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Duration 35 hours
Course Outline
Introduction to MATLAB for Geophysics
- Overview of the MATLAB environment and workflow
- Essential scripting and data visualization techniques
- Importing and processing geophysical datasets
Foundations of Object-Oriented Programming
- Core OOP concepts: classes, objects, and encapsulation
- Advantages of OOP in scientific computing
- Syntax for defining classes in MATLAB
Creating and Managing Classes in MATLAB
- Defining properties and methods
- Managing public, private, and protected access
- Constructors and creating object instances
Inheritance and Class Hierarchies
- Implementing subclassing and method overriding
- Working with abstract classes and interfaces
- Understanding polymorphism in MATLAB OOP
Applying OOP to Geophysical Data Analysis
- Designing classes for seismic, gravity, and magnetic data
- Implementing data preprocessing and filtering methods
- Integrating visualization and plotting functions within classes
Case Study: Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling
- Incorporating modeling algorithms as class methods
- Exporting and documenting analysis outcomes
Best Practices and Optimization
- Enhancing code readability and maintainability
- Optimizing performance for large geophysical datasets
- Utilizing version control for collaborative development
Summary and Next Steps
Requirements
- Foundational knowledge of programming concepts
- Adequate familiarity with basic geophysics principles
- Prior exposure to MATLAB or another scientific computing environment
Target Audience
- Novice MATLAB users specializing in geophysics
- Geophysics researchers looking to adopt object-oriented programming practices
- Professionals aiming 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
