In basic terms, yes.
Two filters may be necessary to remove noise from your lines or a change in the wire ( using shielded wire helps on some noise problems ). You may also want to change the routing of the wires.
Simple filters are nothing more than a couple of capacitors and inductors that will not allow noise to be tranmitted.
Hope this helps.
