On the Markov property of quantised state measurement sequences

Authors
Citation
J. Lunze, On the Markov property of quantised state measurement sequences, AUTOMATICA, 34(11), 1998, pp. 1439-1444
Citations number
15
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
AUTOMATICA
ISSN journal
00051098 → ACNP
Volume
34
Issue
11
Year of publication
1998
Pages
1439 - 1444
Database
ISI
SICI code
0005-1098(199811)34:11<1439:OTMPOQ>2.0.ZU;2-0
Abstract
This paper is concerned with the representation of stable autonomous discre te-time systems with quantised state measurements. It is assumed that the s tate space R" is partitioned into disjoint regions 2(x) which are enumerate d. Only the number z(k) of the region 2(x) to which the state x(k) belongs can be measured. As a consequence, the initial state x(0) is an element of R" is unknown and assumed to be uniformly distributed over the set 2(x)(z(0 )) associated with the measurement z(0). The paper shows that the measureme nt sequence z(k) (k = 0, 1, ...) is, in general, not a Markov chain. Hence, the sequence of probability distributions cannot be represented exactly by a stochastic automaton whose state set equals the set of measurement symbo ls. (C) 1998 Elsevier Science Ltd. All rights reserved.