1 | | Improvement of LiDAR Data Accuracy Using 12 Parameter Affine Transformation |
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2 | | The Influence of Macro-Sediment from Mountainous Areas on the River Morphology in the Heshe River |
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3 | | Sediment Influence Associated with Extreme Events on the Channel Pattern in the Chenyoulan River |
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4 | | A Study of Using Cluster Analysis to Improve Parameters Prediction of van Genuchten Model 44(4):324-334Li-Ling Lin[1] Wei-Chu Chen[1]* Ke-Wei Lin[2] Shun-Ping Tsao[2]* Corresponding Author. E-mail : willy19881212@hotmail.com Show preview | PDF( 1.15MB ) | A Study of Using Cluster Analysis to Improve Parameters Prediction of van Genuchten Model | Close | Li-Ling Lin[1] Wei-Chu Chen[1]* Ke-Wei Lin[2] Shun-Ping Tsao[2] | AbstractThe purpose of this study is improving the ability of Continuous PTFs used to predict the parameters of van Genuchten model. This study focused on medium-texture soils. For solving the fuzzy area on a triangular texture figure, K-Means cluster analysis was used to classify samples according to particle size distribution rather than texture. Multiple leaner regression was used to develop models which included all samples and classified samples. The result showed that the classified models could improve the prediction in parameter α, however, they could do so in parameter n. Observation of each model revealed that the parameter n was affected by clay content. This study further compared continuous PTFs which were developed according to region, and the result showed that the models which were developed based on particle size distribution had better prediction.We also proved that classifying samples is necessary before developing a model.
Key Words : Pedotransfer functions, van Genuchten model, K-Means cluster analysis, Multiple leaner regression. | 〔1〕Department of Soil and Water Conservation, National Chung Hsing University, Taichung, Taiwan.
〔2〕Department of Environmental and Hazards-Resistant Design, Huafan University, Taiwan. * Corresponding Author. E-mail : willy19881212@hotmail.com | Received: 2013/01/30 Revised: 2013/03/07 Accepted: 2013/07/15
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5 | | Effects of Climate Change on the Potential of the Landslides in the Basin of Kaoping Stream |
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6 | | A Computational Model of Sediment Control for Soil and Water Conservation Engineering |
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7 | | Channel Evolution Conceptual Model Associated with Dam Removal at Chijiawan Creek |
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8 | | Estimation on Behavior of Slopeland Disaster and Sediment Distribution and Variation using Digital Aerial Photogrammetry |
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