Apart from shooting the bloody thing what can be done ?

Is it local council noise pollution

I had a lady round the other day in the back yard and she almost had a heart attack when the dog growled at her from the other side of the solid fence

I wonder if dog training might help but I think the owner is lazy and simply can't be bothered taking the poor thing for a walk