• 제목/요약/키워드: Height Prediction

검색결과 577건 처리시간 0.024초

Assisted GNSS Positioning for Urban Navigation Based on Receiver Clock Bias Estimation and Prediction Using Improved ARMA Model

  • Xia, Linyuan;Mok, Esmond
    • 한국항해항만학회:학술대회논문집
    • /
    • 한국항해항만학회 2006년도 International Symposium on GPS/GNSS Vol.1
    • /
    • pp.395-400
    • /
    • 2006
  • Among the various error sources in positioning and navigation, the paper focuses on the modeling and prediction of receiver clock bias and then tries to achieve positioning based on simulated and predicted clock bias. With the SA off, it is possible to model receiver clock bias more accurately. We selected several types of GNSS receivers for test using ARMA model. To facilitate prediction with short and limited sample pseudorange observations, AR and ARMA are compared, and the improved AR model is presented to model and predict receiver clock bias based on previous solutions. Our work extends to clock bias prediction and positioning based on predicted clock bias using only 3 satellites that is usually the case under urban canyon situation. In contrast to previous experiences, we find that a receiver clock bias can be well modeled using adopted ARMA model. Test has been done on various types of GNSS receivers to show the validation of developed model. To further develop this work, we compare solution conditions in terms of DOP values when point positioning is conducted using 3 satellites to simulate urban positioning environment. When condition allows, height component is derived from other ways and can be set as known values. Given this condition, location is possible using less than 2 GNSS satellites with fixed height. Solution condition is also discussed for this background using mode of constrained positioning. We finally suggest an effective predictive time span based on our test exploration under varied conditions.

  • PDF

전지구·지역·국지연안 통합 파랑예측시스템 개발을 위한 여름철 태풍시기 풍파성장 파라미터 민감도 분석 (Sensitivity Analysis of Wind-Wave Growth Parameter during Typhoon Season in Summer for Developing an Integrated Global/Regional/Coastal Wave Prediction System)

  • 오유정;오상명;장필훈;강기룡;문일주
    • Ocean and Polar Research
    • /
    • 제43권3호
    • /
    • pp.179-192
    • /
    • 2021
  • In this study, an integrated wave model from global to coastal scales was developed to improve the operational wave prediction performance of the Korean Meteorological Administration (KMA). In this system, the wave model was upgraded to the WaveWatch III version 6.07 with the improved parameterization of the source term. Considering the increased resolution of the wind input field and the introduction of the high-performance KMA 5th Supercomputer, the spatial resolution of global and regional wave models has been doubled compared to the operational model. The physical processes and coefficients of the wave model were optimized for the current KMA global atmospheric forecasting system, the Korean Integrated Model (KIM), which is being operated since April 2020. Based on the sensitivity experiment results, the wind-wave growth parameter (βmax) for the global wave model was determined to be 1.33 with the lowest root mean square errors (RMSE). The value of βmax showed the lowest error when applied to regional/coastal wave models for the period of the typhoon season when strong winds occur. Applying the new system to the case of August 2020, the RMSE for the 48-hour significant wave height prediction was reduced by 13.4 to 17.7% compared to the existing KMA operating model. The new integrated wave prediction system plans to replace the KMA operating model after long-term verification.

시공 중 및 담수 후 계측데이터를 이용한 CFRD의 침하량 예측 연구 (A Study on Settlement Prediction of Concrete-faced Rockfill Dam Using Measured Data During Construction and After Impounding)

  • 이충원;김용성
    • 한국지반환경공학회 논문집
    • /
    • 제16권2호
    • /
    • pp.5-13
    • /
    • 2015
  • 본 연구에서는 36개의 CFRD에 대한 계측자료(38개 지점)를 통해 댐 축조단계에서 얻어지는 계측자료를 이용하여 담수 후 댐의 정부침하량 및 내부침하량 예측기법을 제안하였다. 전체 데이터에 대한 분석 결과, 댐체의 정부침하량 및 시공 중 최대 내부침하량은 댐체의 높이 및 간극비에 비례하였다. 그러나 내부침하량과 댐 높이에 대한 반대수지 상에서의 선형회귀분석 결과는 간극비에 따른 차이 없이 대단히 유사함을 확인하였다. 또한 CFRD의 시공 중 내부침하량을 통해 정부침하량의 예측이 가능하였으며, 댐체가 조밀할 경우 연직변형계수가 크게 평가됨과 동시에 계곡형상의 영향을 많이 받는 것으로 나타났다. 본 연구결과는 향후 CFRD의 설계, 시공, 장기적 유지관리를 위한 유용한 도구가 될 것으로 사료된다.

Accuracy of predictive equations for resting energy expenditure (REE) in non-obese and obese Korean children and adolescents

  • Kim, Myung-Hee;Kim, Jae-Hee;Kim, Eun-Kyung
    • Nutrition Research and Practice
    • /
    • 제6권1호
    • /
    • pp.51-60
    • /
    • 2012
  • Weight-controlling can be supported by a proper prescription of energy intake. The individual energy requirement is usually determined through resting energy expenditure (REE) and physical activity. Because REE contributes to 60-70% of daily energy expenditure, the assessment of REE is very important. REE is often predicted using various equations, which are usually based on the body weight, height, age, gender, and so on. The aim of this study is to validate the published predictive equations for resting energy expenditure in 76 normal weight and 52 obese Korean children and adolescents in the 7-18 years old age group. The open-circuit indirect calorimetry using a ventilated hood system was used to measure REE. Sixteen REE predictive equations were included, which were based on weight and/or height of children and adolescents, or which were commonly used in clinical settings despite its use based on adults. The accuracy of the equations was evaluated on bias, RMSPE, and percentage of accurate prediction. The means of age and height were not significantly different among the groups. Weight and BMI were significantly higher in obese group (64.0 kg, $25.9kg/m^2$) than in the non-obese group (44.8 kg, $19.0kg/m^2$). For the obese group, the Molnar, Mifflin, Liu, and Harris-Benedict equations provided the accurate predictions of > 70% (87%, 79% 77%, and 73%, respectively). On the other hand, for non-obese group, only the Molnar equation had a high level of accuracy (bias of 0.6%, RMSPE of 90.4 kcal/d, and accurate prediction of 72%). The accurate prediction of the Schofield (W/WH), WHO (W/WH), and Henry (W/WH) equations was less than 60% for all groups. Our results showed that the Molnar equation appears to be the most accurate and precise for both the non-obese and the obese groups. This equation might be useful for clinical professionals when calculating energy needs in Korean children and adolescents.

전라북도 부안 지역 소나무와 진안 지역 낙엽송 생장 모형의 실용성 평가 (Evaluation of Practicality of Growth Models for Pinus densiflora in Buan and Larix leptolepis in Jinan, Jeollabukdo)

  • 서병수;임호섭;이상현
    • 한국산림과학회지
    • /
    • 제97권4호
    • /
    • pp.368-373
    • /
    • 2008
  • 본 연구는 전북부안 지역의 소나무와 진안 지역 낙엽송림을 대상으로 개발된 생장모형을 지역적으로 독립된 데이터를 이용하여 검증하고 기존에 개발된 생장모형이 다른 지역에도 적용 할 수 있는지의 효율성을 측정하는데 그 목적을 두었다. 기존에 개발된 소나무의 직경생장 모형은 새로운 데이터에 우수한 적합성을 보였으나, 흉고단면적 및 수고 생장 모형은 적합도가 떨어지는 것으로 나타났다. 반면에 낙엽송의 직경, 흉고단면적 및 수고 생장 모형은 지역적으로 독립된 데이터에 우수한 적합성을 보였다. 따라서 기존에 개발된 소나무의 직경생장 모형을 제외한 흉고단면적 및 수고 생장 모형의 적용은 개발된 지역에서만 사용 할 수 있는 효율성의 한계가 있는 것으로 보인다. 그러나 낙엽송의 직경, 흉고단면적 및 수고 생장 모형은 다른 지역에도 적용 할 수 있는 우수한 효율성을 보여 산림 자원이 풍부한 전라북도 동부 산악권 지역의 낙엽송 생장 모형으로 이용 될 수 있는 것으로 판단된다.

파고계산 인공신경망을 이용한 방파제 기대피해도 산정 (Calculating Expected Damage of Breakwater Using Artificial Neural Network for Wave Height Calculation)

  • 김동현;김영진;허동수;전호성;이창훈
    • 한국해안·해양공학회논문집
    • /
    • 제22권2호
    • /
    • pp.126-132
    • /
    • 2010
  • 천해파 예측 인공신경망을 이용한 방파제 기대피해도 산정방법을 개발하였다. 극치분포를 따르는 심해파고를 이용하여 방파제 위치에서의 유의파고를 얻기 위해 인공신경망을 이용하였다. 조위와 심해파를 입력받은 인공신경망이 천해유의파를 예측할 수 있도록 학습시켰으며 파랑변형 해석에 사용되는 수치모델(SWAN)의 예측결과와 대등한 성능을 보였다. 천해파 예측 인공신경망을 이용함으로써 다수의 천해파를 매우 손쉽고 빠르게 얻을 수 있었으며 결과적으로 기대피해도 해석에 사용되는 시간을 단축할 수 있었다. 또한, 파고예측 시 방파제 위치에서의 조위 변동성에 따른 기대피해도를 상호비교함으로써 조위변동성을 고려하지 않을 경우 기대피해도를 과다 또는 과소 평가할 수 있음을 확인하였다.

Artificial intelligence-based blood pressure prediction using photoplethysmography signals

  • Yonghee Lee;YongWan Ju;Jundong Lee
    • 한국컴퓨터정보학회논문지
    • /
    • 제28권11호
    • /
    • pp.155-160
    • /
    • 2023
  • 본 논문은 광혈류신호를 이용하여 혈압을 예측하는 방법을 제시한다. 제시한 방법은 먼저, 광혈류신호를 측정한 후, 전처리 과정을 통해 아티펙트를 제거하고 학습을 위한 신호를 얻는다. 그리고 혈압에 영향을 주는 몸무게와 키를 부가 정보로 측정한다. 다음으로, 인공지능 알고리즘을 통해 광혈류신호, 키, 그리고 몸무게를 입력변수로 학습하여 수축기와 이완기 혈압을 추정하도록 시스템을 구축한다. 구축된 시스템은 사전에 입력된 키와, 몸무게, 그리고 측정한 광혈류신호를 가지고 수축기와 이완기 혈압을 예측한다. 제안한 방법은 무구속 방식으로 피검자의 키와 몸무게, 그리고 심장 및 혈관의 상태를 반영하는 광혈류신호를 입력받아 실시간, 연속적으로 혈압 예측이 가능하다. 본 연구에서 제시한 인공지능 기반 혈압예측시스템의 유용성을 확인하기 위해 측정한 혈압과 예측한 혈압의 비교를 통해 결과의 유용성을 확인한다.

철도소음의 높이별 방사특성을 고려한 수음 평가 위치 제안 (Suggestion of assessment height for noise measurement according to the vertical radiation characteristics of railway noise)

  • 조준호;장강석
    • 환경영향평가
    • /
    • 제23권1호
    • /
    • pp.29-37
    • /
    • 2014
  • Exact and precise noise measurement is the basis for the reduction measure R&D, impact assessment and prediction modeling for railway noise. In this study, research trend as well as national and international noise measurement standard are investigated. For the estimation of vertical radiation characteristics of railway noise, specially devised zig was used. From the noise measurement and analysis, exact noise height radiated from the railway was characterized. The obtained results will be used for the suggestion of the height of microphone position of railway noise measurements.

한국 청소년(만 17세) 체격의 시대적 변천에 대한 통계적 모형 추정 -1983년부터 1993년까지- (Statistical Estimated Model of Chronological Change in Physical Growth and Development in Korean Youth(17 Years Old) - From 1983 To 1993 -)

  • 성웅현;윤석옥;윤태영;최중명;박순영
    • 보건교육건강증진학회지
    • /
    • 제12권2호
    • /
    • pp.36-47
    • /
    • 1995
  • This research was obtained from analyzing how the physiques of the 3rd grade students of high school for males and females and developed for the last eleven years(from 1983 to 1993). By the physiques and nutritional index of physical growth and development, Relative Body Weight of 36.62 exceeded the standard, on the other hand females showed lower records than the standard. Relative Chest Girth Index belonged to the normal type of males and females in all, in the comparison of the records between 1983 and 1993, males increased in average 0.29 and females in average 0.55. Relative Chest Girth Index of females was greater than that of females. By the results of Relative Sitting Height Index, growth of the lower body for males and females was greater than that of males. In case of Vervaeck Index, males increased in average 2.04 but females increased in average 1, 20 relatively less than males. These phenomena provided for the evidence of the deficient nutrition in females. In the regression models of body height and body weight within a certain period, statistical regression model types which best indicated chronological average changes of body height and body weight, took 3rd Order Polynomial Regression Model rather than linear regression model. In females, statistical regression model types which best is suitable for chronological average change of body height and body weight, took 4th and 2nd Order Polynomial Regression Model respectively. The prediction value of 1995 by estimated polynomial regression model anticipated that body height of 3rd grade year students of high school of males in 1993 went on increasing from 170.87cm to 171.79cm in average 0.92cm growth and that of females from 158.99cm to 160.79cm in average 1.80cm growth. In addition, body weight of males seemed to increase from 62.58kg to 64.52kg in average 1.94kg growth and that of females seemed to increase from 54.05kg to 54.19kg in average 0.14kg growth. Linear Regression Model was suitable for the regression model of body weight for body height. Prediction on increase of an average body weight for body height was that, according to growth of body height 1cm in males, body weight increased 1.41kg averagely and that of females 0.86kg. For that reason, we came to conclusion that body weight increase for body height 1cm in males was greater than that in females on average.

  • PDF