I read Understanding the Linux Kernel through Illustrations.
It is written in a way that is easy for beginners to understand the workings of the Linux kernel. There were some parts that I couldn't fully grasp, though...
Since I know very little about the Linux kernel, I would like to use this as a starting point to study a bit more.