My phone does it.

You have to enter this code in the dialer:

    *#*#4636#*#*

After which you can navigate to "Phone Information" and decide which networks to use.

For example, if you select "LTE Only", then the phone will not connect to 2G/3G networks, and instead show that there is no signal.

This works for most Android phones.