• 제목/요약/키워드: disease forecast

검색결과 62건 처리시간 0.032초

여러 가지 가중행렬을 가진 공간 시계열 모형들의 예측 (Prediction for spatial time series models with several weight matrices)

  • 이성덕;주수인;이소현
    • Journal of the Korean Data and Information Science Society
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    • 제28권1호
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    • pp.11-20
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    • 2017
  • 시간의 변화뿐만 아니라 공간 위치의 변화를 함께 고려한 자료를 공간 시계열 자료라고 한다. 공간 시계열 자기회귀 이동평균 모형과 공간 시계열 중선형 모형에 대해 소개하고 각각의 Kalman Filter 방법에 의한 모수 추정의 과정을 거쳐 최종 선택된 모형의 예측력을 비교하였다. 또한 공간 시계열 자료의 모형에 포함되는 가중행렬에 대하여 기존의 방법인 동일한 가중치와 더불어 거리에 비례한 가중치와 인구수에 비례한 가중치를 제안하였다. 실증분석을 위해 한국질병관리본부에서 수집한 유행성 이하 선염 자료를 활용하여 가중치를 달리한 공간 시계열 모형을 적합시키고 예측하였다. 예측 오차 제곱합을 활용하여 어느 모형이 가장 효과적인 모형인지 판정하였다.

후향연산 모형 (Back-calculation model)을 이용한 국내 HIV 감염자와 AIDS 환자의 추계 (Prediction of HIV and AIDS Incidence Using a Back-calculation Model in Korea)

  • 이주영;고운영;기미경;김지연;황진수
    • Journal of Preventive Medicine and Public Health
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    • 제35권1호
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    • pp.65-71
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    • 2002
  • Objective : To estimate the status of HIV infection and AIDS incidence using a back-calculation model in Korea. Methods : Back-calculation is a method for estimating the past infection rate using AIDS incidence data. The method has been useful for obtaining short-term projections of AIDS incidence and estimating previous HIV prevalence. If the density of the incubation periods is known, together with the AIDS incidence, we can estimate historical HIV infections and forecast AIDS incidence in any time period up to time t. In this paper, we estimated the number of HIV infections and AIDS incidence according to the distribution of various incubation periods Results : The cumulative numbers of HIV infection from 1991 to 1996 were $708{\sim}1,426$ in Weibull distribution and $918{\sim}1,980$ in Gamma distribution. The projected AIDS incidence in 1997 was $16{\sim}25$ in Weibull distribution and $13{\sim}26$ in Gamma distribution. Conclusions : The estimated cumulative HIV infections from 1991 to 1996 were $1.4{\sim}4.0$ times more than notified cumulative HIV infections. Additionally, the projected AIDS incidence in 1997 was less than the notified AIDS cases. The reason for this underestimation derives from the very low level of HIV prevalence in Korea, further research is required for the distribution of the incubation period of HIV infection in Korea, particularly for the effects of combination treatments.

Maryblyt 기반 참다래 꽃썩음병 예측모형 개발 (Development of a Maryblyt-based Forecasting Model for Kiwifruit Bacterial Blossom Blight)

  • 김광형;고영진
    • 식물병연구
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    • 제21권2호
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    • pp.67-73
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    • 2015
  • P. syringae pv. syringae에 의해 발생하는 참다래 꽃썩음병은 개화기 전후의 기상조건에 영향을 크게 받는다. 지금까지 기상조건과 꽃썩음병 발생의 상관관계를 밝힌 연구들은 많았지만, 이를 활용해 꽃썩음병의 감염 위험도를 나타낼 수 있는 예측모형은 개발되지 않았다. 본 연구에서는 기존 정보를 조사하고 꽃썩음병의 병원생태와 유사한 화상병 예측모형인 Maryblyt모형을 기반으로 참다래 꽃썩음병 예측모형인 Pss-KBB Risk Model을 개발하였다. 비교평가를 통한 검증 결과, Pss-KBB Risk Model은 각각 온도와 강수 정보만을 이용하는 개화전 평균온도 모형과 강우일수 모형에 비해 실제 과수원의 병해 발생정도를 더 잘 모의하는 것으로 나타났다. 따라서 Pss-KBB Risk Model과 기상예보자료를 활용해 꽃썩음병의 발병 위험도를 예측하여 꽃썩음병에 대한 적기적량 방제가 가능할 것으로 판단된다.

기후변화 시나리오에 따른 미래 참다래 궤양병 피해 예측 (Impact of Climate Change on Yield Loss Caused by Bacterial Canker on Kiwifruit in Korea)

  • 도기석;정봉남;최경산;안정준;좌재호
    • 한국농림기상학회지
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    • 제18권2호
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    • pp.65-73
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    • 2016
  • RCP4.5와 RCP8.5 미래 기후 변화 시나리오자료와 참다래 궤양병 피해 예측 모형인 D-PSA-K, 미래 참다래 재배적지 지도를 활용하여 궤양병의 미래 피해를 예측하고 참다래 궤양병의 발생 변화의 경향성을 찾아 보았다. 병원 세균에 의한 감염이 충분히 있다는 가정 아래에서 RCP4.5와 RCP8.5 시나리오의 2020년대와 2050년대에서 궤양병의 최대이병주율은 제주도와 남해안 일부 지역을 제외한 대부분의 지역에서 75% 이상으로 나타날 것으로 예측되었다. 두 시나리오들 모두에서 월동기 저온 환경이 없다는 가정 아래에서의 참다래 궤양병에 의한 가지 피해량은 거의 모든 재배가능지에서 증가될 것으로 예측된 반면에 월동기 저온에 의한 가지 피해량 증가율은 거의 모든 재배가능지에서 감소할 것으로 예측되었다. 지역 및 시나리오별로 궤양병 피해의 증가 및 감소의 경향은 다르게 나타날 것으로 예측되었다. RCP4.5 시나리오에서 2050년대에 2020년대에 비하여 10% 이상 최대 이병주율의 증가가 일어날 것으로 예측된 참다래 재배 가능지는 전체 재배 가능지의 3.14%, RCP8.5 시나리오에서는 25.41%였다.

축산관련차량 이동에 따른 도로의 에어로졸 발생량 분석 (Aerosol Emission from Road by Livestock Transport Vehicle Movement)

  • 서일환;이인복;황현섭;배연정;배승종;문운경
    • 농촌계획
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    • 제19권4호
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    • pp.137-147
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    • 2013
  • Most of livestock houses are concentrated in certain area with mass rearing system resulting in rapid spread of infectious diseases such as HPAI (highly pathogenic avian influenza). The livestock-related vehicles which frequently travel between farms could be a major factor for disease spread by means of transmission of airborne aerosol including pathogens. This study was focused on the quantitative measurement of aerosol concentration by field experiment while vehicles were passing through the road. The TSP (total suspended particle) and PM10 (particle matter) were measured using air sampler with teflon filter installed downward the road with consideration of weather forecast and the direction of road. And aerosol spectrometer and video recorders were also used to measure the real-time distribution of aerosol concentration by its size. The results showed that PM2.5 was not considerable for transmission of airborne aerosol from the livestock-related vehicle. The mass generated from the road during the vehicle movement was measured and calculated to 241.4 ${\mu}g/m^3$ by means of the difference between TSP and PM2.5. The dispersion distance was predicted by 79.6 m from the trend curve.

황사 및 관련예보 정확도가 천식질환 발생빈도에 미치는 상관관계 분석 (Correlation Analysis About the Effect of Asian Dust Storm and Related Forecasts on Asthma Disease)

  • 이기광
    • 산업경영시스템학회지
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    • 제35권3호
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    • pp.234-239
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    • 2012
  • 황사(Asian dust storm, ADS)란 중국이나 몽골 등 중앙아시아 지역의 사막 지대의 작은 모래나 황토 또는 먼지가 하늘에 떠다니다가 상층풍을 타고 멀리까지 날아가 떨어지는 현상을 말하며, 주로 봄철에 우리나라를 비롯한 동아시아 지역에 영향을 준다. 이와 같은 황사에 영향을 받는 지역에서는 거주민들의 건강에 부정적인 영향을 미치는 것으로 알려져 있다. 본 연구는 2005년도에서 2008년도까지 4년간 서울지역 거주민들 사이에서 황사현상이 천식질환에 미치는 영향을 분석하고자 한다. 이를 위해 황사발생일(기준일 또는 index day)과 기준일 대비 7일 전후(비교일 또는 comparison day) 황사가 발생하지 않은 날에 병의원에서 진료를 받은 천식환자 수를 황사예보의 정확도에 따라 비교 분석하였다. 그 결과 24시간 전 제공된 황사예보가 황사발생을 정확히 예측한 경우라 하더라도 비교일 대비 기준일의 천식환자 수가 여전히 더 많다는 사실을 알 수 있었다. 다만, 증가 정도는 통계적으로 유의한 수준은 아니었다는 점에서 정확한 황사예보가 최소한 어느 정도는 천식질환 발생을 저감시키는 효과는 분명히 가지고 있다고 판단할 수 있다. 반면에 24시간 전 황사예보가 황사발생을 정확하게 예측하지 못한 경우에는 비교일 대비 기준일에서 5~6일 후에 진료 받은 천식환자 수가 통계적으로 유의할 수준까지 높게 나타났다. 하지만, 기준일 및 기준일 다음 날의 경우에는 오히려 천식환자 수가 감소하는 경향을 보였다. 본 연구를 통해 황사예보 및 황사발생의 다양한 경우에 따라 천식환자 수의 일정한 변화패턴이 발견되었으며, 이와 같은 연구결과는 황사 관련 의료서비스 체계를 보다 효율적으로 설계하는데 활용될 수 있을 것으로 기대된다.

건강보험 고액진료비 환자의 추이 및 특성 분석 (Trend and Characteristics of High Cost Patients in Health Insurance)

  • 정서현;장호연;강길원
    • 보건행정학회지
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    • 제28권4호
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    • pp.352-359
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    • 2018
  • Background: The purpose of this study is to propose an analysis of trends and characteristics of high-cost patients who take over 40% of total national health insurance medical expenses. Methods: It has been analyzed the tendency of high-cost patients by open data based on the medical history information of 1 million people among national health insurance subscriber from 2002 to 2015. To conduct detailed study of characteristics of high-cost patients, multiple regression has been performed by sex, age, residence, main provider, and admission status based on the top 5% group. Results: The amount of medical expenses and the number of high-cost patients have gradually increased in decades. The number of high-cost patients for Korean won (KRW) 5,000,000 category has increased by 7.6 times, KRW 10,000,000 category has increased by 14.1 times in comparing of year 2002 and 2015. Top 5% medical expenses have increased by 4.6 times. In consideration of the characteristics of patients, the incidence of high medical expenses has been higher in female patients than male ones, the older patients than in the younger. Patients residence in Gyeonsang or Jeonla province have had a high incidence of medical expenses than other area. The disease including dementia, cerebral infarction, and cerebrovascular disease for high-cost patients has been also increased. Conclusion: The major increase factor for high medical expenses is the aging of population. The elderly population receiving inpatient care residing in the province that increases high medical costs have to management. There is an urgent need to develop a mechanism for predicting and managing the cost of high-cost medical expenses for patients who have a heavy financial burden.

곡률 추정을 이용하여 재건된 혈류의 3차원 가시화 시스템 (3D Visualization System of Blood Flow Reconstructed using Curvature Estimation)

  • 권오석;윤요섭;김영봉
    • 한국멀티미디어학회논문지
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    • 제19권2호
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    • pp.224-232
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    • 2016
  • The methodology to visualize the shape of blood vessel and its blood flow have been attracting as a very interesting problem to forecast and examinate a disease in thrombus precursor protein. May previous visualization researches have been appeared for designing the blood vessel and also modeling the blood flow using a doppler imaging technique which is one of nondestructive testing techniques. General visualization methods are to depict the blood flow obtained from doppler effects with fragmentary stream lines and also visualize the blood flow model using volume rendering. However, these visualizeation techniques have the disadvantage which a set of small line segments does not give the overall observation of blood flows. Therefore, we propose a visualization system which reconstruct the continuity of the blood flow obtained from doppler effects and also visualize the blood flow with the vector field of blood particles. This system will use doppler phase difference from medical equipments such as OCT with low penetration and reconstruct the blood flow by the curvature estimation from vector field of each blood particle.

국내 노인전문병원 병동부 공용공간의 이용 행태에 관한 연구 - 데이룸 및 복도를 중심으로 (An Architectural Study on the Patient's behavior of Public Space in Geriatrics Hospital - Focused on day-room and aisle of a hospital ward -)

  • 김춘성;김상복;양내원
    • 의료ㆍ복지 건축 : 한국의료복지건축학회 논문집
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    • 제13권4호
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    • pp.7-14
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    • 2007
  • Korea is entered to the aging society with 21C. Also it is forecast we will enter in aging society quickly. for 5 years there are some growth in facility at least 2~3 times but our society needs more. But this quantitative growth is worried about less quality. That's why we needs more research about the facility for an geriatrics hospital. The people who suffered from senile disease needs more treatment days in the ward of geriatric hospital. so we have to consider about better condition in ward of geriatrics than in general. Better environment for eldery is included not only the ward space but also the corridor and the dayroom. This study which it performed to improve their habitability is researched on public space. and this reserch deal with general feature against a public space in the ward of geriatric, and investigate 2 facility for divede the the general feature of the space. and this investigate is recorded according to behavior of patients. It can find us which factor of the space is prefered by them.

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The Impact of COVID-19 on Individual Industry Sectors: Evidence from Vietnam Stock Exchange

  • TU, Thi Hoang Lan;HOANG, Tri M.
    • The Journal of Asian Finance, Economics and Business
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    • 제8권7호
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    • pp.91-101
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    • 2021
  • The paper examines the impact of the COVID-19 pandemic on the stock market prices. The vector autoregression model (VAR) has been used in this analysis to survey 341 stocks on the Ho Chi Minh City Stock Exchange (HOSE) for the period from January 23, 2020 to December 31, 2020. The empirical results obtained from the analysis of 11 economic sectors suggest that there is a statistically significant impact relationship between COVID-19 and the healthcare and utility industries. Additional findings show a statistically significant negative impact of COVID-19 on the utility share price at lag 1. Analysis of impulse response function (IRF) and forecast error variance decomposition (FEVD) show an inverse reaction of utility stock prices to the impact of COVID-19 and a gradual disappearing shock after two steps. Major findings show that there is a clear negative effect of the COVID-19 pandemic on share prices, and the daily increase in the number of confirmed cases, indicate that, in future disease outbreaks, early containment measures and positive responses are necessary conditions for governments and nations to protect stock markets from excessive depreciation. Utility stocks are among the most severely impacted shares on financial exchanges during a pandemic due to the high risk of immediate or irreversible closure of manufacturing lines and poor demand for basic amenities.