To improve precipitation estimation accuracy, new methods, which are able to merge different measurement modalities, necessary. In this study, we propose a deep learning method rain gauge measurements with ground-based radar composite and thermal infrared satellite imagery. The proposed convolutional neural network, composed of an encoder–decoder architecture, performs multiscale analysis the t...