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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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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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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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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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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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Artificial Intelligence

Steve Brunton
6 min
Beginner
Video
Theory

This lecture discusses artificial intelligence (AI) in the context of data science and machine learning.

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3-DOF Orientation Tracking with IMUs

Gordon Wetzstein
30 min
Beginner
Article / Blog
Theory

This document is not meant to be a comprehensive review of orientation tracking for virtual reality applications but rather an intuitive introduction to inertial measurement units (IMUs) and...

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What Is Fuzzy Logic | Fuzzy Logic Part 1

Mathworks - Brian Douglas
16 min
Beginner
Video
Theory

This video introduces fuzzy logic and explains how you can use it to design a fuzzy inference system (FIS), which is a powerful way to use human experience to design complex systems...

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Basic course of control theory (Hungarian and English)

BME - Automatizálási és Alkalmazott Informatikai Tanszék
Beginner
Article / Blog
Theory

The basic course of control theory is taught in the 3rd year for the students specialized in information technology at the Faculty of Electrical Engineering and Informatics of the Budapest...

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Nyquist Stability Criterion

Wikipedia
15 min
Beginner
Article / Blog
Theory

The Wikipedia article on Nyquist Stability Criterion.  This covers the Nyquist plot, the Cauchy argument principle, and the stability criterion itself.  A mathematical derivation is also...

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edX course: Dynamics and Control

Pedro Albertos
Beginner
Course
Theory

This is an interactive course about the basic concepts of Systems, Control and their impact in all the human activities. First, the basic concepts of systems, dynamics, structure and control...

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