Investigation of the process of pipeline penetration at a shallow embedment in clay with large-deformation analysis

•Revealed the characteristics of pipeline penetration into softening and rate-dependent soil.•Clarified the effect of roughness on soil strength degradation and enhancement mechanism.•Proposed a novel framework for estimating the penetration resistance of the pipeline at shallow embedment.