Mô tả

GNSS (Global Navigation Satellite System), and GPS (Global Position System) with INS (Inertial Navigation System) are highly used in ADAS and Autonomous driving development. Hence, it is necessary and very useful,  to know the foundation of this group of sensors and related technologies, if you are working or aiming to work in this industry.


What will you learn after completing this course (with 10 hours of video lectures)?

  • Deeply understanding GNSS technology including signal processing, pseudo-range calculation, trilateration, GNSS errors, different ways to overcome these errors, various types of coordinate systems used in GNSS technology, latitude and longitude, different ways to represent them and their inter-conversions, NMEA-0183 message structures for GPS measurement (used by many sensors), and how to decode them.

  • Understand each correction method - DGNSS, DGPS, SBAS, GBAS, RTK, and PPP that increases the accuracy of GNSS measurement from a few metres to a few centimetres. (Almost all the industrial GNSS sensors use one or more of these technologies to improve their accuracy). Especially nowadays RTK (Real Time Kinematic) is very popular.

  • Deeply understand IMU (Inertial Measurement Unit), and the working of accelerometer, gyroscope and magnetometer sensors that make INS (Inertial Navigation System) - an indispensable part of a high-quality GNSS device used for ADAS and AD development.

  • Deep dive into AHRS (Attitude and Heading reference system), GNSS-aided INS technology and Dual GNSS-aided INS technology along with some case studies (taken from research papers)

  • Hands-on with low-cost GPS and IMU sensor together with Raspberry Pi 4 using Python-based programming. Here you will learn to read GPS location and IMU data in real time.

How this course help you in your career building?

  • If you are working in an industry/research institute, you will gain sufficient foundation to work with GNSS + INS devices in your ongoing or upcoming ADAS and AD development projects. You will also be able to understand various terms and technologies in this field to have active discussions with your team (very useful for project managers).

  • If you are studying, then you will gain sufficient knowledge to apply it in your school/college projects, as well as in your exams.


Note: This course focuses more on understanding the concepts and provides insights into various technologies in this domain hence programming is intentionally kept to a minimum.


Disclaimer: All the reference videos taken from various sources are only used for educational purposes and there is no intention to infringe copyright.


Bạn sẽ học được gì

You will learn GNSS (Global Navigation Satellite System) and GPS in detail including all the necessary concepts required to understand it.

You will learn various GNSS based correction methods like DGNSS, DGPS, SBAS, GBAS, RTK, PPP in detail that are used widely in ADAS and AD development

You get deep understanding of accelerometer, gyroscope and magnetometer sensors that forms INS (Inertial Navigation System)

You will learn about GNSS + INS fused sensor, and dual GNSS + INS fused sensor - very common sensor use in ADAS and AD development

You will get hands on with low cost GPS sensor, and IMU sensor using raspberry pi 4 and python to read real-time data

Yêu cầu

  • Computer with internet connection
  • Motivation to study and learn new technology
  • (optional) low cost raspberry pi and GPS, IMU sensor for hands on practice.

Nội dung khoá học

7 sections

Introduction

1 lectures
Introduction
08:38

Why GNSS GPS IMU INS RTK in ADAS and Autonomous Driving ?

9 lectures
Intro
01:43
ADAS and Autonomous Driving
17:54
Sensors in ADAS and Autonomous vehicles
11:11
GNSS applications in ADAS and Autonomous Driving - Part 1
07:38
GNSS applications in ADAS and Autonomous Driving - Part 2
09:52
GNSS applications - other domains
07:32
GNSS, INS sensors available in market
06:49
Some Terms and definitions
13:46
Outro
02:26

GNSS (Global Navigation Satellite Systems)

16 lectures
Intro
02:30
What is GNSS ?
19:06
GNSS - Segments
08:40
GNSS - satellites and signal generation
12:36
GNSS - signal propagation, reception and processing
11:26
GNSS - Position calculation using trilateration
13:03
GNSS Errors
18:39
GNSS - Techniques to resolve errors
10:50
Multi frequency and multi constellation receivers
12:02
GNSS coordinate system
21:43
Different representations of Latitude and longitude
14:48
NMEA-0183 GNSS/GPS message standard
13:40
Concept - Real time GPS measurement using raspberry pi 4
08:31
Implementation - Real time GPS measurement using raspberry pi 4
17:43
Outro
01:38
Quiz
15 questions

GNSS - Differential correction based systems

9 lectures
Intro
03:14
DGNSS - Differential GNSS and DGPS
19:58
SBAS - Satellite based Augmentation Systems
13:11
GBAS - Ground based Augmentation Systems
05:37
Code phased ranging and carrier phase ranging
08:00
RTK - Real Time Kinetic
12:50
PPP - Precise Point Positioning
04:03
Comparing various correction methods
08:05
Outro
01:41

IMU (Inertial Measurement Unit)

11 lectures
Intro
01:14
Insights of IMU
14:55
Concept of Accelerometer - part 1
15:11
Concept of Accelerometer - part 2
23:29
Concept of Gyroscope - part 1
16:54
Concept of Gyroscope - part 2
11:58
Concept of Magnetometer
21:52
Concept - Interfacing and using IMU with raspberry pi 4
16:30
Implementation - Interfacing and using IMU with raspberry pi 4
27:33
Outro
01:01
Quiz - 2
8 questions

INS + GNSS, AHRS

8 lectures
Intro
03:20
INS (Inertial Navigation System)
23:26
AHRS (Attitude and Heading Reference System)
09:25
GNSS aided INS - Part 1
13:59
GNSS aided INS - Part 2
14:53
GNSS aided INS - part 3
07:20
GNSS Compass/INS or Dual GNSS/INS
12:27
Outro
01:42

Wrap Up

3 lectures
Congratulations
00:05
Reference Material for further learning
02:37
My other courses
01:53

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