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
Physics is the foundation of many important science and engineering disciplines. Understanding its basics is fundamental for advanced studies. In this course, you will have the chance to review the... more
Solid waste management (SWM) is a crucial function of local governments around the world, and directly affects public health, the environment, and livelihoods. However, rapid urbanization and... more
这是一场巨大的风暴。有限的食物、水和能源在不断增长的人口间不均匀的分布着,与之相关的气候变暖使得事情更为糟糕。在所有这些全球性挑战中,氮素起着主导作用。在这里,您将了解到氮素是如何与人类文明息息相关的,而未来氮素是将成为人类的救世主还是恶魔。 氮气的故事既平凡又奇特,即充满激情又饱含忧郁。它既是气候的朋友,也是污染的敌人,是享受饕餮盛宴还是忍受食不果腹也与氮素相关。如果你对氮素的看法还是停留在它只... more
What do collapsed buildings, infected hospital patients, and crashed airplanes have in common? If you know the causes of these events and conditions, they can all be prevented. In this course, you... more
大气是一种共享资源,它可以吸收的温室气体总量是有限的。这门碳捕集与封存技术的入门课程是为对能源、可持续性和气候变化等领域感兴趣的受众而设计的。 **** 碳捕集与封存的目标是 **** • 大幅减少向大气排放的二氧化碳 • 解锁碳负解决方案,在 21 世纪实现大气中性碳平衡 **** 在 2015 年巴黎气候变化协议的背景下,碳捕集与封存技术使廉价、广泛可用的化石燃料能够“安全使用”。该技术可以防... more