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Duration 35 hours
Course Outline
Introduction to MATLAB for Geophysics
- Exploring the MATLAB environment and typical workflows.
- Essentials of scripting and data visualization.
- Techniques for loading and processing geophysical datasets.
Foundations of Object-Oriented Programming
- Core OOP concepts: classes, objects, and encapsulation.
- The advantages of OOP in scientific computing contexts.
- Syntax for defining classes in MATLAB.
Creating and Managing Classes in MATLAB
- Defining properties and associated methods.
- Managing access levels: public, private, and protected.
- Working with constructors and object instantiation.
Inheritance and Class Hierarchies
- Implementing subclassing and method overriding.
- Utilizing abstract classes and interfaces.
- Applying polymorphism within MATLAB OOP.
Applying OOP to Geophysical Data Analysis
- Designing specialized classes for seismic, gravity, and magnetic data.
- Implementing data preprocessing and filtering methods.
- Incorporating visualization and plotting functions within class structures.
Case Study: Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling tasks.
- Integrating modeling algorithms as dedicated class methods.
- Processes for exporting and documenting analysis outcomes.
Best Practices and Optimization
- Strategies for enhancing code readability and maintainability.
- Performance optimization tips for large-scale geophysical datasets.
- Utilizing version control and collaborative development workflows.
Summary and Next Steps
Requirements
- A foundational understanding of general programming concepts.
- Knowledge of basic geophysics principles.
- Prior exposure to MATLAB or another scientific computing platform.
Target Audience
- Entry-level MATLAB users working within the geophysics industry.
- Geophysics researchers aiming to transition to object-oriented programming.
- Professionals looking to streamline and organize 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
