Why the range space of AT？

[liqi-sdu]

There is a sentence in the article:"In order to obtain a stable inversion, traditional approaches have used linear reconstruction, i.e. A-1y, where the estimate is restricted to the range space of AT".
The question I want to ask is, why the range space of AT and not the range space of A-1?
Thank you for your answer！