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Data-Driven Dynamical Systems Overview

Steve Brunton
21 min
Intermediate
Video
Theory

This video provides a high-level overview of this new series on data-driven dynamical systems. In particular, we explore the various challenges in modern dynamical systems, along with...

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Nyquist Stability Criterion, Part 2

Brian Douglas
18 min
Beginner
Video
Theory

An explanation of the Nyquist Stability Criterion part 2. This video steps through the how to sketch a Nyquist plot by hand, what to do if there are open loop pools on the imaginary axis...

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Resonance in Nature and Bioinspired Squid Robots

Dr. Nicole Xu, US Naval Research Lab
18 min
Beginner
Video
Demonstration

Bioinspired robots combine the best of both biology and engineering. Using tools learned from nature, we can build squid-like and other squishy robots to improve current capabilities in...

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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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Vibrational Control in Insect Flight

Dynamics Uci - Taha, Kiani, Hendrick, and Greeter
7 min
Intermediate
Video
Application

Abstract: It is generally accepted among biology and engineering communities that insects are unstable at hover. However, existing approaches that rely on direct averaging do not fully...

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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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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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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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Block Diagram Algebra

Christopher Lum
89 min
Beginner
Video
Theory

In this video we introduce block diagrams (AKA signal flow diagrams). We explore how they are used to describe complex systems as well as how to perform blo...

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Why Choose Model-Based Reinforcement Learning?

Mathworks - Brian Douglas
15 min
Intermediate
Video
Theory

What is the difference between model-free and model-based reinforcement learning? Explore the differences and results as the learning models are applied to balancing a cart/pole system as an...

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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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