resourcium_beta
Select any filter and click on Apply to see results

How a Kalman Filter Works in Pictures

Tim Babb
20 min
Beginner
Article / Blog
Theory

This article builds up some intuition about the Kalman filter using pictures before diving into the mathematics.  A beginner will come away with an understanding of what the Kalman filter is...

See More

The Kalman Filter

Brian Douglas
25 min
Beginner
Article / Blog
Theory

This article introduces the Kalman filter at a high level and tries to provide some insight into how the filter is able to estimate state by combining measurements and models. 

This is an...

See More

Radar Tutorial (English)

Christian Wolff
Beginner
Article / Blog
Theory

This page provides a detailed overview of radar principles and technologies, including mathematical, physical and technical explanations. “Radartutorial” explains the fundamentals of radar...

See More

An Introduction to the Kalman Filter

Greg Welch and Gary Bishop
45 min
Beginner
Article / Blog
Theory

The purpose of this paper is to provide a practical introduction to the discrete Kalman filter. This introduction includes a description and some discussion of the basic discrete Kalman...

See More

System Identification Overview

Mathworks
Beginner
Article / Blog
Theory

System identification is a methodology for building mathematical models of dynamic systems using measurements of the input and output signals of the system.  This overview from Mathworks...

See More

Introduction: PID Controller Design

Prof. Bill Messner and Prof. Dawn Tilbury
30 min
Beginner
Article / Blog
Application

In this tutorial we will introduce a simple, yet versatile, feedback compensator structure: the Proportional-Integral-Derivative (PID) controller. The PID controller is widely employed...

See More

Learning From Data

Professor Yaser Abu-Mostafa
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...

See More

How Kalman Filters Work, Part 1

Tucker McClure
30 min
Beginner
Article / Blog
Theory

This article looks at four popular estimation filter architectures: particle filter, sigma point filter, extended Kalman filter, and the Kalman filter. It discusses how all four of these...

See More

What's a Control System and Why Should I Care?

Daniel Y. Abramovitch
Beginner
Article / Blog
Theory

This paper is designed as a primer for college level STEM students about to take their first formal class in feedback control systems. This means that the explanations assume the reader has...

See More

3-DOF Orientation Tracking with IMUs

Gordon Wetzstein
30 min
Beginner
Article / Blog
Theory

This document is not meant to be a comprehensive review of orientation tracking for virtual reality applications but rather an intuitive introduction to inertial measurement units (IMUs) and...

See More

How Simulations Work

Tucker McClure
30 min
Beginner
Article / Blog
Theory

This article sets out the critical aspects of building good simulations — that is, simulations that are accurate, easy to develop and analyze, and fast. The first sections deal with how a...

See More

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...

See More

Nyquist Stability Criterion

Wikipedia
15 min
Beginner
Article / Blog
Theory

The Wikipedia article on Nyquist Stability Criterion.  This covers the Nyquist plot, the Cauchy argument principle, and the stability criterion itself.  A mathematical derivation is also...

See More

MATLAB Discovery Page - Anomaly Detection

Mathworks
Beginner
Article / Blog
Theory

Anomaly detection is the process of identifying events or patterns that differ from expected behavior. Anomaly detection can range from simple outlier detection to complex machine learning...

See More

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.

See More

Reinforcement Learning with MATLAB.

Mohammad Dehghani, Rifat Sipahi, Sahil S. Belsare
Beginner
Course
Application

This repository contains series of modules to get started with Reinforcement Learning with MATLAB.

It is divided into 4 stages.

In Stage 1, we start with learning RL concepts by manually...

See More

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...

See More