“…Inertial sensors, which can be embedded in wearable and portable electronic devices, have been widely used in gait recognition for individual identification [11,12], gait action recognition [13] and gait analysis [14,15,16,17] because they are inexpensive, not limited by environmental conditions, low-power and tiny. Most wearable GA methods only use inertial sensor-based methods [14,15,16,17]. The temporal parameters of inertial sensor-based methods are mainly measured by threshold-based peak detection methods, so generally it is not easy to achieve high detection accuracy because it’s almost impossible to find a fixed threshold adaptable to many kinds of conditions.…”