• 제목/요약/키워드: Impact Forecast

검색결과 287건 처리시간 0.031초

신경망과 퍼지 알고리즘을 이용한 하천 수질예측 (Water Quality Forecasting of River using Neural Network and Fuzzy Algorithm)

  • 이경훈;강일환;문병석;박진금
    • 환경영향평가
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    • 제14권2호
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    • pp.55-62
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    • 2005
  • This study applied the Neural Network and Fuzzy theory to show water-purity control and preventive measure in water quality forecasting of the future river. This study picked out NAJU and HAMPYUNG as the subject of investigation and used monthly the water quality and the outflow data of KWANGJU2, NAJU, YOUNGSANNPO and HAMPYUNG from 1995 to 1999 to forecast BOD, COD, T-N, T-P water density. The datum from 1995 to 1999 are used for study and that of 2000 are used for verification. To develop model of water quality forecasting, firstly, this research formed Neural Network model and divided Neural Network model into two case - the case of considering lag and not considering. And this study selected optimal Neural Network model through changing the number of hidden layer based on input layer(n) from n to 3n. Through forecasting result, the case without considering lag showed more precise simulated result. Accordingly, this study intended to compare, analyse that Fuzzy model using the method without considering lag with Neural Network model. As a result, this study found that the model without considering lag in Neural Network Network shows the most excellent outcome. Thus this study examined a forecasting accuracy, analyzed result and verified propriety through appling the method of water quality forecasting using Neural Network and Fuzzy Algorithms to the actual case.

도시개발 행정계획의 전략환경평가 모델개발 - 광역도시계획에의 사례적용 - (Development of Strategic Environment Assessment Model in Urban Development Plan - In case of Metropolitan Plan -)

  • 최희선;송영일
    • 환경영향평가
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    • 제19권4호
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    • pp.381-396
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    • 2010
  • It is essential to consider strategies, spatial planning, and reflection of sustainability for the creation of sound urban spaces. To this end, there is a need for plans that can secure better sustainability through strategic environmental assessment (SEA) of plans. This study examined the literature and available precedent to develop a SEA model for administrative plans for urban development including metropolitan plans, urban master plans and urban management plans. In the course of development of the model, environmental issues associated with the urban plans were analyzed by classifying them into ten categories, including "spatial planning," "conservation planning," "greenbelt systems," "habitats." and etc. according to their rank. Furthermore, those issues were reflected on the development of environmental evaluation indices for the plans. Overall and detailed environmental indices that can be applied to the administrative plans for urban development including metropolitan plans, urban master plans and urban management plans were devised for five stages: (1) Establishment of development goals and strategy, (2) Analysis of current status and characteristics, (3) Conceptualization of spatial structure, (4) Planning for each department, and (5) Execution and management. Sub plans are more detailed and concrete. Criteria based on the evaluation indices, when performing evaluations on plans based on each environmental assessment index in reference to experts and the literature, were used to forecast their effects, i.e. whether they had a positive, negative, or no effect or relationship, or whether their effects was uncertain. Based on the forecasts, this study then presents means to establish more improvable plans. Furthermore, by synthesis of the effects according to each index and integration of the process, plans were analyzed overall. This study reflects the characteristics of the present time period based on issues in the SEA process and techniques in upper level administrative plans being newly established, and presents them according to the stage of each plan. Furthermore, by forecasting the effect of plans by stage, this study presents proposals for improvement, and in this aspect, can be meaningful in promoting plan improvements through SEA.

약용작물 오미자의 중장기 수급전망 분석 (An Analysis on Supply-Demand Outlook of Korean Omija(Medicinal Plant))

  • 최병옥;김배성
    • 한국산학기술학회논문지
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    • 제15권5호
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    • pp.2689-2694
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    • 2014
  • 이 연구는 한 중 FTA 체결에 따른 오미자의 시장 파급영향을 계측 분석하여, 2014-2018년 동안의 중장기 수급의 변화를 검토한 내용을 담고 있다. 오미자에 대한 한 중 FTA 체결의 구체적인 내용을 알 수 없는 상황에서, 실현가능한 오미자 시장개방 상황을 시나리오로 구성하여 수급모형에 도입하고, 현재 중국산 오미자의 수입상황을 반영하여 분석하였다. 오미자에 대한 중장기 수급 및 가격 전망을 위해 오미자 개별 품목에 대한 별도의 부분균형모형을 구축하였고, 모형내 각 방정식들은 계량경제학 방법을 이용하여 추정하였다. 분석결과, 관세율이 현행 8%에서 2014년부터 2018년까지 단계적으로 철폐될 경우, 재배면적은 2018년 3,370ha으로 다소 감소하고, 소비량은 2018년 12,040.8톤으로 증가하는 것으로 전망되고, 생산액이 5년간(2014-2018)누적으로 약 98억원 수준 감소하는 것으로 추정되었다.

2020년 수도권 라디오존데 집중관측 자료의 한국형모델 기반 관측 영향 평가 (Observing System Experiment Based on the Korean Integrated Model for Upper Air Sounding Data in the Seoul Capital Area during 2020 Intensive Observation Period)

  • 황윤정;하지현;김창환;최다영;이용희
    • 대기
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    • 제31권3호
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    • pp.311-326
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    • 2021
  • To improve the predictability of high-impact weather phenomena around Seoul, where a larger number of people are densely populated, KMA conducted the intensive observation from 22 June to 20 September in 2020 over the Seoul area. During the intensive observation period (IOP), the dropsonde from NIMS Atmospheric Research Aircraft (NARA) and the radiosonde from KMA research vessel Gisang1 were observed in the Yellow Sea, while, in the land, the radiosonde observation data were collected from Icheon and Incheon. Therefore, in this study, the effects of radiosonde and dropsonde data during the IOP were investigated by Observing System Experiment (OSE) based on Korean Integrated Model (KIM). We conducted two experiments: CTL assimilated the operational fifteen kinds of observations, and EXP assimilated not only operational observation data but also intensive observation data. Verifications over the Korean Peninsula area of two experiments were performed against analysis and observation data. The results showed that the predictability of short-range forecast (1~2 day) was improved for geopotential height at middle level and temperature at lower level. In three precipitation cases, EXP improved the distribution of precipitation against CTL. In typhoon cases, the predictability of EXP for typhoon track was better than CTL, although both experiments simulated weaker intensity as compared with the observed data.

ROC를 이용한 보행에 영향을 미치는 한계강우량의 정확도 평가 (Accuracy evaluation of threshold rainfall impacting pedestrian using ROC)

  • 추경수;강동호;김병식
    • 한국수자원학회논문집
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    • 제53권12호
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    • pp.1173-1181
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    • 2020
  • 최근 단기간의 국지성호우가 빈번하게 발생하면서 단순 1차적 피해를 넘어 경제적, 사회적 영향이 커지고 있다. 기상선진국에서는 단순 기상예보로서의 정보전달이 아닌 사회 경제적 영향을 분석하여 현실적이고 신뢰할 수 있는 영향예보를 실시하고 있다. 본 논문에서는 사람의 보행에 영향을 미칠 수 있는 영향한계강우량을 산정하기 위해서 Spatial Runoff Assessment Tool (S-RAT), FLO-2D 모델을 사용하여 침수정도를 도출하였고 Grid to Grid (G2G)개념의 한계강우량을 산정하였다. 또한, 과거 의학 분야에서 많이 사용하였지만 현재는 가뭄이나 홍수 등의 자연현상 및 머신러닝에 많이 사용하는 ROC 분석 기법을 통해 정량적인 정확도분석을 실시하였다. 분석 결과 실제 침수와 모의 침수가 비슷한 시간대의 결과가 나왔으며 ROC 곡선의 결과 0.7이상으로 Fair 단계의 적정성을 확보하였다.

지리정보 데이터를 활용한 새우편번호 부여 및 분석에 관한 연구 (Assignment and Analysis of New Postcode using Geographic Data)

  • 이정훈;엄보윤;김인수;이성준
    • 대한산업공학회지
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    • 제38권3호
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    • pp.227-236
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    • 2012
  • New 5-digit zone code (new postcode) will replace the current 6-digit postcode which has been used for postal automation in 2014. New postcode will be used for processing various works to distinguish location and area in the entire country. For example, it new postcode will be used to denote different administration areas, firefighting and police jurisdiction, weather forecast areas, emergency medical facility areas, social welfare institution areas, election districts, school districts, statistical areas, courier and delivery business areas, and etc. Therefore, the relevant authorities must be cosider for the feasibility and applicability of assigning the new postcode. In postal service, postal process will be affected a lot by new postcode because a postcode has been related with delivery area of a postman. Therefore, we propose assignment scheme for new postcode which will impact less to postal process. Then, we present how we used geographic data for efficient assignment and analysis of the results.

미국 지방정부의 저소득층을 위한 부담가능주택 수요분석 및 정책사례 연구 - 미시건주 및 랜싱도시권을 사례로 - (A Regional Study for Low-Income Affordable Housing Plan - With a Focus on Lansing Metropolitan Area in Michigan, USA -)

  • 이재춘
    • 한국주거학회논문집
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    • 제27권2호
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    • pp.1-9
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    • 2016
  • This paper introduced the affordable housing support programs and system of the State of Michigan and Lansing Metropolitan Area and reviewed the affordable housing plan of Lansing area. This paper also examined their challenges and efforts to solve the affordable housing issues with additional analysis. The affordable housing planning process was also presented with a comprehensive analysis and future prediction of demographic characteristics and housing supply and demand for affordable housing. Especially, the trend and future forecast of the elderly and low-income households who have a significant impact on the affordable housing demand are considered. The U.S. and South Korea have different housing characteristics and situations. A part of the plan and suggestions of Lansing are somewhat unfamiliar, and it is difficult to introduce their suggestions into our policies. However, the affordable housing plan of Lansing Metropolitan Area suggested various solutions to solve the issues, and some of them deserve to be considered on our housing policy making.

풍력 발전 예보 정확도 향상을 위한 국지 기상장 수치모의 개선 방안 연구 (A Study on Effect of Improvement Plan for Wind Energy Forecasting)

  • 정지아;이화운;전원배;김동혁;김현구;강용혁
    • 한국대기환경학회지
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    • 제31권1호
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    • pp.1-14
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    • 2015
  • This study investigates the impact of enhanced regional meteorological fields on improvement of wind energy forecasting accuracy in the southwestern coast of the Korean Peninsula. To clarify the effect of detailed surface boundary data and application of analysis nudging technique on simulated meteorological fields, several WRF simulations were carried out. Case_LT, which is a simulation with high resolution terrain height and land use data, shows the most remarkable accuracy improvement along the shoreline mainly due to modified surface characteristics such as albedo, roughness length and thermal inertia. Case_RS with high resolution SST data shows accurate SST distributions compared to observation data, and they led to change in land and sea breeze circulation. Case_GN, grid nudging applied simulation, also shows changed temperature and wind fields. Especially, the application of grid nudging dominantly influences on the change of horizontal wind components in comparison with vertical wind component.

Performance Evaluation of Four Different Land Surface Models in WRF

  • Lee, Chong Bum;Kim, Jea-Chul;Belorid, Miloslav;Zhao, Peng
    • Asian Journal of Atmospheric Environment
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    • 제10권1호
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    • pp.42-50
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    • 2016
  • This study presents a performance evaluation of four different land surface models (LSM) available in Weather Forecast Research (WRF). The research site was located in Haean Basin in South Korea. The basin is very unique by its geomorphology and topography. For a better representation of the complex terrain in the mesoscale model were used a high resolution topography data with a spatial resolution of 30 meters. Additionally, land-use layer was corrected by ground mapping data-sets. The observation equipments used in the study were an ultrasonic anemometer with a gas analyzer, an automatic weather station and a tethered balloon sonde. The model simulation covers a four-day period during autumn. The result shows significant impact of LSM on meteorological simulation. The best agreement between observation and simulation was found in the case of WRF with Noah LSM (WRF-Noah). The WRF with Rapid Update Cycle LSM (WRF-RUC) has a very good agreement with temperature profiles due to successfully predicted fog which appeared during measurements and affected the radiation budget at the basin floor. The WRF with Pleim and Xiu LSM (WRF-PX) and WRF with Thermal Diffusion LSM (WRF-TD) performed insufficiently for simulation of heat fluxes. Both overestimated the sensible and underestimated the latent heat fluxes during the daytime.

우리나라 엔지니어링산업의 시장전망과 기술인력 필요공급량 추정에 관한 연구 (The Forecasting of Market Size and Additional Requirement of Technical Manpower in Korean Engineering Industry)

  • 최정호;박수신;김지수
    • 기술경영경제학회:학술대회논문집
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    • 기술경영경제학회 1997년도 제12회 동계학술발표회 논문집
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    • pp.177-196
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    • 1997
  • The engineering industry plays an important role for national competitive, since it has an high impact on other industries. With its importance, the engineering industry development largely depends on its technical manpower ather than capital factor. This study aims at estimating the additional requirement on technical manpower based on the forecasted market size which represents the structure change corresponding to economic growth in related industry. Research scope includes the twelve of fifteen field except three with insufficient historical data and technical manpower above bachelor degree. Specialty, we forecast market size with determinants resulted from historical data analysis on each field. The demand on technical manpower is derived from the forecasted market. We also estimate an additional requirement with the supply analysis. The research results show different patterns over time period. The relative ratio on chemical and construction to total market will steadily grow over short term, while applied, environment, electronic and information will rapidly grow This pattern will be stabilized over mid or long term. The additional requirement on technical manpower represents the similar pattern to market growth. The research result implies manpower policy for having high inflow of technical engineer from educational institute and the related industries through the image improvement.

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