The invention relates to the test system and a method thereof and particularly relates to an LSTM-based method for inverse interpretation of independent speaker speech pronunciation. The method is specifically characterized in that (1), firstly, four designated audio signals and synchronized trajectory signals are collected, and data at six points of an upper lip (UL), a lower lip (LL), a lower incisor (LI), a tongue tip (TP), a tongue body (TB), a tongue dorsum (TD) are collected through mounting a sensor; and (2), after the step (1), a nose bridge (RF) is selected as a reference point, and asensor is further placed at the reference point for data collection. The method is advantaged in that firstly, the speech pronunciation trajectory of speakers not appearing in a training set is predicted; secondly, input characteristics are changed, better and more appropriate acoustic characteristics are selected as network input, and RMSE and correlation coefficients are improved; and thirdly,discontinuous and unsmooth characteristics of trajectory collection are overcome.