Efficient estimation of space varying parameters in numerical models using non-intrusive subdomain reduced order modeling

•A subdomain reduced-order linear model is constructed for an easy implementation of adjoint.•A smooth local parameterization is proposed to represent spatial parameters independently in each subdomain.•The CPU cost is reduced by a factor of several orders of the magnitude while reasonable accuracy remains.