The concepts of symmetric and asymmetric peaks in Dyck paths were introduced by Flórez and Ramírez, who counted the total number of such peaks over all Dyck paths of a given length. Elizalde generalized their results by giving multivariate generating functions that keep track of the number of symmetric peaks and the number of asymmetric peaks. Elizalde also considered the analogous notion of symmetric valleys by a continued fraction method. In this paper, mainly by bijective methods, we devote to enumerating the statistics "symmetric peaks", "asymmetric peaks", "symmetric valleys" and "asymmetric valleys" of weight $k+1$ over all (partial) Dyck paths of a given length. Our results refine some consequences of Flórez and Ramírez, and Elizalde.