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Duration 35 hours
Course Outline
Introduction to MATLAB for Geophysics
- The MATLAB environment and standard workflows
- Fundamental scripting and data visualization techniques
- Methods for loading and manipulating 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 class properties and methods
- Managing access levels: public, private, and protected
- Using constructors and instantiating objects
Inheritance and Class Hierarchies
- Techniques for subclassing and method overriding
- Utilizing abstract classes and interfaces
- Implementing polymorphism within MATLAB OOP
Applying OOP to Geophysical Data Analysis
- Designing classes specific to seismic, gravity, and magnetic data
- Implementing data preprocessing and filtering methods
- Integrating visualization and plotting functions into class definitions
Case Study: Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling tasks
- Integrating modeling algorithms as discrete class methods
- Exporting results and documenting analysis outputs
Best Practices and Optimization
- Strategies for enhancing code readability and maintainability
- Performance optimization tips for handling large geophysical datasets
- Employing version control and collaborative development practices
Summary and Next Steps
Requirements
- A foundational grasp of programming concepts
- A basic understanding of geophysical principles
- Prior exposure to MATLAB or similar scientific computing platforms
Target Audience
- Entry-level MATLAB users operating within the geophysics sector
- Geophysics researchers transitioning into object-oriented programming paradigms
- Professionals aiming to structure and optimize their 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
