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Construction of algorithms for discrete-time quasi-birth-and-death processes through physical interpretation

journal contribution
posted on 2023-05-20, 13:27 authored by Samuelson, A, Malgorzata O'ReillyMalgorzata O'Reilly, Bean, NG
<p>We apply physical interpretations to construct algorithms for the key matrix <strong>G</strong> of discrete-time quasi-birth-and-death (dtQBD) processes which records the probability of the process reaching level (n-1) for the first time given the process starts in level n. The construction of <strong>G</strong> and its <i>z</i>-transform ��(��) was motivated by the work on stochastic fluid models (SFMs). In this methodology, we first write a summation expression for ��(��) by considering a physical interpretation similar to that of an algorithm. Next, we construct the corresponding iterative scheme, and prove its convergence to ��(��).</p> <p>We construct in detail two algorithms for G(��) one of which we show is Newton's Method. We then generate a comprehensive set of algorithms, an additional one of which is quadratically convergent and has not been seen in the literature before. Using symmetry arguments, we generate analogous algorithms for ��(��) and again find that two are quadratically convergent. One of these can be seen to be equivalent to applying Newton's Method to evaluate ��(��) and the other is again novel.</p>

Funding

Australian Research Council

History

Publication title

Stochastic Models

Pagination

1-30

ISSN

1532-6349

Department/School

College Office - College of Sciences and Engineering

Publisher

Marcel Dekker Inc

Place of publication

270 Madison Ave, New York, USA, Ny, 10016

Rights statement

Copyright 2020 Taylor & Francis Group, LLC

Socio-economic Objectives

Expanding knowledge in the mathematical sciences

Repository Status

  • Restricted

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