... in real-world engineering. Design/methodology/approach The proposed discriminative multi-scale residual network (DMSRN) uses a one-dimensional multi-scale architecture to capture rich and hierarchical features, combined with a novel feature discriminative enhancement strategy that enhances intra-class...