Human activity recognition (HAR) has vital applications in human–computer interaction, somatosensory games, and motion monitoring, etc. On the basis of human accelerate sensor data, through a nonlinear analysis time series, novel method for HAR that is based on non-linear chaotic features proposed this paper. First, C-C G-P algorithm are used to, respectively, compute optimal delay embedding di...