Simultaneous Map Building and Localization

This chapter attempts to combine our earlier results to develop a unified framework for navigation. Unfortunately, combining the capabilities of localization and map building described earlier is not as straightforward as one might hope; a number of complicating research issues enter the picture, which will be described below. While these issues are important regardless of the sensing modality employed, for our purpose here we shall maintain our exclusive focus on sonar.