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Extraction of Potential Area for Block Stream and Talus Using Spatial Integration Model

공간통합 모델을 적용한 암괴류 및 애추 지형 분포가능지 추출

  • Lee, Seong-Ho (Department of Geography, Kongju National University) ;
  • JANG, Dong-Ho (Department of Geography, Kongju National University)
  • Received : 2019.06.17
  • Accepted : 2019.06.30
  • Published : 2019.06.30

Abstract

This study analyzed the relativity between block stream and talus distributions by employing a likelihood ratio approach. Possible distribution sites for each debris slope landform were extracted by applying a spatial integration model, in which we combined fuzzy set model, Bayesian predictive model, and logistic regression model. Moreover, to verify model performance, a success rate curve was prepared by cross-validation. The results showed that elevation, slope, curvature, topographic wetness index, geology, soil drainage, and soil depth were closely related to the debris slope landform sites. In addition, all spatial integration models displayed an accuracy of over 90%. The accuracy of the distribution potential area map of the block stream was highest in the logistic regression model (93.79%). Eventually, the accuracy of the distribution potential area map of the talus was also highest in the logistic regression model (97.02%). We expect that the present results will provide essential data and propose methodologies to improve the performance of efficient and systematic micro-landform studies. Moreover, our research will potentially help to enhance field research and topographic resource management.

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Acknowledgement

본 연구는 2017년 대한민국 교육부와 한국연구재단의 지원을 받아 수행된 연구임(NRF-2017S1A5A2A01026274)