However, the correlation effect over time in SUR model is not taken into account. In a standard linear model, we often assume the error terms are identically independent distributed.

This article adopts Seemingly Unrelated Regression (SUR) to improve the model, to consider the cross-correlation of the FX rate of different currencies under the same term.