Controlling chaos is a new research field focusing on the application to nonlinear science in engineering. This paper begins with surveying various strategies of controlling chaos of mechanical systems. Then, it presents key problems in experiments and outlines successful paradigms. The paper finally addresses a number of open problems in the field.