• 제목/요약/키워드: Nash Model

검색결과 420건 처리시간 0.04초

장기 가뭄기간의 유출량을 고려한 SWAT 보정 매개변수 추정 연구 (A Study on Parameter Estimation for SWAT Calibration Considering Streamflow of Long-term Drought Periods)

  • 김다래;김성준
    • 한국농공학회논문집
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    • 제59권2호
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    • pp.19-27
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    • 2017
  • Recently, the hydrological model Soil Water Assessment Tool (SWAT) has been applied in many watersheds in South Korea. This study estimated parameters in SWAT for calibrating streamflow in long-term drought periods. Therefore, we focused on the continuous severe drought periods 2014~2015, and understand the model calibrated parameters. The SWAT was applied to a $366.5km^2$ Gongdo watershed by using 14 years (2002~2015) daily observed streamflow (Q) including two years extreme drought period of 2014~2015. The 9 parameters of CN2, CANMX, ESCO, SOL_K, SLSOIL, LAT_TIME, GW_DELAY, GWQMN, ALPHA_BF were selected for model calibration. The SWAT result by focusing on 5 normal years (2002~2006) calibration showed the 14 years average Nash-Sutcliffe model efficiency (NSE) for Q and 1/Q with 0.78 and 0.58 respectively. On the other hand, the 14 years average NSEs of Q and 1/Q by focusing on 2 drought years (2014~2015) calibration were 0.86 and 0.76 respectively. Thus, we could infer that the SWAT calibration trial by focusing on drought periods data can be a good approach to calibrate both high flow and low flow by controlling the 9 drought affected parameters.

Comparison of machine learning algorithms to evaluate strength of concrete with marble powder

  • Sharma, Nitisha;Upadhya, Ankita;Thakur, Mohindra S.;Sihag, Parveen
    • Advances in materials Research
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    • 제11권1호
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    • pp.75-90
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    • 2022
  • In this paper, functionality of soft computing algorithms such as Group method of data handling (GMDH), Random forest (RF), Random tree (RT), Linear regression (LR), M5P, and artificial neural network (ANN) have been looked out to predict the compressive strength of concrete mixed with marble powder. Assessment of result suggests that, the overall performance of ANN based model gives preferable results over the different applied algorithms for the estimate of compressive strength of concrete. The results of coefficient of correlation were maximum in ANN model (0.9139) accompanied through RT with coefficient of correlation (CC) value 0.8241 and minimum root mean square error (RMSE) value of ANN (4.5611) followed by RT with RMSE (5.4246). Similarly, other evaluating parameters like, Willmott's index and Nash-sutcliffe coefficient value of ANN was 0.9458 and 0.7502 followed by RT model (0.8763 and 0.6628). The end result showed that, for both subsets i.e., training and testing subset, ANN has the potential to estimate the compressive strength of concrete. Also, the results of sensitivity suggest that the water-cement ratio has a massive impact in estimating the compressive strength of concrete with marble powder with ANN based model in evaluation with the different parameters for this data set.

전략적 제한에 기초한 지식 및 전략 시스템 (Knowledge and Strategic Ability based on Strategic Constraints)

  • 구자록
    • 한국컴퓨터정보학회논문지
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    • 제14권12호
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    • pp.33-40
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    • 2009
  • 다중에이전트 시스템의 분석에 중요한 시간, 지식, 그리고 전략에 관한 개념들을 구체화하기 위해 번역시스템(Interpreted Systems)과 ATL및 ATEL을 살펴보고, 특히 ATEL의 문제점, 즉 하나의 에이전트는 그 자신의 상태에 대해 확실한 정보를 갖지 못하더라도 전략을 구성함에 있어서 전체 시스템의 현재 상태에 접근할 수 있으며, 또한 ATEL의 불명확한 행위들에 대한 표현은 일반적인 상황을 모델링하는 것을 어렵게 하는 문제점들을 해결하기 위한 방안으로 게임이론의 서브게임 완전한 나쉬평형 (subgame perfect Nash equilibrium)에 기초한 전략적 제한(strategic constraints)을 그 문제의 해결책으로 제안한다. 또한, 전략적 제한에 기초한 번역시스템을 다중에이전트 시스템에서의 모델체킹 (model checking)을 위한 하나의 방법으로 제안한다.

전파 인지 네트워크에서 전력 제어를 위한 게임 알고리즘 (Game Algorithm for Power Control in Cognitive Radio Networks)

  • 노창배;닐리메쉬 할더;송주빈
    • 한국항행학회논문지
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    • 제13권2호
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    • pp.201-207
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    • 2009
  • 게임 이론을 적용한 기술은 전파 인지 시스템에서 전파 자원을 효율적으로 이용할 수 있는 유용한 방법으로 그 연구가 활발히 진행되고 있다. 전파 자원 관리 시스템은 그 효율성에 따라서 전파 통신 시스템의 성능을 좌우하게 되므로 효율적인 알고리즘의 연구가 요구된다. 본 논문에서는 이러한 분산 전력 제어가 적응적으로 구현되도록 하기 위하여 게임 이론을 적용한 새로운 시도를 해석적으로 제안하였다. 기존의 연구 결과들은 전력 제어를 게임 이론적으로 해석하는 가능성만을 보인 반면, 본 논문에서는 전파 인지 네트워크에서 네쉬 균형 (Nash Equilibrium)을 구하는 구체적인 알고리즘을 제안하였다. 네트워크에 접속된 부사용자들이 공동으로 만족하는 네쉬 균형 즉, 최적 전력 제어를 달성하도록 하는 방법을 제안하였다. 특히, 전파 인지 네트워크가 DSSS (Direct Sequence Spread Spectrum) 기술을 사용할 경우를 가정하여 이에 대한 적응적 전력 제어를 위한 게임 이론적 모델을 적용하였다. 게임 이론적인 알고리즘을 적용한 결과 DSSS 네트워크에서 K=63이고 N=12인 경우 네쉬 균형에 도달하기 위한 반복 횟수가 최대 200 이하인 결과를 보였다.

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Amomum villosum var. xanthioides의 에틸아세테이트 분획물이 항산화 활성을 통한 간 소포체 스트레스 유발 비알코올성 지방간 저해 (Ethyl Acetate Fraction of Amomum villosum var. xanthioides Attenuates Hepatic Endoplasmic Reticulum Stress-Induced Non-Alcoholic Steatohepatitis via Enhancement of Antioxidant Activities)

  • 안은정;신수영;이승영;이창민;최경민;정진우
    • 한국자원식물학회:학술대회논문집
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    • 한국자원식물학회 2021년도 춘계학술대회
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    • pp.60-60
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    • 2021
  • Non-alcoholic fatty liver disease (NAFLD), especially including non-alcoholic steatohepatitis (NASH) is one of the common diseases with 25% of prevalence globally, but there is no thera-peutic access available. Amomum villosum var. xanthioides (Wall. ex Baker) T.L.Wu & S.J.Chen (AX), which is a medicinal herb and traditionally used for treating digestive tract disorders in Asia countries. We aimed to examine pharmacological effects of ethyl acetate fraction of AX (AXEF) against ER stress-induced NASH mice model using C57/BL6J male mice by tunicamycin (TM, 2 mg/kg) injection focusing on the oxidative stress. Mice were orally administrated AXEF (12.5, 25, or 50 mg/kg), silymarin (50 mg/kg) or distilled water daily for 5 days, and outcomes for fatty liver, inflammation, and oxidative stress were measured in serum or liver tissue levels. AXEF drastically attenuated hepatic ER stress-induced NASH which were evidenced by decreases of li-pid droplet accumulations, serum liver enzymes, hepatic inflammations, and cell death signals in the hepatic tissue or serum levels. Interestingly, AXEF showed potent antioxidant effects by quenching of reactive oxidative stress and its final product of lipid peroxide in the hepatic tissue, specifically increase of metallothionein (MT). To confirm underlying actions of AXEF, we ob-served that AXEF increase MT1gene promoter activities in the physiological levels. Collectively, AXEF showed antioxidant properties on TM-induced ER stress of NASH by enhancement of MTs.

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Fermented ginseng, GBCK25, ameliorates steatosis and inflammation in nonalcoholic steatohepatitis model

  • Choi, Naeun;Kim, Jong Won;Jeong, Hyeneui;Shin, Dong Gue;Seo, Jeong Hun;Kim, Jong Hoon;Lim, Chae Woong;Han, Kang Min;Kim, Bumseok
    • Journal of Ginseng Research
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    • 제43권2호
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    • pp.196-208
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    • 2019
  • Background: Nonalcoholic steatohepatitis (NASH) is one of the chronic inflammatory liver diseases and a leading cause of advanced liver fibrosis, cirrhosis, and hepatocellular carcinoma. The main purpose of this study was to clarify the effects of GBCK25 fermented by Saccharomyces servazzii GB-07 and pectinase, on NASH severity in mice. Methods: Six-wk-old male mice were fed either a normal diet (ND) or a Western diet (WD) for 12 wks to induce NASH. Each group was orally administered with vehicle or GBCK25 once daily at a dose of 10 mg/kg, 20 mg/kg, 100 mg/kg, 200 mg/kg, or 400 mg/kg during that time. The effects of GBCK25 on cellular damage and inflammation were determined by in vitro experiments. Results: Histopathologic analysis and hepatic/serum biochemical levels revealed that WD-fed mice showed severe steatosis and liver injury compared to ND-fed mice. Such lesions were significantly decreased in the livers of WD-fed mice with GBCK25 administration. Consistently, mRNA expression levels of NASH-related inflammatory-, fibrogenic-, and lipid metabolism-related genes were decreased in the livers of WD-fed mice administered with GBCK25 compared to WD-fed mice. Western blot analysis revealed decreased protein levels of cytochrome P450 2E1 (CYP2E1) with concomitantly reduced activation of c-Jun N-terminal kinase (JNK) in the livers of WD-fed mice administered with GBCK25. Also, decreased cellular damage and inflammation were observed in alpha mouse liver 12 (AML12) cells and RAW264.7 cells, respectively. Conclusion: Administration of GBCK25 ameliorates NASH severity through the modulation of CYP2E1 and its associated JNK-mediated cellular damage. GBCK25 could be a potentially effective prophylactic strategy to prevent metabolic diseases including NASH.

지형학적 수문응답특성에 의한 선형저수지 모델 해석 (Runoff Analysis of a Linear Reservoir Model by the Geomorphologic Response Characteristics)

  • 조홍제
    • 물과 미래
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    • 제20권2호
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    • pp.117-126
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    • 1987
  • 지형인자 및 법칙을 수문응답의 직접변수로 결합시킨 지형학적 순간단위도(GIUH) 이론과 이를 선형저수지 모델인 Nash 모델의 물리적 인자인 m와 k에 상관시킨 Rosso 의 성과를 개선하여, 지형인자, 지형법칙 및 호우특성과 유역동적 특성으로서 최대유속이 고려된 개념으로서 지형법칙인 $R_A,R_B,R_L$ 주하천유로연장 및 유출속도로서 표현이 가능하며, 실제유역에 대한 적용성을 검토하기 위해 유역내 동적특성을 나타내는 호우특성과 유출속도로서 최대유속을 이용하여 k를 산정하는 기본식을 재구성하였고, 실측자료를 이용 분석한 결과 본이론의 적용성이 입증되었다. m의 산정에 있어서 Rosso 가 제안한 (16)식의 일반성을 확인하였으며, 유역면적의 증가에 따라 m가 커지는 좋은 상관관계를 보였다.

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선형유출모형(線型流出模型)의 매개변수추정(媒介變數推定) (Parameter Identification for Linear Runoff Model)

  • 윤태훈;전시영
    • 대한토목학회논문집
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    • 제6권1호
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    • pp.79-86
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    • 1986
  • 개념유출모형(槪念流出模型)인 모형(模型)의 매개변수(媒介變數) n, k는 유성면적(流城面積)이 $53.7{\sim}1,361km^2$의 범위에 있는 18개 유역의 강우(降雨)-유출자료(流出資料)로부터 모멘트방법에 의하여 추정(推定)된다. 이들 n, k는 F-test와 더불어 복합상관방법(複合相關方法)에 의하여 유성특성(流城特性) 인자(因子)들만의 함수로 유도된다. 유도된 매개변수(媒介變數)들은 한강(漢江), 금강(錦江) 및 낙동강유성(洛東江流城)에 적용하여 계산된 수문곡선(水文曲線)과 실제자료(實際資料)로부터 유도한 수문곡선(水文曲線)은 비교적 잘 맞았으며, 이는 유성특성(流城特性)만으로 미계측소유성(未計測小流城)의 강우(降雨)-유출자료(流出資料)의 가능(可能)함을 시사한다.

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SLURP 모형을 이용한 유출수문분석 - 소양강댐 유역을 대상으로 - (Runoff Hydrological Analysis in Soyanggang-dam watershed using SLURP Model)

  • 임혁진;신형진;권형중;장철희;김성준
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2004년도 학술발표회
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    • pp.1142-1146
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    • 2004
  • The objective of this study is to the test applicability of SLURP on Soyanggang-dam watershed. The area of this watershed is $2,694km^2$ and mean elevation and slope is 650 m and $23^{\circ}$ respectively. Topographical parameters were derived from DEM using TOPAZ and SLURPAZ. NDVI was calculated from multi-temporal NOAA/AVHRR images. The daily meteorological data and hydrograph during $1999\~2001$ were selected for model calibration and performance tests. Weather elements (dew-point temperature, solar radiation, maximum and minimum temperature, relative humidity) were required from the S meteorological stations near the study area. The model parameters of each land cover class were optimized by sensitivity analysis and SCE-UA method. Runoff rate shows $49.33\%\~64.06\%$. Simulated results during 4 years were estimated by Nash-Sutcliffe efficiency and WMO volume error. Nash-Sutcliffe efficiency shows $0.61\~0.75$ and WMO volume error shows $6.1\%-18.8\%$.

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두만강 유역의 합리적인 수자원 개발방안 도출을 위한 2인 비영합 협력게임 적용 (Application of the cooperative two-person nonzero-sum game for water resources development in the Tumen river basin)

  • 박완수;이상은;박희경
    • 상하수도학회지
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    • 제24권1호
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    • pp.63-72
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    • 2010
  • This study aims to make a decision about the rational option for a multipurpose dams development of the Tumen river basin so that the adjoining countries will effectively deal with the chronic problems and fully satisfy the fast growing demand of water and power. It has been thus far investigated that the interests between North Korea and China closely depend on the selected option, and they are not well compatible with each other. These situations are defined in terms of the cooperative two-person nonzero-sum game. The Nash bargaining model is then applied to contemplate the rational option, considering two scenarios of economic growth of the North Korea. After analyzing the model, it was expected that 1) two multipurpose dams must be cooperatively developed, and 2) their benefits should be allocated according to demand of each country. The authors finally suggest that a cooperative organisation be established to effectively manage the dams beyond the border of the countries.