ANN-Based-Forward
所属分类：人工智能/神经网络/深度学习
开发工具：matlab
文件大小：8911KB
下载次数：1
上传日期：2020-04-10 09:17:16
上 传 者：
sh-1993
说明： 基于人工神经网络的正向，MATLAB代码用于创建基于人工神经网的地球物理代理正向模型
(ANN-Based-Forward,MATLAB codes for creating a geophysical proxy forward model based on artificial neural network)
文件列表:
ANN_Training.m (1689, 2020-04-10)
Data.mat (2717682, 2020-04-10)
MK_ANN_Data.m (1246, 2020-04-10)
ML_output.mat (3659196, 2020-04-10)
Simulation.m (449, 2020-04-10)
Tdata.mat (2751910, 2020-04-10)
# ANN-Based Forward Modeling
## This is the companion MATLAB code of the paper by Moghadas JAG 2020 (see reference below).
This code contains the following scripts:
MK_ANN_Data: program to read training models and split data for ANN training.
ANN_Training: program to train ANN to create proxy forward modeling.
Simulation: program to calculate EMI forward response from ANN-based forward model.
## Reference
Moghadas, D., Behroozmand, A.A., Christiansen, A.V., 2020, Soil electrical conductivity imaging using a neural network-based forward solver: Applied to large-scale Bayesian electromagnetic inversion, Journal of Applied Geophysics, DOI: 10.1016/j.jappgeo.2020.104012
## Contact
Davood Moghadas (moghadas@b-tu.de)
Ahmad. A. Behroozmand (behroozmand60@gmail.com)
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