I. Introduction
Analog circuit design automation attracts more and more research interests over the past decades. Generally, the analog circuit design automation consists of two major components, i.e., topology selection and device sizing. We focus on the device sizing problem in this paper. Due to the serve process variations and more and more complicated device structures, the device sizing problem becomes more and more complicated.