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Duration 35 hours
Course Outline
Introduction to MATLAB in Geophysics
- The MATLAB environment and typical workflows
- Fundamentals of scripting and data visualization
- Loading and processing geophysical datasets
Principles of Object-Oriented Programming
- Core OOP concepts: classes, objects, and encapsulation
- Advantages of OOP in scientific computing contexts
- MATLAB syntax for class definition
Building and Managing Classes in MATLAB
- Specifying properties and methods
- Access levels: public, private, and protected
- Constructors and the process of object instantiation
Inheritance and Class Structures
- Creating subclasses and overriding methods
- Use of abstract classes and interfaces
- Implementing polymorphism in MATLAB OOP
Applying OOP to Geophysical Data Analysis
- Designing classes for seismic, gravity, and magnetic data
- Methods for data preprocessing and filtering
- Integrating visualization and plotting functions within classes
Case Study: Geophysical Modeling Workflow
- Developing a modular OOP framework for modeling tasks
- Incorporating modeling algorithms as class methods
- Exporting and documenting analysis outcomes
Best Practices and Optimization
- Enhancing code readability and long-term maintainability
- Performance strategies for handling large geophysical datasets
- Version control and collaborative development workflows
Summary and Next Steps
Requirements
- Fundamental knowledge of programming concepts
- Acquaintance with basic geophysical principles
- Initial experience with MATLAB or similar scientific computing platforms
Target Audience
- New MATLAB users working in the field of geophysics
- Geophysics researchers adopting 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
