TY - JOUR
T1 - The application of the genetic adaptive neural network in landslide disaster assessment
AU - Chen, Jing-Wen
AU - Chue, Yung Sheng
AU - Chen, Yie Ruey
PY - 2013/10/31
Y1 - 2013/10/31
N2 - This study applied the Genetic Adaptive Neural Network (GANN) structure to satellite image classification and the assessment of landslide disaster. First, the study conducted quantitative analysis of the various factors of slope development and natural environmental hazards in some parts of the catchment areas of the Laonong River in Southern Taiwan. Meanwhile, using the weighting ratios of various disaster causing factors inferred from the best structure of GANN, this study explored the degree of slope land disturbance. Then, this study incorporated the relationship between rainfall and landslides to draw a landslide potential map using the discriminant analysis approach combined with the GIS platform. The findings of this research will be a valuable reference in thefollow-up drafting of slope development and treatment policies, and the academic and engineering assessment of landslide disasters caused by slope development.
AB - This study applied the Genetic Adaptive Neural Network (GANN) structure to satellite image classification and the assessment of landslide disaster. First, the study conducted quantitative analysis of the various factors of slope development and natural environmental hazards in some parts of the catchment areas of the Laonong River in Southern Taiwan. Meanwhile, using the weighting ratios of various disaster causing factors inferred from the best structure of GANN, this study explored the degree of slope land disturbance. Then, this study incorporated the relationship between rainfall and landslides to draw a landslide potential map using the discriminant analysis approach combined with the GIS platform. The findings of this research will be a valuable reference in thefollow-up drafting of slope development and treatment policies, and the academic and engineering assessment of landslide disasters caused by slope development.
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U2 - 10.6119/JMST-012-0709-2
DO - 10.6119/JMST-012-0709-2
M3 - Article
AN - SCOPUS:84886492789
VL - 21
SP - 442
EP - 452
JO - Journal of Marine Science and Technology
JF - Journal of Marine Science and Technology
SN - 1023-2796
IS - 4
ER -