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 Duration 35 hours

Course Outline

Introduction to MATLAB for Geophysics

  • Overview of the MATLAB environment and typical workflows
  • Basics in scripting and data visualization
  • Techniques for loading and handling geophysical datasets

Foundations of Object-Oriented Programming

  • Key OOP concepts: classes, objects, and encapsulation
  • The advantages of adopting OOP in scientific computing
  • MATLAB syntax for class definition

Creating and Managing Classes in MATLAB

  • Defining specific properties and methods
  • Understanding public, private, and protected access levels
  • Using constructors and object instantiation

Inheritance and Class Hierarchies

  • Techniques for subclassing and method overriding
  • Utilization of abstract classes and interfaces
  • Application of polymorphism in MATLAB OOP

Applying OOP to Geophysical Data Analysis

  • Designing classes for seismic, gravity, and magnetic data
  • Implementing data preprocessing and filtering methods
  • Integrating visualization and plotting functions within class structures

Case Study: Geophysical Modeling Workflow

  • Constructing a modular OOP framework for modeling
  • Embedding modeling algorithms as class methods
  • Processes for exporting and documenting analysis outcomes

Best Practices and Optimization

  • Strategies for enhancing code readability and maintenance
  • Performance optimization tips for large geophysical datasets
  • Implementing version control and collaborative development practices

Summary and Next Steps

Requirements

  • A foundational grasp of general programming concepts
  • Knowledge of basic geophysical principles
  • Initial experience with MATLAB or other scientific computing platforms

Target Audience

  • Newcomers to MATLAB working within the geophysics sector
  • Geophysics researchers looking to adopt object-oriented programming paradigms
  • Professionals aiming to streamline their geophysical data processing pipelines

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