I have tried to find waterpipes in ground in different depths with XT2 on a sunny day. I did not succeed - maybe the water consumption was not high enough to cool the earth.
Sunny weather in the summer will help. It will solar load the ground making it hotter. It will make the water evaporate quicker making those areas cooler.