I. Introduction
An intelligent wheelchair that navigates safely through the environment without requiring constant control from its human driver can reduce driving-stress and increase mobility of a disabled person [1], [2]. The ability of the wheelchair to gracefully perform common navigation tasks such as going through a door, going up and down ramps, and turning sharp corners is an important factor in ensuring the comfort of the human driver.