• Title/Summary/Keyword: 회귀식 개선

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A Study of the Nonlinear Characteristics Improvement for a Electronic Scale using Multiple Regression Analysis (다항식 회귀분석을 이용한 전자저울의 비선형 특성 개선 연구)

  • Chae, Gyoo-Soo
    • Journal of Convergence for Information Technology
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    • v.9 no.6
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    • pp.1-6
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    • 2019
  • In this study, the development of a weight estimation model of electronic scale with nonlinear characteristics is presented using polynomial regression analysis. The output voltage of the load cell was measured directly using the reference mass. And a polynomial regression model was obtained using the matrix and curve fitting function of MS Office Excel. The weight was measured in 100g units using a load cell electronic scale measuring up to 5kg and the polynomial regression model was obtained. The error was calculated for simple($1^{st}$), $2^{nd}$ and $3^{rd}$ order polynomial regression. To analyze the suitability of the regression function for each model, the coefficient of determination was presented to indicate the correlation between the estimated mass and the measured data. Using the third order polynomial model proposed here, a very accurate model was obtained with a standard deviation of 10g and the determinant coefficient of 1.0. Based on the theory of multi regression model presented here, it can be used in various statistical researches such as weather forecast, new drug development and economic indicators analysis using logistic regression analysis, which has been widely used in artificial intelligence fields.

A Study on Specific Discharge Estimation in Urban Watershed (도시유역의 비유량 산정에 대한 연구)

  • Son, Hui Won;Park, Kyung Mi;Kim, Jong Seok;Moon, Young Il
    • Proceedings of the Korea Water Resources Association Conference
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    • 2015.05a
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    • pp.511-511
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    • 2015
  • 국가적 측면에서 수자원의 효율적 관리는 국민의 안전 등 중요한 요소이며, 이를 위하여 수자원 장기 계획을 필요로 한다. 설계홍수량의 적정성 판단 및 첨두홍수량의 파악은 수자원 계획에 꼭 필요한 요소이다. 이를 산정하기 방법으로는 "설계홍수 추정 지침서(1993, 국토교통부)"에서 제시한 비유량법을 활용한 추정공식을 제시한 바 있다. 하지만, 기존에 제시된 비유량 산정 공식의 경우 유역면적 하나만을 매개변수로 하는 회귀식이기 때문에 급변하고 있는 강우 패턴 등의 반영이 어려울 것으로 판단되었으며, 특히 도시화 및 기후변화의 영향으로 인한 불투수면적의 증가와 집중호우 등의 극치수문사상이 발생됨에 따라 기존의 비유량법에 의해 첨두홍수량을 추정할 경우 많은 차이가 있을 것으로 예상된다. 또한, 하천기본계획 및 소하천정비종합계획 등 대부분의 하천관련 정비계획에서는 단위도법에 의해 산정된 홍수량을 계획홍수량으로 결정하고 있으며 비유량법에 의한 첨두홍수량은 계획홍수량의 적정성 검증 정도로만 활용하고 있으며 신뢰성에 의문이 제기되고 있는 실정이다. 따라서 도시유역을 대상으로 최근 수립된 하천기본계획 등의 계획홍수량 자료를 수집하고, 기존 비유량공식을 적용한 결과를 비교 검토하여 비유량 적용의 적정성을 판단하며 개선방안을 모색하고자 한다.

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Simulation of synthetic snow depth time-series using stochastic weather generation model (추계 일기 생성 모형을 활용한 합성 적설심 시계열 모의)

  • Park, Jeongha;Kim, Dongkyun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.99-99
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    • 2021
  • 본 연구에서는 기상 자료와 적설 특성 자료의 관계를 도출하고, 이와 추계 일기 생성 모형을 활용하여 합성 적설심 시계열을 모의하는 방법에 대하여 제안한다. 추계 일기 생성 모형에서는 적설량을 직접 모의하지 않기 때문에 강수량을 적설량으로 변환해야한다. 이를 위해 도입한 관계식은 다음과 같다. 첫째로 기상청 적설 예보의 적설 유무 판단 기준을 이용하였다. 이 기준에서는 상대습도와 지상기온에 따라 강수의 형태를 비, 눈, 진눈깨비로 구분한다. 둘째로 강수가 적설로 판단되었을 때 강수량을 신적설심으로 환산하는 수상당량비를 지상기온과 회귀 분석하였다. 선행 연구에 따라 3시간 1 mm 이상 5 mm 이하 강수와 3시간 5 mm 이상 강수 사상에 대하여 나누어 sigmoid형 곡선을 이용하여 회귀 분석하였다. 마지막으로 융설에 의한 적설심 감소량을 지상기온과 복사량의 함수로 표현하였으며, 각 변수의 계수는 입자 군집 최적화 방법을 통하여 보정하였다. 추계 일기 생성 모형으로는 AWE-GEN 모형을 활용하였으며, 시험 자료로 강릉(105) 종관기상관측소의 24년 기간(1982-2005) 자료를 활용하여 합성 적설심 시계열을 생성하였다. 합성 적설심 시계열 모의 과정은 다음과 같다. (1) 추계 일기 생성 모형으로 합성 일기 자료 생성, (2) 강수 발생 시 적설 유무 판단, (3) 적설로 판단 시 수상당량비를 계산하여 신적설심 추정, (4) 기존 적설심에 신적설심을 더하고, 적설심 감소량만큼 감소. 위와 같은 과정으로 200년 길이 합성 적설심 시계열을 모의한 결과 극한 사상을 과소 추정하는 경향이 나타나 추가적인 개선이 필요한 것으로 판단된다.

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A Study on Life Cycle Management of River facilities using Performance Evaluation Model (성능평가모델을 활용한 하천시설의 생애주기 관리에 관한 연구)

  • Kim, Jin-Guk;Kim, Sooyoung;Jung, Jaewon;Yoon, Kwang Seok
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.376-376
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    • 2022
  • 전 세계적으로 홍수의 발생빈도가 증가함에 따라, 하천 내 홍수피해를 경감하기 위해 설치하는 하천시설에 대한 중요성이 강조되고 있다. 하천시설은 홍수조절, 이수를 위한 흐름의 제어와 유도, 자연환경의 유지 및 개선 등 중요한 역할을 하고 있으나, 구조적으로 물과의 접촉이 많아 물리적 손상이나 노후화가 매우 빠르게 진행되는 특성이 있다. 시설물의 노후화가 지속될수록 안정성을 보장하기 어려워 자연재난의 규모를 증가시킬 위험성이 있다. 하천시설의 선제적 유지관리를 위해, 본 연구에서는 시설물통합정보관리시스템(Facilty Management System; FMS)의 정밀안전진단 결과를 활용하여 시설물의 사용연수에 따른 성능지표의 변화를 기반으로 회귀식 형태의 성능평가모델을 개발하였다. 기존연구와의 비교를 통해 성능평가모델의 적합성을 확인하였으며, 개발한 성능평가모델은 하천시설의 생애주기를 통합적으로 고려함으로써 정량적인 상태를 예측할 수 있다는 장점이 있다. 본 연구에서 제안된 성능평가모델 결과는 하천시설의 생애주기 관리를 위한 기초자료로 활용 가능할 것으로 기대된다.

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Research on The Modeling of Appropriate Parking Space for Mass Traffic Generating Facilities (대량 교통유발시설의 적정주차 추정모형구축에 관한 연구)

  • 오윤표;장무렬
    • Journal of Korean Society of Transportation
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    • v.19 no.3
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    • pp.61-73
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    • 2001
  • The purpose of this study is to simulate the suitable space of parking lots for Mass traffic instigating facilities in Pusan. After the suitable scale of parking lots estimate using GPSS, one of the Queue Simulation, with the average arriving time and the average parking time at parking lots, the formula is simulated by the Regression model to relate a total floor area and the suitable number of parking lots. The improved criteria or present parking lots is needed to prevent the unnecessary vehicles and improve the efficiency of land use. The suitable scale of parking lots estimate just with the state of using the parking lots in this study. but it is necessary to consider land use, traffic condition, commercial area etc.

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Optimization of Pre-Treatment Conditions for Hydrocarbons Detection from Irradiated Soybean Using Microwave-Assiated Extraction (마이크로파 추출법을 이용한 방사선 조사 대두의 Hydrocarbons 분석 전처리조건 최적화)

  • Lee, Jeong-Eun;Kwon, Joong-Ho
    • Journal of the Korean Applied Science and Technology
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    • v.30 no.4
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    • pp.612-621
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    • 2013
  • Microwave-assisted extraction (MAE), which is known as less time and less solvent than current extraction methods, was applied to hydrocarbons extraction from irradiated soybean. Among the transported agricultural products, soybean was selected as representative samples for possible application of irradiated treatment and identification of radiation-induced markers. Using 4 kGy-irradiated soybean, different microwave extraction conditions (extraction time and microwave power) were applied and the changes in hydrocarbon concentrations were monitored. The predicted optimum extracted condition for hydrocarbon analysis of soybean was found to be microwave extraction with a microwave power of 97 W and extraction time of 2.2 min. This extraction time was significantly lower compared to the common extraction time of 12-24hr.

Analysis of Relationship between Sanitary Knowledge and Sanitary Management Performance of School Foodservice Employees in Gyeongnam (경남 일부지역 학교급식 조리종사자의 위생지식과 위생관리 수행도의 관계 분석)

  • An, Jeong-Mi;Kim, Hyun-Ah
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.42 no.7
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    • pp.1139-1147
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    • 2013
  • The purpose of this study was to analyze the relationship between sanitary knowledge score and sanitary management performance among school foodservice employees. For this purpose, a paper-based questionnaire was developed and distributed to 300 school foodservice employees in Jinhae-gu, Changwon from May 13 to June 10 in 2009. A total of 276 responses were received and analyzed. The results of this study were as follows. The sanitary knowledge score of school foodservice employees was 16.60 (total score: 20). Their sanitary management performance level was 4.77 (based on a 5-point Likert scale). We found that sanitary management performance level of high sanitary knowledge score group was significantly higher than that of low sanitary knowledge score group (P<0.001). There was a significant positive correlation between sanitary knowledge score and sanitary management performance of school foodservice employees (P<0.01). Regression analysis showed that sanitary knowledge score of school foodservice employees had a positive effect on sanitary management performance (P<0.001). It implies that as school foodservice employees' sanitary knowledge increased, their sanitary management performance increased. In conclusion, to improve the sanitary quality of school foodservice, school foodservice employees' sanitary management performance level should be increased by improving their sanitary knowledge. So, a systematic and consistent sanitary education program should be conducted for school foodservice employees.

Analyses of Forest Road Construction Policy Using LISREL Approach (리즈렐모형을 이용한 임도사업의 계량적 분석)

  • Choi, Kwan
    • Journal of Korean Society of Forest Science
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    • v.97 no.1
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    • pp.22-29
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    • 2008
  • The objective of this study is to provide useful information for the establishment of efficient policy implementation strategies of forest road construction policy in South Korea. Data needed for the analysis was collected by a questionnaire survey. For the analysis, policy evaluation model was constructed based on theories of public policy. Evaluation model contains three independent variables (policy initiative factor, policy content, policy environment) and two dependent variables (policy result, policy impact). Since, these variables are unobservable latent variables, observable indicators are needed as proxy measures. LISREL (Linear Structural Relationships) was employed for the analysis since it is a useful measure for analysing linear structural model which consists of structural and measurement equations. It was confirmed that forest road construction is an effective policy mean for the development of rural region and activating forest resources management. The policy outcome, however, was not satisfactory. To improve the effectiveness of forest road construction policy some modification of policy contents are needed such as increased construction budget, allowing more flexibility and participation to the implementation personal and providing technical support.

Relationship between Vegan Dietary Habits and Subjective Oral Health Perception in the Era of New Normal (뉴노멀 시대 비건의 식습관과 주관적 구강건강인식의 관련성)

  • Se-Hyun Na;Su-Hyeon Ryu;Ye-ji Kwak;Min-Seon Kim;Hye-won Kim;Min-Young Kim
    • Journal of Advanced Technology Convergence
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    • v.2 no.1
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    • pp.9-16
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    • 2023
  • The purpose of this study is surveyed 109 vegan diet practitioners in their 20s or older to inform the need for research and development to include the oral health area in the health trend of vegan. Frequency analysis, X2,and simple linear regression analysis were performed using SPSS. The vegan group, which is fully vegetarian, had a lower risk of subjective dental caries, but the perception of subjective oral health was negative. It was found that vegan dietary habits were believed to be a little more beneficial in terms of oral health, but were perceived as vulnerable in actual oral health. Based on these results, it is believed that it is necessary to develop an oral-nutritional program that reflects a new dietary consumption trend called vegan in the new nomal.

Estimation of Discharge Coefficient for Triangle Shape Labyrinth Weir (삼각형 래버린스 위어의 유량계수 산정)

  • Song, Jai-Woo;Lee, Jin-Eun;Im, Jang-Hyuk
    • Journal of the Korean Society of Hazard Mitigation
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    • v.9 no.2
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    • pp.87-93
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    • 2009
  • The labyrinth weir can be defined that the plane shape of overflow part is not straight line and is a kind of weir having overflow length increased by changing its plane shape. Recently, the labyrinth weir can be widely applied to various hydraulic facilities such as dam spillway, irrigation facilities, and canal structures by increasing precipitation. This study was performed to analyze the hydraulic characteristics according to triangle labyrinth weir using hydraulic model experiments and finally estimate the discharge coefficients for triangle labyrinth weirs. The formulae of discharge coefficient provided in this study, which make it feasible to calculate the overflow rate by a coefficient of correlation. sum of residuals, MAPE(Mean Absolute Percentage Error), are expected to be widely applied to design of hydraulic facilities such as dam spillway and irrigation system.