Why are the majority of characters named after car manufacturers?
Sakaki Ichiro (aka the author) used a distinctive naming scheme in his other work Scrapped Princess as well, but there the characters were named after firearms / guns instead (its wiki page even has a section about that).

So it may very well just be that he likes to have his character names be a reference to something. :)