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How Kalman Filters Work, Part 1

Tucker McClure
30 min
Beginner
Article / Blog
Theory

This article looks at four popular estimation filter architectures: particle filter, sigma point filter, extended Kalman filter, and the Kalman filter. It discusses how all four of these...

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Nyquist Stability Criterion, Part 1

Brian Douglas
16 min
Beginner
Video
Theory

An explanation of the Nyquist Stability Criterion. This video steps through the importance of the criterion, how to interpret the Nyquist plot graphically, and why it is the way it is....

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Linear Regression

Steve Brunton
10 min
Beginner
Video
Theory

Linear regression is a cornerstone of data-driven modeling; here we show how the SVD can be used for linear regression.

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Algorithms for Automated Driving

Mario Theers
Intermediate
Project
Application

Each chapter of this (mini-)book guides you in programming one important software component for automated driving. Currently, this book contains two chapters: Lane Detection, and Control...

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A real control system - how to start designing

Brian Douglas
26 min
Beginner
Video
Application

Let’s design a control system the way you might approach it in a real situation rather than an academic one. In this video, I step through a control problem and show how control theory is...

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Conventional and Adaptive Beamformers

Mathworks
Intermediate
Example
Application

This example illustrates how to apply digital beamforming to a narrowband signal received by an antenna array. Three beamforming algorithms are illustrated: the phase shift beamformer...

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Interactive Tools for Control Purposes

Prof. José Luis Guzmán
Intermediate
App
Theory

This resource provides different links to Interactive Tools that can be used for control education. Interactive Tools are very powerful educational resources as support to learning and...

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How Simulations Work

Tucker McClure
30 min
Beginner
Article / Blog
Theory

This article sets out the critical aspects of building good simulations — that is, simulations that are accurate, easy to develop and analyze, and fast. The first sections deal with how a...

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Understanding the Z-Transform

MathWorks - Brian Douglas
20 min
Beginner
Video
Theory

 

This intuitive introduction shows the mathematics behind the Z-transform and compares it to its similar cousin, the discrete-time Fourier transform. Mathematically, the Z-transform is...

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Kalman Filter Simulink 2022A example

Brian Douglas
Intermediate
Virtual Lab
Demonstration

This model is intended to help illustrate how a Kalman filter can estimate the state of a system. The "real system" is a nonlinear model of the Temperature Control Lab by Prof. John...

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