基于SMOTE-LSTM算法的测井岩性识别研究 |
| 黄亮, 陈炫沂, 姜振蛟, 王金鑫, 张晨雨, 宋根发 |
|
Log-based lithology identification using the SMOTE-LSTM hybrid model |
| HUANG Liang, CHEN Xuan-Yi, JIANG Zhen-Jiao, WANG Jin-Xin, ZHANG Chen-Yu, SONG Gen-Fa |
| 图3 SMOTE-LSTM模型训练集、验证集准确率随(a)LSTM网络层层数、(b)优化器种类、(c)隐藏层神经单元数、(d)Batch size参数变化趋势 |
| Fig.3 The accuracy of SMOTE-LSTM model training set and verification set varies with (a) the number of LSTM network layers, (b) the type of optimizer, (c) the number of neural units in hidden layer, and (d) Batch size parameters |
|