Sparse approximation has now become a buzzword for classification in numerous research domains. We propose a distributed sparse approximation method based on`1minimization for frog sound classification, which is tailored to the resource constrained wireless sensor networks. Our pilot study demonstrates that `1 minimization can run on wireless sensor nodes producing satisfactory classification accuracy