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Duration 35 hours
Course Outline
Introduction to MATLAB in Geophysical Contexts
- Understanding the MATLAB environment and typical workflows
- Basics of scripting and data visualization
- Techniques for loading and manipulating geophysical datasets
Core Principles of Object-Oriented Programming
- Key OOP concepts: classes, objects, and encapsulation
- The advantages of OOP in scientific computing environments
- Syntax in MATLAB for defining class structures
Developing and Managing Classes in MATLAB
- Defining specific properties and methods
- Managing access levels: public, private, and protected
- Using constructors for object instantiation
Inheritance and Building Class Hierarchies
- Techniques for subclassing and overriding methods
- Utilizing abstract classes and interfaces
- Implementing polymorphism within MATLAB OOP
Practical Application of OOP in Geophysical Data Analysis
- Designing classes for seismic, gravity, and magnetic data
- Implementing data preprocessing and filtering methods
- Incorporating visualization and plotting functions into class designs
Case Study: Implementing a Geophysical Modeling Workflow
- Constructing a modular OOP framework for modeling tasks
- Integrating modeling algorithms as distinct class methods
- Exporting results and documenting the analysis process
Best Practices for Code Optimization
- Strategies to enhance code readability and long-term maintainability
- Performance optimization tips for large-scale geophysical datasets
- Managing version control and fostering collaborative development
Concluding Summary and Recommendations for Next Steps
Requirements
- Foundational knowledge of general programming concepts
- Basic familiarity with key geophysical principles
- Initial experience with MATLAB or similar scientific computing tools
Target Audience
- Newcomers to MATLAB who work in the geophysics field
- Geophysics researchers looking to adopt object-oriented programming
- 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
