I know that for a function $f$ to be differentiable at $a$, the following equality must hold. $$f'(a)=\lim_{x\to a}{\frac{f(x)-f(a)}{x-a}}$$
I also know that the left hand limit differs from the right hand limit at a corner of an absolute value function, so the function is not differentiable at that corner.
I have a question about tropical curves, or for the sake of this question, tropical polynomials.
When plotted, tropical polynomials appear as a piece-wise tropical sum of monomial terms.
More formally, I read here with the emphasis mine:
A tropical polynomial is a piecewise linear function of the form
$$T(x,y) = \max_{(i,j)}[{x i + y j + ci,j}] $$ where the calculation is with the usual arithmetic operations and the maximum is taken over a finite subset of $Z^2$ of exponents of $T$ and $c_{i,j}$ are the real number coefficients of $T$. A tropical polynomial $T$ defines a tropical curve, which is the set of points $(x,y)$ where $T(x,y)$ is not differentiable. Here are some tropical curves.
Clearly, looking at these tropical curve plots, the limit definition of a derivative must apply (not at corners). Why are tropical curves the set of points $(x,y)$ where $T(x,y)$ is not differentiable if they look like these curves? What am I missing here? One thought is that I am misunderstanding the tropical curve definition. I couldn't find anything on the subject, so my question is are tropical polynomials differentiable?
Second, if they are differentiable, how do you differentiate a tropical polynomial? Are their derivatives analogous to their non tropicalized counterparts just with piece wise restrictions (ie: power rule)?
An example of a tropical polynomial $P$ is given by: $$P(x) = “a\otimes x^3 \oplus b \otimes x^2 \oplus c \otimes x \oplus d"$$ is just a piece wise version of the lines $y=3x+a$, $y=2x+b$, $y=x+c$ and $y=d$ according to Wolfram Demonstrations. All of these lines have derivatives.
Thank you in advance.
