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Sensor Fusion and Non-linear Filtering for Automotive Systems

This course is a part of Emerging Automotive Technologies, a 7-course MicroMasters series from edX.

In this course, we will introduce you to the fundamentals of sensor fusion for automotive systems. Key concepts involve Bayesian statistics and how to recursively estimate parameters of interest using a range of different sensors.

The course is designed for students who seek to gain a solid understanding of Bayesian statistics and how to use it to fuse information from different sensors. We emphasize object positioning problems, but the studied techniques are applicable much more generally. The course contains a series of videos, quizzes and hand-on assignments where you get to implement many of the key techniques and build your own sensor fusion toolbox.

The course is self-contained, but we highly recommend that you also take the course ChM015x: Multi-target Tracking for Automotive Systems.  Together, these courses give you an excellent foundation to tackle advanced problems related to perceiving the traffic situation around an autonomous vehicle using observations from a variety of different sensors, such as, radar, lidar and camera.  

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Chalmers University of Technology

Rating Not enough ratings
Length 6 weeks
Effort 10 - 20 hours per week
Starts May 2 (4 weeks ago)
Cost $200
From Chalmers University of Technology, ChalmersX via edX
Instructor Lars Hammarstrand
Download Videos On all desktop and mobile devices
Language English
Subjects Programming Mathematics
Tags Computer Science Math Engineering

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edX

&

Chalmers University of Technology

Rating Not enough ratings
Length 6 weeks
Effort 10 - 20 hours per week
Starts May 2 (4 weeks ago)
Cost $200
From Chalmers University of Technology, ChalmersX via edX
Instructor Lars Hammarstrand
Download Videos On all desktop and mobile devices
Language English
Subjects Programming Mathematics
Tags Computer Science Math Engineering

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