식생여과대 유사 저감 효율 산정을 위한 정규화 방안

A Study on Regularization Methods to Evaluate the Sediment Trapping Efficiency of Vegetative Filter Strips

초록

Vegetative Filter Strip (VFS) is the best management practice which has been widely used to mitigate water pollutants from agricultural fields byalleviating runoff and sediment. This study was conducted to improve an equation for estimating sediment trapping efficiency of VFS using severaldifferent regularization methods (i.e., ordinary least squares analysis, LASSO, ridge regression analysis and elastic net). The four different regularizationmethods were employed to develop the sediment trapping efficiency equation of VFS. Each regularization method indicated high accuracy in estimatingthe sediment trapping efficiency of VFS. Among the four regularization methods, the ridge method showed the most accurate results according to R2,RMSE and MAPE which were 0.94, 7.31% and 14.63%, respectively. The equation developed in this study can be applied in watershed-scalehydrological models in order to estimate the sediment trapping efficiency of VFS in agricultural fields for an effective watershed management in Korea.

키워드

Elastic net; LASSO; regularization methods; ridge regression; vegetative filter strips
제목
식생여과대 유사 저감 효율 산정을 위한 정규화 방안
제목 (타언어)
A Study on Regularization Methods to Evaluate the Sediment Trapping Efficiency of Vegetative Filter Strips
저자
배주현; 한정호; 양재의; 김종건; 임경재; 장원석
DOI
10.5389/KSAE.2019.61.6.009
발행일
2019-11
유형
Y
저널명
한국농공학회논문집
권
61
호
6
페이지
9 ~ 19