The correct option is (c) \(\frac{u_{i+1,j}-u_{i-1,j}}{2\Delta x}\)
For explanation: The only second-order accurate finite difference approximation of the first derivative is the central difference. For getting the central difference term,
\(u_{i+1,j}=u_{i,j}+(\frac{\partial u}{\partial x})_{i,j}\Delta x+(\frac{\partial ^2 u}{\partial x^2})_{i,j}\frac{(\Delta x)^2}{2}+⋯\)
\(u_{i-1,j}=u_{i,j}-(\frac{\partial u}{\partial x})_{i,j}\Delta x+(\frac{\partial ^2 u}{\partial x^2})_{i,j}\frac{(\Delta x)^2}{2}+⋯\)
To get \((\frac{\partial u}{\partial x})_{i,j^,}\)
\(u_{i+1,j}-u_{i-1,j}=2(\frac{\partial u}{\partial x})_{i,j} \Delta x+⋯\)
\((\frac{\partial u}{\partial x})_{i,j}=\frac{u_{i+1,j}-u_{i-1,j}}{2 \Delta x}\) .