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 Yes, also natural urbanization over time. 

A measuring station that used to be on the outskirts after decades of growth is well within the concrete/asphalt "heat island". 
 Precisely. Those measuring stations are usually not too inconveniently far from urban areas, airports being a logical place, which are not only not immune to development but actually invite it.