This paper proposes an empirical data driven model in which past measurement data and current incomplete measurement data are used to estimate sail membrane dynamics and the confidence intervals of the estimated dynamics are obtained via a bootstrap method. Further, the applicability of the proposed empirical data driven model is evaluated via numerical and vacuum chamber experiments.