Sensor Fusion and Non-linear Filtering for Automotive Systems
About this Course
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.Created by: Chalmers University of Technology
Level: Advanced

Related Online Courses
¡La logística es el éxito de una compañía! Aprende qué es la logística y cómo puedes utilizarla para lograr las metas de tu organización. La logística fomenta el uso eficiente de herramien... more
This course introduces the basics of climate science and communication strategies to help empower educators, volunteers and individuals to talk about climate change as a means to inspire action.... more
How can you reduce the energy loss of your home? What is the underlying science of energy loss in pipes? Which heat and mass transfer problems do we have to tackle to make consumer products? In... more
Wastewater is a major end product generated by humans. Traditionally, wastewater has been treated mostly for sanitary and environmental protection reasons, but this waste product harbours an... more
Electric cars are more than a novel means of mobility. They have been recognized as an essential building block of the energy transition. Fulfilling their promise will imply a significant change in... more