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Duration 35 hours
Course Outline
Introduction to MATLAB in Geophysics
- Overview of the MATLAB environment and workflow
- Essential scripting and data visualization techniques
- Importing and managing geophysical datasets
Core Concepts of Object-Oriented Programming
- Key OOP ideas: classes, objects, and encapsulation
- Advantages of OOP in scientific computing contexts
- MATLAB syntax for defining new classes
Building and Controlling Classes in MATLAB
- Specifying properties and methods
- Managing public, private, and protected access levels
- Using constructors and creating object instances
Inheritance and Class Structures
- Creating subclasses and overriding methods
- Working with abstract classes and interfaces
- Implementing polymorphism in MATLAB OOP
Implementing OOP in Geophysical Data Analysis
- Designing classes for seismic, gravity, and magnetic data
- Methods for data preprocessing and filtering
- Integrating visualization and plotting functions into classes
Practical Example: Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling tasks
- Embedding modeling algorithms as class methods
- Exporting and documenting analysis outcomes
Optimal Practices and Performance Tuning
- Enhancing code readability and long-term maintainability
- Optimization strategies for large-scale geophysical datasets
- Managing version control and collaborative development
Conclusion and Future Directions
Requirements
- A foundational grasp of general programming concepts
- Knowledge of basic geophysical principles
- Prior experience with MATLAB or other scientific computing platforms
Target Audience
- Novice MATLAB users engaged in geophysical work
- Geophysical researchers looking to adopt object-oriented programming practices
- Professionals aiming to streamline and organize their 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
