Commodity-based approaches are more suitable since the amount of commodities is converted to truck trips and become easier to integrate the empty trips into the modeling framework. Holguin-Veras and Patil [3] is, for example, a commodity-based OD synthesis model including empty trips when estimating freight OD matrices from the observed link volumes.