where ∇ k is the del operator in reciprocal space. The last step follows from using the chain rule for a total derivative for a quantity with indirect dependencies, because the direct result of the force is the change in k (t) given above, which indirectly results in a change in E (k)= ħ ω(k). Combining these two equations yields