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944 items
The Radar Equation | Understanding Radar Principles
Beginner
Video
Theory
Learn how the radar equation combines several of the main parameters of a radar system in a way that gives you a general understanding of how the system will perform. The radar equation is a...
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Machine Learning Control: Tuning a PID Controller with Genetic Algorithms (P...
9 min
Beginner
Video
Theory
This lecture shows how to use genetic algorithms to tune the parameters of a PID controller. Tuning a PID controller with genetic algorithms is not generally recommended, but is used to...
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Discrete Fourier Transform
Intermediate
Article / Blog
Theory
The discrete Fourier transform, or DFT, is the primary tool of digital signal processing. The foundation of the product is the fast Fourier transform (FFT), a method for computing the DFT...
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Adaptive Control Basics: What Is Model Reference Adaptive Control?
17 min
Beginner
Video
Theory
Use an adaptive control method called model reference adaptive control (MRAC). This controller can adapt in real time to variations and uncertainty in the system that is being controlled...
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DC Motor Speed: System Modeling
Beginner
Project
Theory
This examples walks through modeling a simple DC motor in MATLAB.
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Reinforcement Learning for Engineers, Part 2: Understanding the Environment ...
13 min
Beginner
Video
Theory
In this video, we build on our basic understanding of reinforcement learning by exploring the workflow. We cover what an environment is and some of the benefits of training within a...
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Understanding PID Control, Part 4: A PID Tuning Guide
12 min
Beginner
Video
Theory
It can be difficult to navigate all the resources that promise to explain the secrets of PID tuning. Some proclaim that PID tuning is an art that requires finesse and experience, while...
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Understanding Kalman Filters, Part 2: State Observers
8 min
Beginner
Video
Theory
Learn the working principles of state observers, and discover the math behind them. State observers are used for estimating the internal states of a system when you can’t directly measure...
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Introducing Feedback Control to Middle and High School STEM Students, Part 2...
60 min
Intermediate
Article / Blog
Demonstration
This paper was presented at the 2019 IFAC Advances on Control Education Conference (IFAC-ACE), Philadelphia, PA, USA, July 7-9, 2019, and is in the conference proceedings. This paper aims at...
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FMCW Radar for Autonomous Vehicles | Understanding Radar Principles
18 min
Beginner
Video
Theory
Watch an introduction to Frequency Modulated Continuous Wave (FMCW) radar and why it’s a good solution for autonomous vehicle applications. This demonstration will show how FMCW radar can...
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TinyEKF: Lightweight C/C++ Extended Kalman Filter with Python for prototypin...
Intermediate
Software
Application
TinyEKF is a simple C/C++ implementation of the Extended Kalman Filter that is general enough to use on different projects. In order to make it practical for running on Arduino, STM32, and...
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An Introduction to Multi-Agent Reinforcement Learning
Beginner
Video
Theory
Learn what multi-agent reinforcement learning is and some of the challenges it faces and overcomes. You will also learn what an agent is and how multi-agent systems can be both cooperative...
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Interactive Tool for PID understanding
Intermediate
App
Application
The module PID Basics is designed to explore the properties of a simple feedback loop by showing the time and frequency responses of a closed-loop system and demonstrating how these...
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Advances in feedforward control for measurable disturbances
35 min
Intermediate
Video
Theory
The efficient compensation of load disturbances is one of the most important tasks in any control system. Most industrial processes are affected by disturbances and only feedback is commonly...
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Introducing Feedback Control to Middle and High School STEM Students, Part 1...
60 min
Intermediate
Article / Blog
Demonstration
This paper was presented at the 2019 IFAC Advances on Control Education Conference (IFAC-ACE), Philadelphia, PA, USA, July 7-9, 2019, and is in the conference proceedings. This paper aims at...
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Kalman Filter Design
30 min
Intermediate
Article / Blog
Application
This example shows how to perform Kalman filtering. Both a steady state filter and a time varying filter are designed and simulated.
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Kalman Filter Virtual Lab
Intermediate
Virtual Lab
Application
The Kalman Filter virtual laboratory contains interactive exercises that let you study linear and extended Kalman filter design for state estimation of a simple pendulum system. The virtual...
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Using the Control System Designer in Matlab
53 min
Beginner
Video
Theory
In this video we show how to use the Control System Designer to quickly and effectively design control systems for a linear system. We show how to add multi...
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ITCLI: An Interactive Tool for Closed-Loop Identification
Intermediate
App
Application
The Interactive Tool for Closed-Loop Identification (ITCLI) is an interactive software tool for understanding SISO closed-loop identification using prediction-error techniques. The tool...
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Control Systems in Practice, Part 7: 4 Ways to Implement a Transfer Function...
18 min
Beginner
Video
Theory
In some situations, it is easier to design a controller or a filter using continuous, s-domain transfer functions. We have a lot of mathematical tools that make analyzing and manipulating...
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Introduction to Noise Filtering
20 min
Intermediate
Article / Blog
Application
Introduction to filtering - moving average, first-order, anti-aliasing, set point softening
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Linear Algebra Review
Intermediate
Course
Theory
This short course is a quick review of linear algebra, intended for students who have already taken a previous course in linear algebra or have some experience with vectors and matrices. The...
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A real control system - how to start designing
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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Creating Discrete-Time Models
Intermediate
Example
Theory
This MATLAB example shows how to create discrete-time linear models using the tf, zpk, ss, and frd commands.
Intro to Data Science: The Nature of Data
12 min
Beginner
Video
Theory
This lecture discusses the types of data you might encounter, and how it determines which techniques to use.
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