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Machine Learning Control: Overview

Steve Brunton
10 min
Beginner
Video
Theory

This lecture provides an overview of how to use machine learning optimization directly to design control laws, without the need for a model of the dynamics.

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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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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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Computer Aids for Chemical Engineering

Dr. John Hedengren and Dr. Thomas Edgar
Beginner
Article / Blog
Theory

A curated list of resources for Chemical Engineering students. The resources include syllabi, schedules, course notes, textbooks, screencasts, software, hardware, and other useful links.

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First-Order Filters

R. Russell Rhinehart
Beginner
Article / Blog
Application

Use data filters to temper noise - relation of options to lag and variance reduction

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Respect the Unstable

Gunter Stein
71 min
Beginner
Video
Theory

An understanding of fundamental limitations is an essential element in all engineering. Shannon's early results on channel capacity have always had center court in signal processing...

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What Is a Control System and Why Should I Care? (Part 1)

Dr. Daniel Y. Abramovitch, Agilent Technologies, American Automatic Control Council Education Committe Chair
38 min
Beginner
Video
Demonstration

This video is the first of a two part series.  It in introduces the basic concepts of feedback with lots of visual examples.  The idea is to show that not only are these principles...

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Interactive Course for Control Theory

Erasmus+
Beginner
Course
Theory

Control Theory is a topic that finds a widespread application throughout engineering and natural sciences. It is very common in electrical, mechanical and process engineering. Especially...

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The Linear Quadratic Regulator

Laurent Lessard
Beginner
Article / Blog
Theory

In these notes, we will derive the solution to the finite-horizon linear quadratic regulator (LQR) problem in several different ways. Fundamentally, LQR can be viewed as a large least...

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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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