Orthogonal Representations for Output System Pairs
share
A new class of canonical forms is given proposed in which (A, C) is in Hessenberg observer or Schur form and output normal: I - A^*A =C^*C. Here, C is the d × n measurement matrix and A is the advance matrix. The (C, A) stack is expressed as the product of n orthogonal matrices, each of which depends on d parameters. State updates require only O(nd) operations and derivatives of the system with respect to the parameters are fast and convenient to compute. Restrictions are given such that these models are generically identifiable. Since the observability Grammian is the identity matrix, system identification is better conditioned than other classes of models with fast updates.
READ FULL TEXT