The generation of random numbers in the Monte Carlo solver is controlled by the value of the Random seed. If the check box is cleared, the random number generator is initialized by a number based on the current system time. In this case, two runs produce in general different sets of parameters during operation. If a seed is given, the parameter selection is random during the operation of the solver but produces the same sequence of numbers from one run of the optimization solver to the next.