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2020 Vol.62, Issue 1
Evaluating the Performance of APEX-Paddy Model using the Monitoring Data of Paddy Fields in Iksan, South Korea

국내 논필지 모니터링 자료를 이용한 APEX-Paddy 모델 적용성 평가

Kamruzzaman Mohammada
,
Jaepil Chob
,
Soon-Kun Choic
,
Jung-Hun Songd
,
Inhong Songe
,
Syewoon Hwangf†
모하마드 캄루자먼a
,
조 재필b
,
최 순군c
,
송 정헌d
,
송 인홍e
,
황 세운f†
a박사 경상 대학교 농업 공학과 학생
aPh.D. Student, Department of Agricultural Engineering, Gyeongsang National University
b통합 유역 관리 연구소 (IWMI) 유역 관리 통합 센터 소장
bDirector, Convergence Center for Watershed Management, Integrated Watershed Management Institute (IWMI)
cRDA 국립 농업 과학원 농업 환경과 기후 변화 농업과 연구원
cResearcher, Climate Change and Agro-Ecology Division, Department of Agricultural Environment, National Academy of Agricultural Science, RDA
d플로리다 대학교 농업 생명 공학과 열대 연구 교육 센터 박사 후 연구원
dPost-Doctoral Researcher, Department of Agricultural and Biological Engineering & Tropical Research and Education Center, University of Florida
e서울 대학교 농업 생명 과학 연구원 농촌 시스템 공학과 조교수
eAssistant Professor, Department of Rural Systems Engineering, Research Institute of Agriculture and Life Sciences, Seoul National University
f경상 대학교 농업 생명 과학원 농업 공학과 부교수
fAssociate Professor, Department of Agricultural Engineering, Institute of Agriculture and Life Science, Gyeongsang National University
† Corresponding author Tel.: +82-55-772-1930, Fax: +82-55-772-1939E-mail: swhwang@gnu.ac.kr
2020. pp. 1-16
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Abstract

The APEX model has been developed for assessing agricultural management efforts and their effects on soil and water at the field scale as well as more complex multi-subarea landscapes, whole farms, and watersheds. Recently, a key component of APEX application, named APEX-Paddy, has been modified for simulating water quality by considering paddy rice management practices. In this study, the performance of the APEX-Paddy model was evaluated using field data at Iksan experimental paddy sites in Korea. The discharge and pollutant load data during 2013 and 2014 were used to both manually and automatically calibrate the model. The APEX auto-calibration tool (APEX-CUTE 4.1) was used for model calibration and sensitivity analysis. Results indicate that APEX-Paddy reasonably performs in predicting runoff discharge rate and nitrogen yield. However, sediment and phosphorus yield is not correctly predicted due to the limitation of model schemes. With APEX-Paddy, the performance in reproducing the discharge and nitrogen yield is found to be a satisfactory level after manual calibration. The manually calibrated model performed better than the automatically calibrated model in nearly all comparisons. For runoff, manual calibration reduced PBIAS while R2 and NSE values of the automatically calibrated model were the same as the manual calibration. For T-N, NSE and PBIAS were reduced when using manual calibration, whereas R2 value was the same as manual calibration. The limitation of the APEX-Paddy model for predicting sediment, as well as the phosphorous yield, was discussed in this study.

APEX 모형은 다양한 영농 활동의 토양과 물환경에 대한 영향을 필지 및 유역 규모로 평가하기 위해 개발된 모형이다. 최근 APEX의 주요 기작을 바탕으로 논에서의 수도작 운영에 따른 물수지, 양분 유출에 대한 모의가 가능하도록 한 APEX-Paddy가 고안된 바 있다. 본 연구에서는 익산 지역의 논 시험포 모니터링 자료를 이용하여 APEX-Paddy 모형의 적용성을 평가하고자 하였다. 2013년과 2014년의 논 유출량과 부하량 자료를 수집하고 자동보정 툴 APEX-CUTE 4.1과 추가적 수동보정을 통해 모형의 모의성능을 검토하고 한계점을 고찰하였다. 연구결과, 논의 물수지와 질소 배출부하량은 대체로 합리적인 수준의 모의성능을 보이는 한편 유사량과 인 배출부하량 모의에 있어 논의 담수상태 유사배출 기작에 대한 고려가 미흡하여 모의성능에 한계가 있는 것으로 분석되었으며 원인에 대해 고찰하였다. 더불어 자동보정 툴의 적용에 있어 매개변수 민감도를 바탕으로 한 수동보정 결과보다 정확도가 다소 떨어지는 경향을 보여 그 활용에 유의가 필요한 것으로 판단되었다.

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Information
  • Publisher :The Korean Society of Agricultural Engineers
  • Publisher(Ko) :한국농공학회
  • Journal Title :Journal of Korean Society of Agricultural Engineers
  • Journal Title(Ko) :한국농공학회논문집
  • Volume : 62
  • No :1
  • Pages :1-16
  • Received Date : 2019-09-10
  • Revised Date : 2019-10-31
  • Accepted Date : 2019-11-04
  • DOI :https://doi.org/10.5389/KSAE.2020.62.1.001
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