Novel approach to human walking speed enhancement based on drift estimation.

•We propose the approach to enhancement human walking speed estimation.•Our approach based on the idea of drift cancellation from estimated human walking speed.•The proposed method to drift cancellation based on piecewise polynomial modeling of the drift.•We compare our method with the ZUPT-based approach and with ground truth.•The proposed approach can mitigate the drift from the estimated human walking speed.