Rain attenuation poses a significant challenge for high-throughput communication systems. In response. this paper introduces an artificial intelligence (AI) model designed for predicting and mitigating rain-induced impairments in high-throughput satellite (HTS) to land channels. The model is based on three AI algorithms developed using 3D antenna design to characterize. https://www.lightemupsequences.com/