This paper describes the application of the Least Mean Square (LMS) algorit
hm in tandem with the Filtered-X Least Mean Square algorithm for controllin
g a science instrument's line-of-sight pointing. Pointing error is caused b
y a periodic disturbance and spacecraft vibration. A least mean square algo
rithm is used on-orbit to produce the transfer function between the instrum
ent's servo-mechanism and error sensor. The result is a set of adaptive tra
nsversal filter weights tuned to the transfer function. The Filtered-X LMS
algorithm, which is an extension of the LMS, tunes a set of transversal fil
ter weights to the transfer function between the disturbance source and the
servo-mechanism's actuation signal. The servo-mechanism's resulting actuat
ion counters the disturbance response and thus maintains accurate science i
nstrumental pointing. A simulation model of the Upper Atmosphere Research S
atellite is used to demonstrate the algorithms.