STABILITY OF MARKOVIAN PROCESSES .3. FOSTER-LYAPUNOV CRITERIA FOR CONTINUOUS-TIME PROCESSES

被引:653
作者
MEYN, SP
TWEEDIE, RL
机构
[1] BOND UNIV,GOLD COAST,AUSTRALIA
[2] COLORADO STATE UNIV,DEPT STAT,FT COLLINS,CO 80523
[3] AUSTRALIAN NATL UNIV,CANBERRA,ACT 2600,AUSTRALIA
关键词
FOSTER CRITERION; IRREDUCIBLE MARKOV PROCESSES; STOCHASTIC LYAPUNOV FUNCTIONS; ERGODICITY; EXPONENTIAL ERGODICITY; RECURRENCE; STORAGE MODELS; RISK MODELS; QUEUES; HYPOELLIPTIC DIFFUSION;
D O I
10.2307/1427522
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 Part I we developed stability concepts for discrete chains, together with Foster-Lyapunov criteria for them to hold. Part II was devoted to developing related stability concepts for continuous-time processes. In this paper we develop criteria for these forms of stability for continuous-parameter Markovian processes on general state spaces, based on Foster-Lyapunov inequalities for the extended generator. Such test function criteria are found for non-explosivity, non-evanescence, Harris recurrence, and positive Harris recurrence. These results are proved by systematic application of Dynkin's formula. We also strengthen known ergodic theorems, and especially exponential ergodic results, for continuous-time processes. In particular we are able to show that the test function approach provides a criterion for f-norm convergence, and bounding constants for such convergence in the exponential ergodic case. We apply the criteria to several specific processes, including linear stochastic systems under non-linear feedback, work-modulated queues, general release storage processes and risk processes.
引用
收藏
页码:518 / 548
页数:31
相关论文
共 38 条
[1]  
[Anonymous], 1994, MARKOV CHAINS STOCHA
[2]   MESURE INVARIANTE SUR LES CLASSES RECURRENTES DES PROCESSUS DE MARKOV [J].
AZEMA, J ;
KAPLANDU.M ;
REVUZ, D .
ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE, 1967, 8 (03) :157-&
[3]   STATIONARY DISTRIBUTIONS FOR DAMS WITH ADDITIVE INPUT AND CONTENT-DEPENDENT RELEASE RATE [J].
BROCKWELL, PJ .
ADVANCES IN APPLIED PROBABILITY, 1977, 9 (03) :645-663
[4]   STORAGE PROCESSES WITH GENERAL RELEASE RULE AND ADDITIVE INPUTS [J].
BROCKWELL, PJ ;
RESNICK, SI ;
TWEEDIE, RL .
ADVANCES IN APPLIED PROBABILITY, 1982, 14 (02) :392-433
[5]   WORK-MODULATED QUEUES WITH APPLICATIONS TO STORAGE PROCESSES [J].
BROWNE, S ;
SIGMAN, K .
JOURNAL OF APPLIED PROBABILITY, 1992, 29 (03) :699-712
[7]  
CHEN MF, 1986, JUMP PROCESSES PARTI
[8]  
CINLAR E, 1972, J APPL PROBAB, V9, P472
[9]  
Davis M.H.A., 1993, MARKOV MODELS OPTIMI, V49, DOI DOI 10.1201/9780203748039
[10]  
DAVIS MHA, 1984, J ROY STAT SOC B MET, V46, P353