• Title/Summary/Keyword: 등급화 분석

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Comparison of Rating Methods by Disaster Indicators (사회재난 지표별 등급화 기법 비교: 가축질병을 중심으로)

  • Lee, Hyo Jin;Yun, Hong Sic;Han, Hak
    • Journal of the Society of Disaster Information
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    • v.17 no.2
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    • pp.319-328
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    • 2021
  • Purpose: Recently, a large social disaster has called for the need to diagnose social disaster safety, and the Ministry of Public Administration and Security calculates and publishes regional safety ratings such as regional safety index and national safety diagnosis every year. The existing safety diagnosis system uses equal intervals or normal distribution to grade risk maps in a uniform manner. Method: However, the equidistant technique can objectively analyze risk ratings, but there is a limit to classifying risk ratings when the distribution is skewed to one side, and the z-score technique has a problem of losing credibility if the population does not follow a normal distribution. Because the distribution of statistical data varies from indicator to indicator, the most appropriate rating should be applied for each data distribution. Result: Therefore, in this paper, we analyze the data of disaster indicators and present a comparison and suitable method for traditional equidistant and natural brake techniques to proceed with optimized grading for each indicator. Conclusion: As a result, three of the six new indicators were applied differently from conventional grading techniques

District-Level Seismic Vulnerability Rating and Risk Level Based-Density Analysis of Buildings through Comparative Analysis of Machine Learning and Statistical Analysis Techniques in Seoul (머신러닝과 통계분석 기법의 비교분석을 통한 건물에 대한 서울시 구별 지진취약도 등급화 및 위험건물 밀도분석)

  • Sang-Bin Kim;Seong H. Kim;Dae-Hyeon Kim
    • Journal of Industrial Convergence
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    • v.21 no.7
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    • pp.29-39
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    • 2023
  • In the recent period, there have been numerous earthquakes both domestically and internationally, and buildings in South Korea are particularly vulnerable to seismic design and earthquake damage. Therefore, the objective of this study is to discover an effective method for assessing the seismic vulnerability of buildings and conducting a density analysis of high-risk structures. The aim is to model this approach and validate it using data from pilot area(Seoul). To achieve this, two modeling techniques were employed, of which the predictive accuracy of the statistical analysis technique was 87%. Among the machine learning techniques, Random Forest Model exhibited the highest predictive accuracy, and the accuracy of the model on the Test Set was determined to be 97.1%. As a result of the analysis, the district rating revealed that Gwangjin-gu and Songpa-gu were relatively at higher risk, and the density analysis of at-risk buildings predicted that Seocho-gu, Gwanak-gu, and Gangseo-gu were relatively at higher risk. Finally, the result of the statistical analysis technique was predicted as more dangerous than those of the machine learning technique. However, considering that about 18.9% of the buildings in Seoul are designed to withstand the Seismic intensity of 6.5 (MMI), which is the standard for seismic-resistant design in South Korea, the result of the machine learning technique was predicted to be more accurate. The current research is limited in that it only considers buildings without taking into account factors such as population density, police stations, and fire stations. Considering these limitations in future studies would lead to more comprehensive and valuable research.

The study for grading the area damaged by forest fire using LiDAR and digital aerial photograph (LiDAR 및 디지털항공사진을 이용한 산불 피해지의 등급화에 관한 연구)

  • Kwak, Doo-Ahn
    • Proceedings of the KSRS Conference
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    • 2008.03a
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    • pp.187-194
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    • 2008
  • LiDAR는 일반 항공사진 및 위성영상과는 달리 사물의 높이를 측정할 수 있어 산림의 3차원 모델링을 수행할 수 있다. 본 연구에서는 이러한 LiDAR의 특성을 이용하여 산불이 발생한 강원도 양양지역 산림의 물리적 피해를 분석하였으며, 디지털 항공사진으로부터 Normalized Difference Vegetation Index (NDVI)를 추출하여 산림의 생물학적 피해를 분석하였다. 산림의 물리적 피해는 임관의 피해정도에 따라 지표면에서 반사되는 Point Data의 개수의 비율로서 추정을 하였다. 피해정도의 고저(高低)를 구분하는 기준은 통계적 방법 (Jenk's Natural Break) 으로부터 추정된 0.3594을 사용하였으며, 지표면 반사비율이 0.3594 이상인 경우 물리적 피해정도를 고(高, Serious Physical Damage; SPD), 지표면 반사비율이 0.3594 이하인 경우 물리적 피해정도를 저(低, Light Physical Damage; LPD)로 나타내었다. 또한 생물학적 피해는 일반적인 NDVI 값의 범위(-1

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Government Necessity of Risk Rating Methodology for Nationwide Emerging IT Infrastructure (국가단위 신규 IT인프라의 위험수준 등급화모델에 대한 정책적 필요성)

  • Kim, Sang-Kyun
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2010.07a
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    • pp.285-287
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    • 2010
  • 국가단위로 구축예정인 신규 IT인프라의 계획 및 설계 단계에서 신규 IT인프라에 잠재하는 위험도를 사전에 종합적으로 분석하기 위하여 현재까지는 위험분석 이론이 사용되고 있으나 여러 가지 적용상 한계점이 지적되고 있다. 본 연구는 이와 관련하여 신규 IT인프라의 위험도를 일정 단위의 등급으로 분류하여 정부기관, 서비스 제공자, 서비스 수요자가 정확하게 인지하고 대응할 수 있도록 하기 위하여 신규 IT인프라에 대한 위험수준 등급화 모델의 필요성을 제시하는 것이 목적이다.

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A Study on the New Peach Graching System in Stages for Efficint Marketing (복숭아 유통개선을 위한 단계별 등급화 체계 연구)

  • 이기우;박재홍;이호철
    • Food Science and Preservation
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    • v.7 no.4
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    • pp.349-356
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    • 2000
  • This study is to investigate and to suggest the most efficient roach standardization that is performed and is preferred by consumers to provide benefits for all of them. The data was collected to obtain information about peach standardization consumption and consumer preference, and marketing situation by using interviews from peach producers, wholesaler and retailer, and consumers for three years (1997-1999). The most important standardization criterion at present was found to be a weight among peach producers, a color among wholesaler and retailer and consumers. In addition, sweetness was ranked first among the producers, wholesalers and retailers, and consumer if sweetness were detected without running peaches. Especially, consumers preferred to purchase small amount with small package and presented sweetness as the most preferred criterion. Thus, it is necessary for peach producers, wholesaler and retailers, and consumers to establish the small package standard and to subdivide the present system into several grades for performing the two-way system which labels grade with sweetness and weight.

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Quality Analysis and Grading of Sliced-Dried 'Cheongdobansi' Persimmons Marketed in Korea (시판 청도반시 감말랭이 제품의 품질분석 및 등급화)

  • Kim, Gui-Ran;Kim, Mi-Yeung;Chung, Hun-Sik;Park, Hyun-Ju;Moon, Kwang-Deog;Kwon, Joong-Ho
    • Food Science and Preservation
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    • v.16 no.1
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    • pp.40-46
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    • 2009
  • Quality analysis and grading of sliced-dried 'cheongdobansi' persimmons marketed in Korea were investigated by analyzing the correlation coefficients between the quality properties and overall preference of the samples. There were appreciable differences in weight, length, width, thickness, soluble solid, and Hunter' color values of sliced-dried persimmons manufactured by seven different companies. The content of soluble solid was ranged from 43.44 to $47.92^{\circ}Brix$. Hunter values were 41.17-54.09, 5.62-12.36, and 10.51-20.59 for L(lightness), a(redness), and b(yellowness), respectively. In sensory test, no astringency, sourness, and musty were found in all the test samples. Sensory color, hardness and sweetness were different for each manufacturing company, while the overall acceptability was not significantly different among the samples. Qualities of samples graded according to sensory color and hardness revealed differences. The results showed that quality properties of sliced-dried 'cheongdobansi' persimmons were not uniform, however sensory color and hardness could be used as an index for quality grading.

Analysis of Busan rainfall characteristics considering climate change (기후변화를 고려한 부산시 강우특성분석)

  • Shon, Tae-Seok;Baek, Meung-Ki;Lee, Kyu-Yeol;Park, Kyung-Jae;Shin, Hyun-Suk
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1099-1103
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    • 2010
  • 본 연구에서는 기후변화로 인한 부산 강우특성을 고려하고 강수량의 증감을 알아보기 위하여 부산 기상청 지점의 강우 자료를 수집하고 분석하여 월, 계절, 연 평균강우와 지속시간별 연최대 강우량 및 강우강도(30 mm 이상)를 Trend 분석하였다. 분석기법은 T Test, Hotelling Pabst Test, Non Linear Test, Mann-Kendall Test, Sen Test이고 0.99, 0.95, 0.90의 유의수준별로 분석하였다. 분석된 결과는 1등급에서 4등급까지 등급화하고, 특히 Sen Test의 Slope는 빈도분석하여 등급화하였다.

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Development of Vegetation Indicator for Assessment of Naturalness in Stream Environment (하천환경의 자연성 평가를 위한 식생지표의 개발)

  • Chun, Seung-Hoon;Chae, Soo-Kwon
    • Journal of Environmental Impact Assessment
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    • v.25 no.6
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    • pp.384-401
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    • 2016
  • The vegetation assessment indicator has been developed recently as a biological part of the integrated assessment system for river environment to improve the efficiency of river restoration projects. This study carried out to test the vegetation assessment indicator and to reset its grade criteria on experimental streams. We classified and mapped vegetation communities at the level of physiognomic-floristic composition by each assessment unit. A total of 204 sampling quadrats were set up on the 68 assessment units at 5 experimental streams. By analyzing the vegetation data collected, we examined the appropriate numbers of sampling quadrats, the criteria of vegetation index score, classification of vegetation community, and grade criteria for vegetation assessment. The developed vegetation assessment indicator composed with the vegetation complexity index (VCI), the vegetation diversity index (VDI), and the vegetation naturalness index (VNI) was proved to reflect the current conditions of the streams sufficiently. The contribution of vegetation naturalness index to grading by vegetation assessment indicator was larger, but three indexes were closely correlated to each other. Also there was more clearer discrimination of grading with the application of adjusted criteria of vegetation assessment indicator and the standardized classification of vegetation community, but the stream segment type did not influence the vegetation assessment grade significantly.

A Study on Grade Classification for Improvement of Water Quality and Water Quality Characteristics in the Han River Watershed Tributaries (한강 수계 지류 하천의 수질 특성 및 수질 개선을 위한 등급화 방안 연구)

  • Cho, Yong-Chul;Park, Minji;Shin, Kyungyong;Choi, Hyeon-Mi;Kim, Sanghun;Yu, Soonju
    • Journal of Environmental Impact Assessment
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    • v.28 no.3
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    • pp.215-230
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    • 2019
  • The objective of this research is to evaluate the water quality characteristics using the statistical analysis of major tributaries in the Han River and to provide water quality improvement plan by selecting tributaries that should be preferentially managed by river grade classification method. The major 15 tributaries in Han River watershed were monitored for discharge and water quality during January-December 2017. As a result of the correlation analysis, the river discharge has been not correlation with other water quality constituents (p>0.05) but COD and TOC were significantly correlated (r=0.957, p<0.01). The main cause of water quality fluctuation was organic pollutants and nutrients in the principal component analysis (PCA) method. The BOD, COD, TOC, TN, and TP were found to be significantly different (p<0.05) by seasonal in result of one-way ANOVA analysis. Result of river grade classification by quantitative indicators the tributaries requiring improvement of water quality were Gulpocheon, Anyangcheon, Wangsukcheon, and Tancheon which affected by wastewater treatment plant.In this research, we determined tributaries that need to improve the water quality of Han River watershed and it can be used as an important data for efficient water quality management.