Given an observation vector

, estimate the parameter vector

subject to the known constraint relationship

. The covariance matrix

of the measurement error

and

are known block diagonal matrices. The best linear unbiased estimate of

and its covariance is obtained and compared with a sequential suboptimal estimate.