P. Julian et al., CANONICAL PIECEWISE-LINEAR APPROXIMATION OF SMOOTH FUNCTIONS, IEEE transactions on circuits and systems. 1, Fundamental theory andapplications, 45(5), 1998, pp. 567-571
This paper deals with the approximation of smooth functions using cano
nical piecewise-linear functions. The developing of tools in the field
of analysis and control of nonlinear systems based on this kind of fu
nctions, as well as its efficiency in the representation of electronic
devices, motivates the development of useful methods to obtain accura
te approximations. A recursive method is proposed to obtain simultaneo
usly all the parameters required and its convergence is studied. In ad
dition, an iterative method to introduce new partitions on the domain,
when the error obtained is not satisfactory, is described. This metho
d takes advantage of the partitions already found to reduce the total
number of parameters that the algorithm has to handle.