An algorithm capable of real-time autonomous star recognition from lar
ge star catalogues, with minimal storage requirements, is described. T
he algorithm is based on a locally optimised binary tree-search techni
que that systematically divides the search space until a small set of
stars is left in the identification set. Simulation results are presen
ted to verify that the search algorithm can always identify the correc
t star, even in the presence of bounded measurement noise, not necessa
rily uniquely, but at least to within a small set of possibilities. Im
plementing the algorithm in Matlab on a 486DX25 PC, a search time of l
ess than 100ms for a 20074-entry star catalogue is demonstrated.