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Duration 35 hours
Course Outline
Introduction to MATLAB for Geophysics
- Navigating the MATLAB environment and workflow
- Essential scripting and data visualization techniques
- Importing and manipulating geophysical datasets
Foundations of Object-Oriented Programming
- Core OOP concepts: classes, objects, and encapsulation
- Advantages of OOP in scientific computing contexts
- Using MATLAB syntax to define custom classes
Creating and Managing Classes in MATLAB
- Defining class properties and methods
- Managing public, private, and protected access levels
- Implementing constructors and object instantiation
Inheritance and Class Hierarchies
- Techniques for subclassing and method overriding
- Utilizing abstract classes and interfaces
- Applying polymorphism in MATLAB OOP
Applying OOP to Geophysical Data Analysis
- Designing classes for seismic, gravity, and magnetic data
- Implementing data preprocessing and filtering methods
- Incorporating visualization and plotting functions within classes
Case Study: Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling tasks
- Integrating modeling algorithms as class methods
- Exporting and documenting analysis results effectively
Best Practices and Optimization
- Strategies for enhancing code readability and maintainability
- Performance optimization tips for large geophysical datasets
- Implementing version control and collaborative development practices
Summary and Next Steps
Requirements
- A foundational understanding of general programming concepts
- Knowledge of core geophysics principles
- Basic experience with MATLAB or another scientific computing platform
Target Audience
- New MATLAB users engaged in geophysical work
- Geophysics researchers looking to adopt object-oriented programming paradigms
- Professionals aiming to structure and optimize geophysical data processing pipelines
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
