The purpose of this paper is to consider goodness-of-fit statistics for the case that the underlying distribution is previously known to be symmetric about zero or unknown location parameter and derive the asymptotic distributions of these statistics. In addition to this, a statistic for testing normality is introduced and Monte-Carlo study of power comparisons is performed.