DAStatFormer: A Hybrid Multibranch Transformer with Statistical Feature Integration for DAS-Based Pattern Recognitions

DAStatFormer is a hybrid multibranch Transformer proposed to overcome the challenges of high dimensionality and complex spatio-temporal patterns in Distributed Acoustic Sensing (DAS). It integrates compact statistical features from multiple domains, significantly reducing data size and enhancing event classification.