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System Identification: Regression Models

Steve Brunton
5 min
Intermediate
Video
Theory

This lecture provides an overview of modern data-driven regression methods for linear and nonlinear system identification, based on the dynamic mode decomposition (DMD), Koopman theory, and...

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Tuning PID Controllers

R. Russell Rhinehart
20 min
Intermediate
Article / Blog
Application

Tuning controllers is the procedure for choosing the coefficient values for the P, I and D modes.  It must be simple to execute, fast, and non-disruptive to the operating process.  Heuristic...

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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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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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Process Dynamics and Control Course

Dr. John Hedengren
Beginner
Course
Theory

This course focuses on a complete start to finish process of physics-based modeling, data driven methods, and controller design. Although some knowledge of computer programming is required...

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Intro to Data Science: Overview

Steve Brunton
6 min
Beginner
Video
Theory

This lecture provides an introductory overview to data science. I will discuss the high-level goals of this lecture series, and how data science is about asking and answering questions with...

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Singular Value Decomposition (SVD): Overview

Steve Brunton
6 min
Beginner
Video
Theory

This video presents an overview of the singular value decomposition (SVD), which is one of the most widely used algorithms for data processing, reduced-order modeling, and high-dimensional...

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Orifice Calibration

R. Russell Rhinehart
15 min
Intermediate
Article / Blog
Application

The ISO method for orifice design and calibration is grounded in the ideal square-root relation between pressure drop and flow rate, specifies the in-pipe structure for an orifice, and...

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Educational Tool for Teaching GRAFCET

Universidade de Trás-os-Montes e Alto Douro
Intermediate
App
Application

e-GRAFCET is a tool for supporting the teaching-learning process of GRAFCET ( which can be implemented using the programming language Sequential Function Chart – SFC). While this tool was...

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MATLAB Example: Doppler Estimation

Mathworks
Intermediate
Example
Application

This example shows a monostatic pulse radar detecting the radial velocity of moving targets at specific ranges. The speed is derived from the Doppler shift caused by the moving targets. We...

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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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Control Bootcamp: Overview

Steve Brunton
19 min
Beginner
Video
Theory

Overview lecture for bootcamp on optimal and modern control. In this lecture, we discuss the various types of control and the benefits of closed-loop feedback control.

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