Deep Learning in Oil and Gas

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

Data Science

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Machine Learning Supervised - regresssion

Unsupervised

Supervised - classification

Reinforcement

What’s the future price? Classification

Regresssion

What is the future price? Regresssion

Will the equipment fail in 2 month? Classification

Regresssion

Will the equipment fail in 2 month? Classification

Machine Learning

CATEGORIES

Inputs

Outputs

Human Brain Neurons

Sense

Memory

Coordinate

Neurons in the Brain Inputs

Inputs combining inputs together Output

Inputs activation Inputs

Neurons in Deep Learning weights

Inputs

combining inputs together

activation Output

Deep Neural Network

Inputs

Output

Deep Neural Network

Output

Inputs

Hidden Layer1

Deep Neural Network

Output

Inputs

Hidden Layer1

Hidden Layer2

ConvoluGonal Neural Network

Recurrent Neural Network

Output

Inputs

Hidden Layer1

Human Brain DNN

CNN

regression classificaGon

classificaGon pa>ern recogniGon segmentaGon

RNN

Mixed

regression (Gme series) translaGon (text)

image descripGon

Oil and Gas Midstream Upstream

exploraGon field development producGon operaGon

transportaGon processing storage and distribuGon

Downstream

manufacturing refining & petro-chemical storage and distribuGon

Will the equipment fail in 2 month? DNN

classificaGon

CNN

pa>ern recogniGon

What is the future price? DNN

regression

RNN

regression

Fault Detec@on CNN

pa>ern recogniGon segmentaGon

Deep Learning in Oil & Gas Business Operation

Data Science

business workflow data

platform tools analytics

collaboration