Second-order Upwind Scheme
The spatial accuracy of the first-order upwind scheme can be improved by including 3 data points instead of just 2, which offers a more accurate finite difference stencil for the approximation of spatial derivative. For the second-order upwind scheme, becomes the 3-point backward difference in equation (3) and is defined as
and is the 3-point forward difference, defined as
This scheme is less diffusive compared to the first-order accurate scheme and is called linear upwind differencing (LUD) scheme.
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