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Attribute Selection: Machine Learning vs. Interactive Interpretation

1 August 2018 | Presentations

Attribute Selection Kurt Marfurt

Attribute Selection Kurt Marfurt Outline

Well-established machine learning interpretation applications

Well-established machine learning interpretation applications

Well-established machine learning interpretation applications

Attribute Selection Kurt Marfurt Outline

Human interpretation vs. machine learning

Interactive interpretation, supervised and unsupervised machine learning

Interactive interpretation, supervised and unsupervised machine learning

Machine-driven interpretation

Human-driven interpretation

Geopsychology Clinic

Attribute Selection Kurt Marfurt Outline

Self-consistent patterns

Composite Patterns

Intricate Patterns

Attribute Selection Kurt Marfurt Outline

Alternative types of patterns

Alternative types of patterns

Alternative types of patterns

Placing patterns in context

Attribute Selection Kurt Marfurt Outline

Lithology variation with distance along a given azimuth

Differences between machine and human interpretation

Differences between machine and human interpretation

Differences between machine and human interpretation

Energy ratio coherence

Most-positive principal curvature

Most-negative principal curvature

Co-rendered most-positive and most-negative principal curvatures

Co-rendered azimuth and magnitude of total aberrancy

Mass transport deposits

Attribute Selection Kurt Marfurt (35)

Attribute Selection Kurt Marfurt (36)

Patterns that are easy for human interpreters and machines

Patterns that are easy for human interpreters but not machines

Seismic Attribute Expression

Seismic amplitude and predicted facies

Attribute Selection Land Diagram

Attribute Selection Kurt Marfurt (42)

Seismic Attribute Expression

SOM Identification of Karst

Geologic feature and visual expression

Attribute Selection Kurt Marfurt Outline

The Road Today in Seismic Attributes

The Short and Long Roads Ahead

Summary of Kurt Marfurt Presentation

Seismic Amplitude Kora volcano

Peak spectral magnitude

Peak Frequency Attribute

GLCM Homogeneity

Land Slide Morphology

Well-established machine learning interpretation applications

Attribute Selection Kurt Marfurt

Attribute Selection Kurt Marfurt Outline

Well-established machine learning interpretation applications

Well-established machine learning interpretation applications

Well-established machine learning interpretation applications

Attribute Selection Kurt Marfurt Outline

Human interpretation vs. machine learning

Interactive interpretation, supervised and unsupervised machine learning

Interactive interpretation, supervised and unsupervised machine learning

Machine-driven interpretation

Human-driven interpretation

Geopsychology Clinic

Attribute Selection Kurt Marfurt Outline

Self-consistent patterns

Composite Patterns

Intricate Patterns

Attribute Selection Kurt Marfurt Outline

Alternative types of patterns

Alternative types of patterns

Alternative types of patterns

Placing patterns in context

Attribute Selection Kurt Marfurt Outline

Lithology variation with distance along a given azimuth

Differences between machine and human interpretation

Differences between machine and human interpretation

Differences between machine and human interpretation

Energy ratio coherence

Dip magnitude

Dip azimuth

Most-positive principal curvature

Most-negative principal curvature

Co-rendered most-positive and most-negative principal curvatures

Co-rendered azimuth and magnitude of total aberrancy

Mass transport deposits

Attribute Selection Kurt Marfurt (35)

Attribute Selection Kurt Marfurt (36)

Patterns that are easy for human interpreters and machines

Patterns that are easy for human interpreters but not machines

Seismic Attribute Expression

Seismic amplitude and predicted facies

Attribute Selection Land Diagram

Attribute Selection Kurt Marfurt (42)

Seismic Attribute Expression

SOM Identification of Karst

Geologic feature and visual expression

Attribute Selection Kurt Marfurt Outline

The Road Today in Seismic Attributes

The Short and Long Roads Ahead

Summary of Kurt Marfurt Presentation

Seismic Amplitude Kora volcano

Peak spectral magnitude

Peak Frequency Attribute

GLCM Entropy

GLCM Homogeneity

SOM workflow

Land Slide Morphology

Well-established machine learning interpretation applications

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