There is a small power station (blue arrow) for their underground base. I don’t know about some other things (yellow arrow). But for sure, those stuff are made to be seen from the space such as from their home planets so that they know where their secret underground base is.
This area is fenced with 2 gates (one at the property and another at highway).
This is the street view from highway. There are a gate and also fence.