과 PWL을 미국AASHTO에서 제시한 지불계수(Pay Factor)에 대입한 결과는 큰 차이를 보이지 않았으며 확률값 도출을 위한 Z-Value산출과정에서 모집단의 평균을 추정해 계산한 확률값 역시 PWL과 유사한 값을 보였다. 또한 현행 아스팔트 포장의 시방규정을 만족하지만 표준편차가 큰 가상의 데이터를 이용하여 지불계수를 산정한 결과 데이터의 평균값은 현행 시방규정에 만족하지만 지불계수는 100%이하로 산정되는 경우가 있는 것을 알 수 있었다. 이는 PWL방법을 이용함으로써 균질하고 성능이 우수한 품질의 측정이 가능한 것을 의미하며 따라서 국내실정에 접합한 품질측정테이블을 개발하여 PWL을 국내 지불규정의 품질측정방법으로 사용하는 것이 적합한 것으로 판단되었다.

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한국인 성인 남녀에서 허리 둘레 기준 복부비만에 따른 영양섭취상태 평가: 2010-2012 국민건강영양조사 자료를 이용하여 (Evaluation of nutrient and food intake status, and dietary quality according to abdominal obesity based on waist circumference in Korean adults: Based on 2010-2012 Korean National Health and Nutrition Examination Survey)

  • 김명성;권대철;배윤정
    • Journal of Nutrition and Health
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    • 제47권6호
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    • pp.403-415
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    • 2014
  • 본 연구는 국민건강영양조사 데이터를 활용하여 우리나라 성인에서 성별 허리둘레를 기준으로 한 복부비만 여부에 따른 혈액지표, 생활습관, 식사섭취 상태 및 식사의 질을 분석한 결과, 남성과 여성 모두에서 허리둘레 기준 복부비만군의 경우 정상군에 비해 대사적 지표 (혈중 콜레스테롤, 중성지방, 혈당 및 혈압)가 모두 유의적으로 높게 나타났으며, 여성 허리둘레 기준 복부비만군에서 비타민 $B_2$, 칼슘, 인 및 칼륨 등 미량영양소 섭취의 질이 정상군에 비해 유의적으로 낮았고, 식품 섭취의 다양성을 의미하는 식품군 점수 및 총 식품점수도 비만군이 정상군에 비해 유의적으로 낮게 나타났다. 또한 여성의 경우 식품 섭취의 다양성 (총 식품점수)이 증가할수록 허리둘레 기준 복부비만 위험도가 유의적으로 낮게 나타난 의미 있는 결과를 도출하였다. 이와 같은 결과는 비만의 관리 및 예방을 위해 영양소의 과부족이 없고 미량영양소의 적절한 공급을 가능하게 하는 다양한 식품의 섭취를 권장할 수 있는 근거자료 및 영양교육의 기초자료로 활용할 수 있을 것으로 사료된다.

시계열 네트워크분석을 통한 데이터품질 연구경향 및 산업연관 분석 (Trend of Research and Industry-Related Analysis in Data Quality Using Time Series Network Analysis)

  • 장경애;이광석;김우제
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제5권6호
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    • pp.295-306
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    • 2016
  • 본 연구는 데이터품질과 관련된 선행연구의 메타정보를 활용하여 연구경향을 분석하고 이를 통해서 산업계의 흐름을 예측하기 위한 목적의 연구이다. 다양한 분야에서 연구경향을 분석하려는 시도는 이어져 왔으나, 데이터품질 영역은 그 범위가 방대하여 선행 연구자료에 대한 분석을 수행하기 어려웠다. 본 연구는 Web of Science 색인DB에 수록된 최근 10년간의 연구 메타데이터를 수집하여 텍스트 마이닝, 사회연결망 분석기법을 활용한 시계열 네트워크 분석을 수행하였다. 연구주제 분석 결과, 수학 및 전산 생물학, 화학, 건강관리 과학 및 서비스, 생화학 및 분자 생물학, 운영 연구 및 경영 과학, 의료정보학은 연구비율이 감소하고 있었고, 환경, 수자원, 지질학, 계측기 및 계측의 연구비율은 증가하고 있었다. 또한 사회연결망 분석 결과 데이터품질 연구에서는 분석, 알고리즘, 네트워크의 주제가 중앙성이 높은 중요한 주제로 나타났으며, 이미지와 모델, 센서, 최적화가 데이터품질에서 중요한 주제로 등장하는 추세를 보였다. 데이터품질의 산업과 연관관계 분석 결과는 기술, 산업, 건강, 유틸리티, 고객서비스가 연관성이 높은 산업으로 나타났다. 본 연구의 결과는 데이터품질 연구의 패턴을 분석하고 산업과 연관관계를 찾는 데이터품질 관련 연구자 뿐아니라 산업계에도 유용한 자료로 활용되리라 판단된다.

Correlation-based Feature Selection 기법과 Random Forest 알고리즘을 이용한 한강유역 지류의 TDI 예측 연구 (A Study on Predicting TDI(Trophic Diatom Index) in tributaries of Han river basin using Correlation-based Feature Selection technique and Random Forest algorithm)

  • 김민규;윤춘경;이한필;황순진;이상우
    • 한국물환경학회지
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    • 제35권5호
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    • pp.432-438
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    • 2019
  • The purpose of this study is to predict Trophic Diatom Index (TDI) in tributaries of the Han River watershed using the random forest algorithm. The one year (2017) and supplied aquatic ecology health data were used. The data includes water quality(BOD, T-N, $NH_3-N$, T-P, $PO_4-P$, water temperature, DO, pH, conductivity, turbidity), hydraulic factors(water width, average water depth, average velocity of water), and TDI score. Seven factors including water temperature, BOD, T-N, $NH_3-N$, T-P, $PO_4-P$, and average water depth are selected by the Correlation Feature Selection. A TDI prediction model was generated by random forest using the seven factors. To evaluate this model, 2017 data set was used first. As a result of the evaluation, $R^2$, % Difference, NSE(Nash-Sutcliffe Efficiency), RMSE(Root Mean Square Error) and accuracy rate show that this model is compatible with predicting TDI. To be more concrete, $R^2$ is 0.93, % Difference is -0.37, NSE is 0.89, RMSE is 8.22 and accuracy rate is 70.4%. Also, additional evaluation using data set more than 17 times the measured point was performed. The results were similar when the 2017 data set were used. The Wilcoxon Signed Ranks Test shows there was no statistically significant difference between actual and predicted data for the 2017 data set. These results can specify the elements which probably affect aquatic ecology health. Also, these will provide direction relative to water quality management for a watershed that must be continuously preserved.

Audio Data Hiding Based on Sample Value Modification Using Modulus Function

  • Al-Hooti, Mohammed Hatem Ali;Djanali, Supeno;Ahmad, Tohari
    • Journal of Information Processing Systems
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    • 제12권3호
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    • pp.525-537
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    • 2016
  • Data hiding is a wide field that is helpful to secure network communications. It is common that many data hiding researchers consider improving and increasing many aspects such as capacity, stego file quality, or robustness. In this paper, we use an audio file as a cover and propose a reversible steganographic method that is modifying the sample values using modulus function in order to make the reminder of that particular value to be same as the secret bit that is needed to be embedded. In addition, we use a location map that locates these modified sample values. This is because in reversible data hiding it needs to exactly recover both the secret message and the original audio file from that stego file. The experimental results show that, this method (measured by correlation algorithm) is able to retrieve exactly the same secret message and audio file. Moreover, it has made a significant improvement in terms of the following: the capacity since each sample value is carrying a secret bit. The quality measured by peak signal-to-noise ratio (PSNR), signal-to-noise ratio (SNR), Pearson correlation coefficient (PCC), and Similarity Index Modulation (SIM). All of them have proven that the quality of the stego audio is relatively high.

Correlation Analysis of Atmospheric Pollutants and Meteorological Factors Based on Environmental Big Data

  • Chao, Chen;Min, Byung-Won
    • International Journal of Contents
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    • 제18권1호
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    • pp.17-26
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    • 2022
  • With the acceleration of urbanization and industrialization, air pollution has become increasingly serious, and the pollution control situation is not optimistic. Climate change has become a major global challenge faced by mankind. To actively respond to climate change, China has proposed carbon peak and carbon neutral goals. However, atmospheric pollutants and meteorological factors that affect air quality are complex and changeable, and the complex relationship and correlation between them must be further clarified. This paper uses China's 2013-2018 high-resolution air pollution reanalysis open data set, as well as statistical methods of the Pearson Correlation Coefficient (PCC) to calculate and visualize the design and analysis of environmental monitoring big data, which is intuitive and it quickly demonstrated the correlation between pollutants and meteorological factors in the temporal and spatial sequence, and provided convenience for environmental management departments to use air quality routine monitoring data to enable dynamic decision-making, and promote global climate governance. The experimental results show that, apart from ozone, which is negatively correlated, the other pollutants are positively correlated; meteorological factors have a greater impact on pollutants, temperature and pollutants are negatively correlated, air pressure is positively correlated, and the correlation between humidity is insignificant. The wind speed has a significant negative correlation with the six pollutants, which has a greater impact on the diffusion of pollutants.

냉장고 동작부품의 소음특성 분석을 통한 감성품질 개선 (Evaluation of Sound Quality for Ergonomic Design of Movable Parts in a Refrigerator)

  • 강성엽;소새롬;김건우;김지훈;박상후
    • 한국기계가공학회지
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    • 제17권6호
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    • pp.7-15
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    • 2018
  • We propose a method for evaluating sound quality quantitatively to develop high-level home appliances (HA). Generally, a refrigerator has diverse movable parts such as slider, drawer, and folding shelf. Therefore, an engineering treatment to control the noise quality is considered as one of key technologies for a higher level refrigerator. Among the movable parts, we have selected a folding shelf as an example, which is commonly setup inside of a home refrigerator for increasing space convenience, to control the noise quality. However, it is known that its noise level is very high comparing to other movable parts when folding or unfolding actions. In order to evaluate and compare the noise quality, we have tested different eighteen models, and have suggested an impact sound quality index (ISQI) based on subjective evaluation data obtained experimentally by thirty two evaluators. The ISQI was formulated using three sound quality elements (noise peak, raising time, impact duration) to determine psycho-acoustic properties. Through this work, we developed an evaluating process and ISQI that was verified the usefulness by comparing the test results of personal perceptions given by evaluators with the prediction value of ISQI. We showed a good relations between them, so we believe that the proposed method and ISQI can be utilized to control of the noise quality of HA effectively.