This document discusses using deep learning techniques like convolutional neural networks, recurrent neural networks, and deep neural networks in the oil and gas industry. It outlines how these techniques can be applied to tasks like equipment failure prediction using classification models, future price prediction using regression and recurrent neural network models, and fault detection using convolutional neural networks for pattern recognition and segmentation. The document also provides an overview of how machine learning maps to different parts of the oil and gas industry including upstream, midstream and downstream operations.

1. Deep Learning in Oil and Gas
Yang Cong
4/19/2018

2. Data Science
h>p://bisintek.com/science/2017/12/27/knowing-basic-arGficial-intelligence/

3. Machine Learning
Supervised - regresssion Supervised - classification
Unsupervised Reinforcement

4. What’s the future price?
Classification Regresssion

5. What is the future price?
Regresssion

6. Will the equipment fail in 2 month?
Classification Regresssion

7. Will the equipment fail in 2 month?
Classification

8. Machine Learning
Inputs Outputs
CATEGORIES

9. Human Brain
Neurons
Memory
Sense
Coordinate

10. Neurons in the Brain
Inputs
Inputs
Inputs
Inputs
Output
activation
combining
inputs
together

11. Neurons in Deep Learning
Inputs Output
activation
combining
inputs
together
weights

12. Deep Neural Network
Inputs Output

13. Deep Neural Network
Inputs Output
Hidden
Layer1

14. Deep Neural Network
Inputs Output
Hidden
Layer1
Hidden
Layer2

15. ConvoluGonal Neural Network

16. Recurrent Neural Network
Inputs Output
Hidden
Layer1

17. Human Brain
DNN
RNN
CNN
Mixed
regression
classificaGon
regression (Gme series)
translaGon (text)
classificaGon
pa>ern recogniGon
segmentaGon
image descripGon

18. Upstream
exploraGon
field development
producGon operaGon
Midstream
transportaGon
processing
storage and distribuGon
Downstream
manufacturing
refining & petro-chemical
storage and distribuGon
Oil and Gas

19. Will the equipment fail in 2 month?
DNN
classificaGon
pa>ern recogniGon
CNN

20. What is the future price?
DNN
regression
RNN
regression

21. Fault Detec@on
CNN
pa>ern recogniGon
segmentaGon

22. collaboration
Data
Science
Business
Operation
Deep Learning in Oil & Gas
business
workflow
data
platform
tools
analytics