Congratulations to myself!
With the help from clonezilla, GParted (GUI), some StackOverflow hint and the man page of lvs, vgs, pvresize and lvresize, now I have successfully replaced the boot drive! Not only a bigger root, but also 8GB swap.
I though LVM and LUKS will be much harder.