Stochastic travel demand estimation: Improving network identifiability using multi-day observation sets

•We address identifiability issue in a stochastic O-D estimation problem with multiple observations data sets.•We develop a flexible model to integrate heterogeneous sensor data and traffic network topology and operation rules.•Our method improves parameter identifiability and estimation quality.