“…In the context of backward error analysis, the defect measures the discrepancy between the differential equation satisfied by the numerical solution and the original equation [26]. Defect based error estimates have been utilized widely in the development of time-adaptive methods for ordinary differential equations (ODEs) [12,21] and PDEs [3,4,6], but, to the best of our knowledge, these have not been employed for the estimation of optimal parameters. Unlike adaptive techniques for choosing time-steps, where the local error can be assumed to decrease monotonically with the time-step, in the proposed approach an optimization problem needs to be solved for finding the values of the parameters.…”