# Combining convolution operations

In the case of convolution, the interesting thing is that the convolution product is associative. So that if you apply two kernels consecutively $$K_2 * (K_1*X)$$ it is equivalent to $$(K_2 * K_1)*X$$ so that you can calculate the combined operation $$K_1 * K_2$$ as a unique kernel easily.