Matrix geometric approach for random walks: Stability condition and equilibrium distribution

被引:8
作者
Kapodistria, Stella [1 ]
Palmowski, Zbigniew [2 ]
机构
[1] Eindhoven Univ Technol, Dept Math & Comp Sci, POB 513, NL-5600 MB Eindhoven, Netherlands
[2] Wroclaw Univ Sci & Technol, Fac Pure & Appl Math, Wroclaw, Poland
关键词
Boundary value problem method; compensation approach; equilibrium distribution; matrix geometric approach; random walks; spectrum; stability condition; QBD PROCESS; QUEUES; DECAY; TAIL;
D O I
10.1080/15326349.2017.1359096
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, we analyze a sub-class of two-dimensional homogeneous nearest neighbor (simple) random walk restricted on the lattice using the matrix geometric approach. In particular, we first present an alternative approach for the calculation of the stability condition, extending the result of Neuts drift conditions([30]) and connecting it with the result of Fayolle etal. which is based on Lyapunov functions.([13]) Furthermore, we consider the sub-class of random walks with equilibrium distributions given as series of product forms and, for this class of random walks, we calculate the eigenvalues and the corresponding eigenvectors of the infinite matrix R appearing in the matrix geometric approach. This result is obtained by connecting and extending three existing approaches available for such an analysis: the matrix geometric approach, the compensation approach and the boundary value problem method. In this paper, we also present the spectral properties of the infinite matrix R.
引用
收藏
页码:572 / 597
页数:26
相关论文
共 35 条
[1]  
Adan I., 1991, THESIS
[2]   A COMPENSATION APPROACH FOR 2-DIMENSIONAL MARKOV-PROCESSES [J].
ADAN, IJBF ;
WESSELS, J ;
ZIJM, WHM .
ADVANCES IN APPLIED PROBABILITY, 1993, 25 (04) :783-817
[3]   Queueing models with multiple waiting lines [J].
Adan, IJBF ;
Boxma, OJ ;
Resing, JAC .
QUEUEING SYSTEMS, 2001, 37 (1-3) :65-98
[4]   The shorter queue polling model [J].
Adan, Ivo J. B. F. ;
Boxma, Onno J. ;
Kapodistria, Stella ;
Kulkarni, Vidyadhar G. .
ANNALS OF OPERATIONS RESEARCH, 2016, 241 (1-2) :167-200
[5]   Erlang arrivals joining the shorter queue [J].
Adan, Ivo J. B. F. ;
Kapodistria, Stella ;
van Leeuwaarden, Johan S. H. .
QUEUEING SYSTEMS, 2013, 74 (2-3) :273-302
[6]  
[Anonymous], 2001, Applied Analysis
[7]  
[Anonymous], 1962, SPECTRAL THEORY
[8]  
[Anonymous], 1999, Introduction to matrix analytic methods in stochastic modeling, DOI DOI 10.1137/1.9780898719734
[9]  
Chen Y., 2016, THESIS
[10]   Invariant measures and error bounds for random walks in the quarter-plane based on sums of geometric terms [J].
Chen, Yanting ;
Boucherie, Richard J. ;
Goseling, Jasper .
QUEUEING SYSTEMS, 2016, 84 (1-2) :21-48