I have installed Cygwin and followed the necessary steps to install the right packages to allow for Linux cross-compilation on Windows.
More info on procedure here Compilin
The Cygwin Ports repository contains cross-compilers for i686, x86_64, armv7hl, and aarch64 GNU/Linux targets. Look for the linux-*-gcc-* packages under the Devel category.