The present disclosure describes a chuck-based device and a method for cleaning a semiconductor manufacturing system. The semiconductor manufacturing system can include a chamber with the chuck-based device configured to clean the chamber, a loading port coupled to the chamber and configured to hold one or more wafer storage devices, and a control device configured to control a translational displacement and a rotation of the chuck-based device. The chuck-based device can include a based stage, one or more supporting rods disposed at the base stage and configured to be vertically extendable or retractable, and a padding film disposed on the one or more supporting rods.