In this paper we develop and improve some piecewise-linear approximations of nonlinear cellular growth using orthonormal canonical piecewise linear functions. The work is with the mammalian cells BHK (baby hamster kidney) in bioreactor in batch and continuous mode operation. Preliminary results based on experimental validation show that this piecewise linear approximation is well suited for modeling such nonlinear dynamics.