The Application of Machine-learning Algorithms for On-board Asteroid Shape Model Determination project will develop an innovative system for spacecraft navigation to expand the capability of small spacecraft to meet the critical challenges associated with small-body exploration.

The Markov brain approach will supplant thousands of hours of human effort related to image-intensive optical navigation, stereophotoclinometry shape model generation, and natural-feature tracking terrain-relative navigation for successful operation about an asteroid.