Abstract We study the inverse problem of estimating a field u from data comprising a finite set of nonlinear functionals of u, subject to additive noise; we denote this observed data by y. Our interest is in the reconstruction of piecewise continuous fields u in which the discontinuity set is described by a finite number of geometric parameters a. Natural applications include groundwater flow a...