Stanford Engineering Everywhere: CS223A - Introduction to Robotics
Beginner
Course
Theory
The purpose of this course is to introduce you to basics of modeling, design, planning, and control of robot systems. In essence, the material treated in this course is a brief survey of...
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Free Video Course in Radar Systems Engineering
Beginner
Course
Theory
This Free Radar Systems Engineering Course (video, audio and screen captured ppt slides) and separate pdf slides) has been developed as a first course in Radar Systems for first year...
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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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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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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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MATLAB Function: ztrans
Intermediate
Software
Application
ztrans(f) finds the Z-Transform of f. By default, the independent variable is n and the transformation variable is z. If f does not contain n, ztrans uses symvar.
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Virtual Labs for control education
Intermediate
Virtual Lab
Theory
This resource provides different links to virtual and remote labs that can be used for control education. Virtual and remote labs are very powerful tools for learning and teaching, that...
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Learning From Data
Beginner
Course
Theory
This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. ML is a key technology in Big Data, and in many financial, medical...
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Systems modeling and representations (French)
Beginner
Course
Theory
Complete course on systems modeling. Includes examples, MATLAB code, and quizzes.
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RADAR Engineering
200 min
Intermediate
Course
Theory
Radar technology is used widely today. The principles involved are very fundamental and every engineering student studies them at least once. This playlist covers Radar Engineering for an EE...
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MPCTools: Nonlinear Model Predictive Control Tools for CasADi (Python Interf...
Intermediate
Software
Application
This Python package is a collection of model predictive control tools that build on CasADi by providing a simpler interface. Along with the python package, there are a bunch of example files...
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Kalman Filter Simulink 2022A example
Intermediate
Virtual Lab
Demonstration
This model is intended to help illustrate how a Kalman filter can estimate the state of a system. The "real system" is a nonlinear model of the Temperature Control Lab by Prof. John...
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Model predictive control python toolbox
Intermediate
Software
Application
do-mpc is a comprehensive open-source toolbox for robust model predictive control (MPC) and moving horizon estimation (MHE). do-mpc enables the efficient formulation and solution of control...
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Two Tank System: C MEX-File Modeling of Time-Continuous SISO System
Intermediate
Software
Demonstration
This MATLAB example shows how to perform IDNLGREY modeling based on C MEX model files. It uses a simple system where nonlinear state space modeling really pays off.
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Modelling, dynamics and control
Beginner
Course
Theory
How do we model the world around us and use this to understand its behaviour? How does behaviour depend upon the engineering choices we make and therefore how do we undertake design to...
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Python Control Systems Library
Intermediate
Software
Application
The python-control package is a set of python classes and functions that implement common operations for the analysis and design of feedback control systems. The initial goal is to implement...
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Data based modeling of nonlinear dynamic systems using System Identification...
Intermediate
Software
Demonstration
Using an engine throttle valve modeling example, this demo shares some perspectives on creation of nonlinear models of dynamic systems from the measurements of its input and outputs. It...
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Control Loop Foundation Batch and Continuous Processes - Interactive Source ...
Intermediate
Virtual Lab
Application
Control Loop Foundation contains workshops that allow the reader to get hands on experience through this web interface. Once a lab is selected, then you may access workshop directions and...
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Full Stack Deep Learning
Intermediate
Course
Theory
There are many great courses to learn how to train deep neural networks. However, training the model is just one part of shipping a deep learning project. This course teaches full-stack...
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No! Not Laplace Transforms
60 min
Intermediate
Course
Theory
In my 13-year industrial career, I never used Laplace transforms. However, transfer functions and block diagram notation are efficient methods to describe dynamic behaviors, and are often...
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MATLAB scripts for "Nonlinear System Identification | System Identification,...
Intermediate
Software
Demonstration
This Github repo contains the data files and MATLAB scripts that were used in "Nonlinear System Identification | System Identification, Part 3".
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Jupyter Notebook: Code used to generate vibrational control of inverted pend...
Intermediate
Software
Demonstration
Jupyter Notebook: Code used to generate vibrational control of inverted pendulum figures
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Process Dynamics and Control Course
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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Virtual Lab for a Two-tanks system
Beginner
Virtual Lab
Application
This is a virtual lab for a two-tank system that can be used for modelling and control learing/teaching purposes. Open-loop tests and closed-loop simulatons based on PI control or PI plus...
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MATLAB toolbox for control 101 course
Beginner
Software
Theory
Community toolbox project led by Anthony Rossiter and sponsored by MathWorks. The project incorporates input from various international collaborators. The aim is to make the developed...
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