• Title/Summary/Keyword: GCM evaluation

Search Result 35, Processing Time 0.022 seconds

Development and assessment of framework for selecting multi-GCMs considering Asia monsoon characteristics (아시아 몬순특성을 고려한 다중 GCMs 선정방법 개발 및 평가)

  • Kim, Jeong-Bae;Kim, Jin-Hoon;Bae, Deg-Hyo
    • Journal of Korea Water Resources Association
    • /
    • v.53 no.9
    • /
    • pp.647-660
    • /
    • 2020
  • The objectives of this study are to develop a framework for selecting multi-GCMs considering Asia monsoon characteristics and assess it's applicability. 12 climate variables related to monsoon climates are selected for GCM selection. The framework for selecting multi-GCMs includes the evaluation matrix of GCM performance based on their capability to simulate historical climate features. The climatological patterns of 12 variables derived from individual GCM over the summer monsoon season during the past period (1976-2005) and they are compared against observations to evaluate GCM performance. For objective evaluation, a rigorous scoring rule is implemented by comparing the GCM performance based on the results of statistics between historical simulation derived from individual GCM and observations. Finally, appropriate 5 GCMs (NorESM1-M, bcc-csm1-m, CNRM-CM5, CMCC-CMS, and CanESM2) are selected in consideration of the ranking of GCM and precipitation performance of each GCM. The selected 5 GCMs are compared with the historical observations in terms of monsoon season and monthly mean to validate their applicability. The 5 GCMs well capture the observational climate characteristics of Asia for the 12 climate variables also they reduce the bias between the entire GCM simulations and the observational data. This study demonstrates that it is necessary to consider various climate variables for GCM selection and, the method introduced in this study can be used to select more reliable climate change scenarios for climate change assessment in the Asia region.

Assessing the skills of CMIP5 GCMs in reproducing spatial climatology of precipitation over the coastal area in East Asia (CMIP5 GCM의 동아시아 해안지역에 대한 공간적 강우특성 재현성 평가)

  • Hwang, Syewoon;Cho, Jeapil;Yoon, Kwang Sik
    • Journal of Korea Water Resources Association
    • /
    • v.51 no.8
    • /
    • pp.629-642
    • /
    • 2018
  • Future variability of the spatial patterns of rainfall events is the point of water-related risks and impacts of climate change. Recent related researches are mostly conducted based on the outcomes from General Circulation Models (GCMs), especially Coupled Model Intercomparison Project, phase 5 (CMIP5) GCMs which are the most advanced version of climate modeling system. GCM data have been widely used for various studies as the data utility keep getting improved. Meanwhile the model performances especially for raw GCM outputs are rarely evaluated prior to the applications although the process would essential for reasonable use of model forecasts. This study attempt to quantitatively evaluate the skills of 29 CMIP5 GCMs in reproducing spatial climatologies of precipitation in East Asia. We used 3 different gridded observational data as the references available over the study area and calculated correlation and errors of spatial patterns simulated by GCMs. As a result, the study presented diversity of the GCM evaluation in the performance, rank, or accuracy by different configurations, such as target area, evaluation method, and observation data. Yet, we found that Hadley-centre affiliated models comparatively performs better for the meso-scale area in East Asia and MPI_ESM_MR and CMCC family showed better performance specifically for the korean peninsula. We expect that the results and thoughts of this study would be considered in screening suitable GCMs for specific area, and finally contribute to extensive utilization of the results from climate change related researches.

Simulation Assessment of GCM Model in Case of Daily Precipitation and Temperature (일 강우량 및 기온 자료의 모의를 위한 GCM 모형의 평가)

  • Son, Minwoo;Byun, Jisun
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2019.05a
    • /
    • pp.307-307
    • /
    • 2019
  • General Ciculation Model (GCM) 모형에 대한 평가를 본 연구에서 수행한다. 모형의 적용을 위해서는 국지적 일 강우량 및 기온자료를 이용한다. 31개의 GCM 모의를 통해 도출되는 결과가 성능 평가에서 활용되었다. 일 최대, 최소 기온와 강우량이 파키스탄 지역을 대상으로 모의되었다. 모의를 위해서는 Gridded 데이터가 적용되었으며 각각 Asian Precipitation-Highly-Resolved Observational Data Integration Toward Evaluation, Berkeley Earth Surface Temperature, Princeton Global Meteorological Forcing, Climate Prediction Centre에 해당된다. GCM의 순위를 결정하기 위해서는 Symmetrical Uncertainty 방법이 이용된다. 결과를 통해서 Gridded 데이터의 종류에 따라 가장 높은 효율을 나타내는 GCM의 공간 분포가 달라진다는 점을 확인하였다. 이러한 특성은 기온과 강우량 자료 모두에서 확인된다. 기온의 경우에는 Commonwealth Scientific and Industrial Research Organization, Australia-MK3-6-0과 Max Planck Institute-ESM-LR이 우수한 결과를 모의하는 것으로 나타났다. 반면 강우량의 경우에는 EC-Earth와 MIROC가 우수한 것으로 나타났다. 파키스탄 지역에서의 기온 및 강우량 자료의 합리적 반영을 위해서는 ACCESS1-3, CESM1-BGC, CMCC-CM, HadGEM2-CC, HadGEM2-ES, MIRCO5와 같은 6개 GCM을 이용하였을 때 다양한 기상 인자를 고려한 모의가 가능한 것으로 평가된다.

  • PDF

Effects of Manual Intervention and Self-Corrective Exercise Models of the General Coordinative Manipulation on Balance Restoration of Spine and Extremities Joints

  • Moon, Sang Eun;Kim, Mi Hwa
    • Journal of International Academy of Physical Therapy Research
    • /
    • v.4 no.2
    • /
    • pp.573-587
    • /
    • 2013
  • The purpose of this study was conducted in order to analyze the effects of the manual intervention and self-corrective exercise models of general coordinative manipulation(GCM) on the balance restoration of spine & extremities joints with distortions and mal-alignment areas. The subjects were the members who visited GCM Musculoskeletal Prevent Exercise Center from March 1 2012 to December 31 2013 because of spine & extremities joints distortion and mal-alignments, poor posture, and body type correction. All subjects were diagnosed with the four types of the GBT diagnosis. And according to the standards of the mobility vs stability types of the upper & lower body, they were classified into Group 1(40 persons) and Group 2(24 persons). For every other day for three times a week, GCM intervention models were applied to all subjects for four weeks, adding up to 12 times in total. Then the balance restoration effects were re-evaluated with the same methods. The results are as follows. 1) Balance restoration effects of VASdp(Visual analysis scale pain & discomfort) and ER(Equilibrium reaction: ER) came out higher in GCM body type(GBT) II III IV of Group 1. 2) In case of balance restoration effects in Moire and postural evaluation areas, Group 1 was higher and cervical and scapular girdle were higher in Group 2. The balance restoration of the four GBT types was significant in all regions(p<.05), and the scapular girdle came out as high in the order of GBTII IV I. 3) In case of thoracic-lumbar scoliosis and head rotation facial asymmetric cervical scoliosis ribcage forward, the balance restoration effects of the upper body postural evaluation areas came out the highest in Group 1 and Group 2, respectively. The balance restoration effects of the four GBT types were significant in all regions(p<.05), and came out the highest in lumbar scoliosis GBTIII I, ribcage forward and thoracic scoliosis GBTII IV. 4) The balance restoration effects of the lower body postural evaluation areas came out higher in Group 1 and Group 2 for pelvis girdle deviation patella high umbilicus tilt and hallux valgus foot longitudinal arch: FLA patella direction, respectively. The balance restoration effects of the four GBT types were significant in all regions(p<.05), and came out the highest in pelvis girdle deviation GBTIII I and patella high-direction GBTIV II I. 5) The balance restoration effects between the same GBT came out significant (p<.05) in all evaluation areas and items. The conclusions of this study was the manual intervention and self-corrective exercise models of the GCM about the mal-alignment of the spine & extremities joints across the whole body indicated high balance restoration effects(p<.05) in spine & extremities joints in all evaluation areas.

Development of Vehicle Status Alerts System for Personal Information Leakage Protection using the NFC-based GCM Service (개인정보 유출 방지를 위한 NFC 기반 GCM 서비스를 이용한 차량 상황 알림 시스템 개발)

  • Kang, Hyun-Min;Choi, Hyun-Su;Cha, Kyung-Ae
    • Journal of Korea Multimedia Society
    • /
    • v.19 no.2
    • /
    • pp.317-324
    • /
    • 2016
  • This paper proposes a message transfer application using smartphone with NFC(Near Field Communication) and GCM(Goolge Cloud Messaging) technology for prevention of personal information leakage. In implementing for the proposed system, we design a NFC-based vehicle status alerts service which make it possible to communicate with smartpone message without phone-number between a car driver and an unspecified person. The application provides message communication mechanism without exposing the real phone number, using the NFC tag written with the driver's smartphone device ID and GCM push messages. Through the evaluation result of the actual implemented application, the proposed system can be efficient technology in protection for leakage of personal information such as personal phone- number in daily life.

EVALUATION OF GFDL GCM CLIMATE VARIABILITY USING EOFS OF ZONAL AVERAGE TEMPERATURE DATA

  • Yoo, Chul-sang
    • Water Engineering Research
    • /
    • v.5 no.2
    • /
    • pp.69-79
    • /
    • 2004
  • In this study the GFDL GCM generated (controlled run) zonal average temperature data are evaluated by comparing their EOFs with those from observed data. Even though the correlation matrices of observed and simulated data are shown significantly different (Polyak and North, 1997b), the EOFs derived are found very similar with very high pattern correlations. This means almost all the information (second-order statistics) derived from the observed data can be reproduced by the EOFs derived from the GFDL GCM simulates. Also, the EOFs from GFDL GCM were found to have more flexible structures than those from the observed. Thus, we may conclude that the GFDL GCM can simulate the Earth's energy balance system reasonably. However, more in detail research should be focused on the effect from various forcings on climate variability, as, in some cases, the effect of external forcings could shadow the system characteristics and mislead the simulation results.

  • PDF

Evaluation of impact of climate change on inflow to Chungju Dam by user-centered selection of GCM and downscaling method (사용자 중심의 GCM 및 상세화 기법 선정에 따른 충주댐 유입량 기후변화 영향 평가)

  • Cho, Jaepil;Kim, Chul-gyum;Park, Ji-Hun
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2018.05a
    • /
    • pp.25-25
    • /
    • 2018
  • 본 연구는 충주댐을 대상으로 기후변화에 따른 미래 댐운영에 미치는 영향을 평가하기 위하여 연구 목적에 접합한 GCM 및 상세화 기법 선정을 위한 절차를 적용함으로써 사용자 중심의 기후변화 시나리오 상세화 자료가 유입량의 재현성 평가에 미치는 영향을 분석하였다. 우선 편이보정 전의 29개 원시 GCM에 대한 강수량 및 기온의 순단위 시 공간적 재현성 평가를 통해서 상위 16개 GCM을 선정하였다. 이후 상세화 기법을 선정하기 위해서 유입량 전망에 중요하다고 판단되는 총강수량(prcptot) 및 일최대강수량 (rx1day)을 기후지수(Climate Indices)로 선정하였다. 상세화 기법은 과거기간의 재현성이 평가, 미래기간 시그널 왜곡도 평가, 공간상관성에 대한 재현성 평가를 통해 SQM 기법을 선정하였다. 제한적인 기후변화 전망 자료를 고려하여 과거 30년 기간에 대한 모의결과 월단위 모형효율지수(ME) 및 결정계수 ($R^2$)는 모두 0.92로 만족할 만한 결과를 보여 주었다. GCM 선정에 따른 오차는 원시 GCM을 통해 선정된 16개 GCM을 사용한 경우 유입량 재현성 평가에 있어 가장 좋은 결과를 보였다. 전체적으로 상세화 자료를 유역 모델링에 활용하는 경우 GCM의 선정보다는 상세화 기법의 선정이 전체적인 재현성 평가에 있어서 중요한 것으로 나타났다. 미래기간에 대한 평균 유입량 전망은 모든 RCP 시나리오에서 근 미래 보다는 중간 및 먼 미래 기간 동안에 유입량이 증가하는 경향을 보였다. 또한 모든 미래 기간에 대해여 RCP 8.5 시나리오가 RCP 4.5 시나리오와 비교하여 유입량의 증가가 높을 것으로 전망되었다. 홍수 관리측면에서 중요한 일 최대 유입량의 미래 변동은 평균 유입량과 비교하여 최대 두 배 이상의 높은 변화율을 보였다. 댐운영 측면에서는 연간 총 유입량의 변화보다 시기별 유입량의 변동 특성을 이해하는 것이 중요하며, 평균 유입량 및 일단위 최대 유입량 모두 근 미래 기간에 대해서는 RCP 시나리오 모두 7월 및 8월을 중심으로 유입량이 증가하는 경향을 보였다. 반면 중간 미래에서 먼 미래로 갈수록 평균 및 일단위 최대 유입량 모두 전체 기간에 걸쳐 증가하는 경향을 보였다.

  • PDF

Assessing the Performance of CMIP5 GCMs for Various Climatic Elements and Indicators over the Southeast US (다양한 기후요소와 지표에 대한 CMIP5 GCMs 모델 성능 평가 -미국 남동부 지역을 대상으로-)

  • Hwang, Syewoon
    • Journal of Korea Water Resources Association
    • /
    • v.47 no.11
    • /
    • pp.1039-1050
    • /
    • 2014
  • The goal of this study is to demonstrate the diversity of model performance for various climatic elements and indicators. We evaluated the skills of the most advanced 17 General Circulation Models (GCMs) i.e., CMIP5 (Climate Model Inter-comparison project, phase 5) climate models in reproducing retrospective climatology from 1950 to 2000 over the Southeast US for the key climatic elements important in the hydrological and agricultural perspectives (i.e., precipitation, maximum and minimum temperature, and wind speed). The biases of raw CMIP5 GCMs were estimated for 16 different climatic indicators that imply mean climatology, temporal variability, extreme frequency, etc. using a grid-based observational dataset as reference. Based on the error (RMSE) and correlation (R) of GCM outputs, the error-based GCM ranks were assigned on average over the indicators. Overall, the GCMs showed much better accuracy in representing mean climatology of temperature comparing to other elements whereas few GCM showed acceptable skills for precipitation. It was also found that the model skills and ranks would be substantially different by the climatic elements, error statistics applied for evaluation, and indicators as well. This study presents significance of GCM uncertainty and the needs of considering rational strategies for climate model evaluation and selection.

Assessing Climate Change Impacts on Hydrology and Water Quality using SWAT Model in the Mankyung Watershed (SWAT 모형을 이용한 기후변화에 따른 만경강 유역에서의 수문 및 수질 영향 평가)

  • Kim, Dong-Hyeon;Hwang, Syewoon;Jang, Taeil;So, Hyunchul
    • Journal of The Korean Society of Agricultural Engineers
    • /
    • v.60 no.6
    • /
    • pp.83-96
    • /
    • 2018
  • The objective of this study was to estimate the climate change impact on water quantity and quality to Saemanguem watershed using SWAT (Soil and water assessment tool) model. The SWAT model was calibrated and validated using observed data from 2008 to 2017 for the study watershed. The $R^2$ (Determination coefficient), RMSE (Root mean square error), and NSE (Nash-sutcliffe efficiency coefficient) were used to evaluate the model performance. RCP scenario data were produced from 10 GCM (General circulation model) and all relevant grid data including the major observation points (Gusan, Jeonju, Buan, Jeongeup) were extracted. The systematic error evaluation of the GCM model outputs was performed as well. They showed various variations based on analysis of future climate change effects. In future periods, the MIROC5 model showed the maximum values and the CMCC-CM model presented the minimum values in the climate data. Increasing rainfall amount was from 180mm to 250mm and increasing temperature value ranged from 1.7 to $5.9^{\circ}C$, respectively, compared with the baseline (2006~2017) in 10 GCM model outputs. The future 2030s and 2070s runoff showed increasing rate of 16~29% under future climate data. The future rate of change for T-N (Total nitrogen) and T-P (Total phosphorus) loads presented from -26 to +0.13% and from +5 to 47%, respectively. The hydrologic cycle and water quality from the Saemanguem headwater were very sensitive to projected climate change scenarios so that GCM model should be carefully selected for the purpose of use and the tendency analysis of GCM model are needed if necessary.

인공위성 반작용휠의 미소진동 측정 및 분석

  • Oh, Shi-Hwan;Rhee, Seung-Wu
    • Aerospace Engineering and Technology
    • /
    • v.3 no.2
    • /
    • pp.25-33
    • /
    • 2004
  • In this paper, we briefly introduce the micro-vibration test bench of KARI and the test and analysis method of RWA(Reaction Wheel Assembly) micro-vibration. The micro-vibration of RWA is measured on a KISTLER dynamic plate which can measure the time signal of 6 DOF simultaneously up to 400Hz. Measured data are extensively evaluated with respect to the wheel spin rate to identify the complicate wheel dynamic characteristics, and the static/dynamic unbalances are estimated from the extracted first harmonic component as a part of evaluation process. The estimated static and dynamic unbalances. 0.79gcm and 17.4gcm² respectively. The structural resonance mode and two rocking modes observed as a results of its frequency analysis. Several higher order harmonic components observed, which come from its rotor shape as well as the wheel bearing characteristics.

  • PDF