An introduction to the journal is presented which discusses various reports within the issue on topics including algorithm for determining the alignment between Doppler sonar velocity sensors and attitude sensors for underwater robots, calibration problem for underwater robots, and multi-modal sensor calibration using a gradient orientation measure.