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Data-Driven Control: Overview

Steve Brunton
24 min
Beginner
Video
Theory

Overview lecture for series on data-driven control. In this lecture, we discuss how machine learning optimization can be used to discover models and effective controllers directly from data...

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Extremum Seeking Control

Steve Brunton
18 min
Beginner
Video
Theory

This lecture provides an overview of extremum-seeking control (ESC), which is an adaptive equation free method of controlling nonlinear systems. A sinusoidal perturbation is added to the...

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MATLAB Discovery Page - Anomaly Detection

Mathworks
Beginner
Article / Blog
Theory

Anomaly detection is the process of identifying events or patterns that differ from expected behavior. Anomaly detection can range from simple outlier detection to complex machine learning...

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Pathfinding with A*

Amit Patel
60 min
Beginner
Article / Blog
Application

An interactive visual explanation of the A* pathfinding algorithm.  This resource uses motivating examples from computer games. 

 

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Understanding Valve Flow Characteristics

R. Russell Rhinehart
20 min
Intermediate
Article / Blog
Application

The response of flow rate through a control valve depends on the friction losses in the piping in which it is installed as well as the controller signal.  The installed characteristic (a...

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PID Explained

Jacques Smuts
20 min
Beginner
Article / Blog
Theory

A qualitative explanation of P, I, & D actions using graphs.

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Toys for Control Education

Ichiro Maruta
Intermediate
App
Theory

Teaching materials for control engineering education that run in web browsers. Speed control, position control, step response of 2nd order system, pole and impulse response, and rocket.

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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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Projectile Motion Practice Problems

The Organic Chemistry Tutor
28 min
Intermediate
Video
Application

In this video, practice along questions on an important topic of Kinematics i.e Projectile Motion. Practicing would help you remember the concepts and also understand them better.

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Introduction to Anomaly Detection for Engineers

Mathworks - Brian Douglas
15 min
Beginner
Video
Theory

Anomaly detection is the process of identifying events or patterns that differ from expected behavior. This is important for applications like predictive maintenance but can be hard to...

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