An efficient Bayesian inversion of a geothermal prospect using a multivariate adaptive regression spline method

•A MARS-enabled Bayesian inversion framework is proposed and implemented.•The proposed approach can greatly increase Bayesian inversion efficiency.•The approach can efficiently identify key uncertain geothermal parameters.•Fluid circulation is the primary heat transfer method in the geothermal prospect.