The role of multi-resolution DEMs and sampling strategy uncertainty in deep learning-based debris flow susceptibility mapping
Hamza Daud, Jie Dou, Javed Iqbal Tanoli, Nafees Ali, Nangyal Ghani Khan, Zilin Xiang, Aonan Dong, Ke Xing, Hafiz Ullah, Lele Zhang
Topics & Concepts
Debris flowSampling (signal processing)Remote sensingRandom forestConvolutional neural networkArtificial neural networkComputer scienceFeature (linguistics)Data miningClassifier (UML)Sampling designEnvironmental scienceArtificial intelligenceDebrisMean squared errorDeep learningData setStratified samplingGibbs samplingFlow (mathematics)Data modelingLandslides and related hazardsSoil erosion and sediment transportFire effects on ecosystems