English

Orthogonal Representations for Output System Pairs

Methodology 2019-11-19 v1 Systems and Control Systems and Control Statistics Theory Statistics Theory

Abstract

A new class of canonical forms is given proposed in which (A,C)(A, C) is in Hessenberg observer or Schur form and output normal: IAA=CC\bf{I} - A^*A =C^*C. Here, CC is the d×nd \times n measurement matrix and AA is the advance matrix. The (C,A)(C, A) stack is expressed as the product of nn orthogonal matrices, each of which depends on dd parameters. State updates require only O(nd){\cal 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.

Cite

@article{arxiv.1803.06571,
  title  = {Orthogonal Representations for Output System Pairs},
  author = {Andrew Mullhaupt and Kurt Riedel},
  journal= {arXiv preprint arXiv:1803.06571},
  year   = {2019}
}

Comments

Work done in 200. Minor Revision 2001

R2 v1 2026-06-23T00:56:27.462Z