The invention relates to a no-gyro 
satellite gesture determination method based on 
tensor product multi-
cell robust heavy 
hydrogen (H2) filtering, and belongs to the technical field of aircrafts. As for the nonlinear characteristics of 
satellite gesture dynamic equations and kinematical equations, the no-gyro 
satellite gesture determination method based on the 
tensor product multi-
cell robust H2 filtering provides the multi-
cell robust H2 filtering based on 
tensor product conversion to transform a 
nonlinear filtering problem into a linear filtering problem. The no-gyro satellite gesture determination method based on the tensor product multi-cell robust H2 filtering includes the steps of first establishing a state equation and a 
star sensor measurement equation of a gesture determination 
system and transforming a 
nonlinear system into a linear variable 
parameter error system by utilizing Jacobian 
linearization, then establishing linear parameter varying (LPV) 
system multi-
cell model description according to tensor 
product model transformation and acquiring state 
estimation correction amount of the gesture determination system through combining with the robust H2 filtering, and last correcting gesture single-step pre-measurement acquired through a 
extended Kalman filter (EKF) method by utilizing the 
estimation correction amount to obtain a gesture 
estimation value. Accordingly, real-time updated filtering 
gain in the EKF method is avoid, and filtering calculated amount is reduced greatly.