Optimization of multi-type traffic sensor locations for estimation of multi-period origin-destination demands with covariance effects

•Incorporate multi-period covariances of OD flows to reflect joint travel behaviors.•Estimate multi-period OD flows in accounting for carryover effects of congestion.•Allocate heterogeneous traffic sensors simultaneously.•Examine the trade-off between diverse traffic sensor types.