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Duration 35 hours
Course Outline
Introduction to MATLAB in Geophysics
- The MATLAB environment and workflow
- Essential scripting and data visualization
- Importing and handling geophysical datasets
Basics of Object-Oriented Programming
- Key OOP concepts: classes, objects, and encapsulation
- Advantages of OOP in scientific computing
- MATLAB syntax for class definition
Building and Managing Classes in MATLAB
- Setting up properties and methods
- Access levels: public, private, and protected
- Constructors and creating object instances
Inheritance and Class Hierarchies
- Subclassing and overriding methods
- Use of abstract classes and interfaces
- Implementing polymorphism in MATLAB OOP
Using OOP for Geophysical Data Analysis
- Designing classes for seismic, gravity, and magnetic data
- Methods for data preprocessing and filtering
- Integrating visualization and plotting functions into classes
Case Study: Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling
- Integrating modeling algorithms as class methods
- Exporting and documenting analytical results
Best Practices and Optimization
- Enhancing code readability and maintainability
- Performance strategies for large geophysical datasets
- Version control and collaborative development
Wrap-up and Future Steps
Requirements
- Fundamental grasp of programming concepts
- Knowledge of core geophysics principles
- Prior exposure to MATLAB or another scientific computing environment
Target Audience
- New MATLAB users engaged in geophysics
- Geophysics researchers adapting to object-oriented programming
- Professionals looking to streamline geophysical data processing workflows
Testimonials (2)
The many examples and the building of the code from start to finish.
Toon - Draka Comteq Fibre B.V.
Course - Introduction to Image Processing using Matlab
Many useful exercises, well explained
