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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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 Example: Train MBPO Agent to Balance Cart-Pole System
Intermediate
Example
Demonstration
This example shows how to train a model-based policy optimization (MBPO) agent to balance a cart-pole system modeled in MATLAB. For more information on MBPO agents, see Model-Based Policy...
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MATLAB Example: Solve Constrained Nonlinear Optimization, Problem-Based
Intermediate
Example
Theory
This example shows how to find the minimum of a nonlinear objective function with a nonlinear constraint by using the problem-based approach.
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Fixed-Point HDL-Optimized Minimum-Variance Distortionless-Response (MVDR) Be...
Intermediate
Example
Application
This example shows how to implement a fixed-point HDL-optimized minimum-variance distortionless-response (MVDR) beamformer in MATLAB.
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Increasing Angular Resolution with Virtual Arrays
Intermediate
Example
Application
This MATLAB example introduces how forming a virtual array in MIMO radars can help increase angular resolution. It shows how to simulate a coherent MIMO radar signal processing chain using...
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Conventional and Adaptive Beamformers
Intermediate
Example
Application
This example illustrates how to apply digital beamforming to a narrowband signal received by an antenna array. Three beamforming algorithms are illustrated: the phase shift beamformer...
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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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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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Systems modeling and representations (French)
Beginner
Course
Theory
Complete course on systems modeling. Includes examples, MATLAB code, and quizzes.
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Simulating Test Signals for a Radar Receiver
Intermediate
Example
Application
This example shows how to simulate received signal of a monostatic pulse radar to estimate the target range. A monostatic radar has the transmitter collocated with the receiver. The...
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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.
Radar Systems Engineering MATLAB Documentation and Examples
Intermediate
Example
Theory
The functions in this section give you the MATLAB tools needed to evaluate the performance of a radar system. You can use the radar equation to evaluate the radar received signal-to-noise...
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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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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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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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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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MATLAB Scripts for video "Linear System Identification | System Identificati...
Intermediate
Software
Demonstration
This Github repo contains the data files and MATLAB scripts that were used in the MATLAB Tech Talk video "Linear System Identification | System Identification, Part 2"
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Introduction to Hybrid Beamforming
Beginner
Example
Application
This MATLAB example introduces the basic concept of hybrid beamforming and shows how to simulate such a system.
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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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CS224n: Natural Language Processing with Deep Learning | Winter 2021
Beginner
Course
Theory
This course covers the foundations of the effective modern methods for deep learning applied to NLP, a big picture understanding of human languages and the difficulties in understanding and...
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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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MATLAB Example: Waveform Analysis Using the Ambiguity Function
Intermediate
Example
Application
This example shows how to use the ambiguity function to analyze waveforms. It compares range and Doppler capabilities of several common pulsed waveforms such as the rectangular waveform, the...
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