phd-thesis

Acronyms

AE AutoEncoder 18

AI Artificial Intelligence 7

API Application Programming Interface 8

ASI Automatic Seismic Interpretation 21

ANN Artificial Neural Network 9

BHI Borehole Imaging

BN Batch Normalization 11

BSEM Backscatter Scanning-Electron Microscopy 27

CNN Convolutional Neural Network 8

CMYK Cyan-Magenta-Yellow-blacK 26

CPU Central Processing Unit 11

DCGAN Deep Convolutional Generative Adversarial Network 15

DFN Discrete Fracture Network 22

DL Deep Learning 6

DNN Deep Neural Network 8

DT Decision Tree 8

DTW Dynamic Time Warping 5

ELU Expenantial Linear Unit

FCN Fully Convolutional Network 18

FK Frequency-Wavenumber 32

FGPA Field Programmable Gate Array 11

FFT Fast Fourier transform 15

FOSS Free Open Source Software

GAN Generative Adversarial Network 9

GMM Gaussian mixture model 60

GPR Ground Penetrating Radar 21

GPU Graphical Processing Unit 11

HBR Hatchell-Bourne-Røste 4

HMM Hidden Markov Model 20

HSV Hue-Saturation-Value 26

iid independent and identically distributed 22

KL Kullback-Leibler

KNN k-Nearest Neighbour 8

LiME local interpretable model-agnostic explanation 24

LSTM Long Short-Term Memory 9

MAE Mean Absolute Error 11

ML Machine Learning 5

MLP Multi-Layer Perceptron 9

MSE Mean Squared Error 11

NAS Neural Architecture Search 17

NLP Natural Language Processing 9

NN Neural Network 3

NRMS Normalized Root Mean Squared Error 4

PReLU Parameterized Rectified Linear Unit

QI Qantitative Interpretation 5

ReLU Rectified Linear Unit

RF Random Forest 8

RGB Red-Green-Blue 26

RL Reinforcement Learning

RNN Recurrent Neural Network 8

RMM Random Markov Model 20

SGD Stochastic Gradient Descent 11

SOM Self-Organizing Map 13

SOTA state-of-the-art

SVM Support Vector Machine 8

TF Tensorflow 11

TPU Tensor Processing Unit 11

TPE Tree of Parzen Estimator 35

VAE Variational AutoEncoder 21

VSP Vertical Seismic Profiling