Bayesian Analysis of the Scatterometer Wind Retrieval Inverse Problem: Some New Approaches
散射计风场反演问题的贝叶斯分析:若干新方法
Summary The retrieval of wind vectors from satellite scatterometer observations is a non-linear inverse problem. A common approach to solving inverse problems is to adopt a Bayesian framework and to infer the posterior distribution of the parameters of interest given the observations by using a likelihood model relating the observations to the parameters, and a prior distribution over the parameters. We show how Gaussian process priors can be used efficiently with a variety…