Given a continuous piecewise linear function from the reals to the reals, can it be expressed as a sum of terms of form $k | ax+b |$ ? [assuming a finite number of pieces]
If some piecewise functions are not so expressible, is there a simple description of the cases where there is such an expression?
Following John's hint:
Let $f(x)=\sum_{i=0}^Nk_i|a_ix+b_i|$
Then on the rightmost piece, the derivative of $f$ is $A=\sum_{i=0}^Nk_ia_i$ while on the leftmost piece it is $-A$. This means we cannot obtain piecewise linear functions which increase at both ends (or decrease at both). I still wonder about if there is a good description of those which can be obtained.