Landslide Displacement Prediction Based on Time Series and PSO-BP Model in Three Georges Reservoir, China

References

[1] Afan H A, El-shafie A, Mohtar W H M W, . Past, Present and Prospect of an Artificial Intelligence (AI) Based Model for Sediment Transport Prediction. Journal of Hydrology, 2016, 541: 902-913.

[2] Froude M J, Petley D N. Global Fatal Landslide Occurrence from 2004 to 2016. Natural Hazards and Earth System Sciences, 2018, 18(8): 2161-2181.

[3] Huang F M, Zhang J, Zhou C B, . A Deep Learning Algorithm Using a Fully Connected Sparse Autoencoder Neural Network for Landslide Susceptibility Prediction. Landslides, 2020, 17(1): 217-229.

[4] Kavzoglu T, Sahin E K, Colkesen I. Landslide Susceptibility Mapping Using GIS-Based Multi-Criteria Decision Analysis, Support Vector Machines, and Logistic Regression. Landslides, 2014, 11(3): 425-439.

[5] Liao K, Wu Y P, Li L W, . Landslide Displacement Prediction Based on Time Series and GWO-ELM Models. Journal of Central South University (Natural Sciences Edition), 2019, 50(3): 619-626. (in Chinese with English Abstract)

[6] Ma J W, Niu X X, Tang H M, . Displacement Prediction of a Complex Landslide in the Three Gorges Reservoir Area (China) Using a Hybrid Computational Intelligence Approach. Complexity, 2020, 2020: 2624547

[7] Ma J W, Tang H M, Liu X, . Probabilistic Forecasting of Landslide Displacement Accounting for Epistemic Uncertainty: A Case Study in the Three Gorges Reservoir Area, China. Landslides, 2018, 15(6): 1145-1153.

[8] Ma Z J, Mei G, Prezioso E, . A Deep Learning Approach Using Graph Convolutional Networks for Slope Deformation Prediction Based on Time-Series Displacement Data. Neural Computing and Applications, 2021, 33(21): 14441-14457.

[9] Miao F S, Wu Y P, Xie Y H, . Prediction of Landslide Displacement with Step-Like Behavior Based on Multialgorithm Optimization and a Support Vector Regression Model. Landslides, 2018, 15(3): 475-488.

[10] Park D, Michalowski R L. Three-Dimensional Stability Analysis of Slopes in Hard Soil/Soft Rock with Tensile Strength Cut-off. Engineering Geology, 2017, 229 73-84.

[11] Rumelhart D E, Hinton G E, Williams R J. Learning Representations by Back-Propagating Errors. Nature, 1986, 323: 533-536.

[12] Wang Y K, Tang H M, Wen T, . Point and Interval Predictions for Tanjiahe Landslide Displacement in the Three Gorges Reservoir Area, China. Geofluids, 2019, 2019: 8985325

[13] Wen T, Tang H M, Huang L, . Energy Evolution: A New Perspective on the Failure Mechanism of Purplish-Red Mudstones from the Three Gorges Reservoir Area, China. Engineering Geology, 2020, 264 105350

[14] Zhang J, Yin K, Wang J, . Displacement Prediction of the Baishuihe Landslide Based on Time Series and PSO-SVR Model. Journal of Rock Mechanics and Engineering, 2015, 34(2): 382-391. (in Chinese with English Abstract)

[15] Zhou C, Yin K L, Cao Y, . Application of Time Series Analysis and PSO-SVM Model in Predicting the Bazimen Landslide in the Three Gorges Reservoir, China. Engineering Geology, 2016, 204 108-120.