Course Outline
Part 1
An Overview of MATLAB
Objectives: Provide an overview of MATLAB's purpose, composition, and potential applications.
- Comparison Example: C vs. MATLAB
- MATLAB Product Suite Overview
- Application Domains for MATLAB
- How MATLAB Can Assist You
- Course Structure
Navigating the MATLAB User Interface
Objective: Introduce the primary features of the MATLAB integrated development environment and its user interfaces, alongside an overview of course themes.
- The MATLAB Interface
- Reading data from files
- Saving and loading variables
- Plotting data
- Customizing plots
- Calculating statistics and fitting lines
- Exporting graphics for use in external applications
Variables and Expressions
Objective: Learn to enter MATLAB commands, focusing on creating and accessing data within variables.
- Entering commands
- Creating variables
- Accessing help resources
- Retrieving and modifying variable values
- Creating character variables
Analyzing and Visualizing with Vectors
Objective: Perform mathematical and statistical calculations on vectors and create basic visualizations. Observe how MATLAB syntax allows for calculations across entire datasets using a single command.
- Calculations involving vectors
- Plotting vectors
- Basic plot options
- Annotating plots
Analyzing and Visualizing with Matrices
Objective: Utilize matrices as mathematical objects or collections of (vector) data. Understand how to use MATLAB syntax appropriately to distinguish between these uses.
- Size and dimensionality
- Calculations with matrices
- Statistics applied to matrix data
- Plotting multiple columns
- Reshaping and linear indexing
- Multidimensional arrays
Part 2
Automating Commands with Scripts
Objective: Group MATLAB commands into scripts to facilitate reproduction and experimentation. As task complexity grows, entering long command sequences in the Command Window becomes inefficient.
- A Modeling Example
- The Command History window
- Creating script files
- Running scripts
- Comments and Code Cells
- Publishing scripts
Working with Data Files
Objective: Import data from formatted files into MATLAB. Since imported data can vary widely in type and format, emphasis is placed on working with cell arrays and date formats.
- Importing data
- Handling mixed data types
- Working with cell arrays
- Conversions between numbers, strings, and cells
- Exporting data
Multiple Vector Plots
Objective: Create more complex vector plots, such as multiple simultaneous plots, utilizing color and string manipulation techniques to produce visually appealing data representations.
- Graphics structure
- Multiple figures, axes, and plots
- Plotting equations
- Using color
- Customizing plots
Logic and Flow Control
Objective: Use logical operations, variables, and indexing techniques to develop flexible code capable of making decisions and adapting to different scenarios. Explore programming constructs for repeating code sections and those facilitating user interaction.
- Logical operations and variables
- Logical indexing
- Programming constructs
- Flow control structures
- Loops
Matrix and Image Visualization
Objective: Visualize images and matrix data in two or three dimensions. Explore the distinctions between displaying images and visualizing matrix data via image techniques.
- Scattered interpolation using vector and matrix data
- 3-D matrix visualization
- 2-D matrix visualization
- Indexed images and colormaps
- True color images
Part 3
Data Analysis
Objective: Perform common data analysis tasks in MATLAB, including developing and fitting theoretical models to real-world data. This naturally leads to one of MATLAB's most powerful features: solving linear systems of equations with a single command.
- Handling missing data
- Correlation
- Smoothing techniques
- Spectral analysis and FFTs
- Solving linear systems of equations
Writing Functions
Objective: Increase automation by encapsulating modular tasks as user-defined functions. Understand how MATLAB resolves references to files and variables.
- The purpose of functions
- Creating functions
- Adding comments
- Calling subfunctions
- Workspaces
- Subfunctions
- Path and precedence rules
Data Types
Objective: Explore data types, focusing on the syntax for creating variables and accessing array elements, while discussing methods for converting between data types. Data types vary based on the kind of data they contain and how that data is organized.
- MATLAB data types
- Integers
- Structures
- Converting types
File I/O
Objective: Explore low-level data import and export functions in MATLAB that allow precise control over text and binary file input/output. These include textscan, which provides detailed control when reading text files.
- Opening and closing files
- Reading and writing text files
- Reading and writing binary files
Please note that the actual course delivery may be subject to minor discrepancies from the outline above without prior notification.
Conclusion
Please note that the actual course delivery may be subject to minor discrepancies from the outline above without prior notification.
Objectives: Summarize what we have learned
- A summary of the course
- Other upcoming courses on MATLAB
Please note that the course might be subject to a few minor discrepancies when being delivered without prior notifications.
Requirements
- Foundational undergraduate-level mathematical knowledge, including linear algebra, probability theory, statistics, and matrix concepts
- Basic computer operations
- A favorable but non-essential understanding of high-level programming languages such as C, PASCAL, FORTRAN, or BASIC
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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