The distribution of randomly deployed wireless sensors plays a vital role in the quality of and methods used for data acquisition and signal reconstruction. In this paper we use the moments approach of free deconvolution to recover the moments of the transmitted signal and then relate these moments to the distribution of the randomly deployed sensors. Simulations in realistic cases show the benefits of the approach.