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摘要:
In order to reach the designated final water level of 175 m,there were three impoundment stages in the Three Gorges Reservoir,with water levels of 135 m,156 m and 175 m.Baishuihe landslide in the Reservoir was chosen to analyze its displacement characteristics and displacement variability at the different stages.Based on monitoring data,the landslide displacement was mainly influenced by rainfall and drawdown of the reservoir water level.However,the magnitude of the rise and drawdown of the water level after the reservoir water level reached 175 m did not accelerate landslide displacement.The prediction of landslide displacement for active landslides is very important for landslide risk management.The time series of cumulative displacement was divided into a trend term and a periodic term using the Hoddck-Prescott (HP) filter method.The polynomial model was used to predict the trend term.The extreme learning machine (ELM) and least squares support vector machine (LS-SVM) were chosen to predict the periodic term.In the prediction model for the periodic term,input variables based on the effects of rainfall and reservoir water level in landslide displacement were selected using grey relational analysis.Based on the results,the prediction precision of ELM is better than that of LS-SVM for predicting landslide displacement.The method for predicting landslide displacement could be applied by relevant authorities in making landslide emergency plans in the future.
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篇名 Displacement characteristics and prediction of Baishuihe landslide in the Three Gorges Reservoir
来源期刊 山地科学学报(英文版) 学科
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年,卷(期) 2019,(9) 所属期刊栏目
研究方向 页码范围 2203-2214
页数 12页 分类号
字数 语种 英文
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山地科学学报(英文版)
月刊
1672-6316
51-1668/P
16开
四川省成都市一环路南二段16号山地所
2004
eng
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