A Second Law for Open Markov Processes

被引:3
作者
Pollard, Blake S. [1 ]
机构
[1] Univ Calif Riverside, Dept Phys & Astron, Riverside, CA 92521 USA
关键词
Entropy; relative entropy; composition; Markov process; ENTROPY;
D O I
10.1142/S1230161216500062
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we define the notion of an open Markov process. An open Markov process is a generalization of an ordinary Markov process in which populations are allowed to flow in and out of the system at certain boundary states. We show that the rate of change of relative entropy in an open Markov process is less than or equal to the flow of relative entropy through its boundary states. This can be viewed as a generalization of the Second Law for open Markov processes. In the case of a Markov process whose equilibrium obeys detailed balance, this inequality puts an upper bound on the rate of change of the free energy for any non-equilibrium distribution.
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页数:11
相关论文
共 12 条
  • [1] Alberti P., 1982, Stochasticity and partial order
  • [2] [Anonymous], 2011, Reversibility and stochastic networks
  • [3] Cohen J., 1993, Contemp. Math., V149, P251
  • [4] RELATIVE ENTROPY UNDER MAPPINGS BY STOCHASTIC MATRICES
    COHEN, JE
    IWASA, Y
    RAUTU, G
    RUSKAI, MB
    SENETA, E
    ZBAGANU, G
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 1993, 179 : 211 - 235
  • [5] Cover Thomas M., 1994, PHYS ORIGINS TIME AS, P98
  • [6] Csiszar I., 1964, Publ. Math. Inst. Hungar. Acad., V8, P85
  • [7] Dupuis P., 2012, PREPRINT
  • [8] Entropy: The Markov Ordering Approach
    Gorban, Alexander N.
    Gorban, Pavel A.
    Judge, George
    [J]. ENTROPY, 2010, 12 (05) : 1145 - 1193
  • [9] ON INFORMATION AND SUFFICIENCY
    KULLBACK, S
    LEIBLER, RA
    [J]. ANNALS OF MATHEMATICAL STATISTICS, 1951, 22 (01): : 79 - 86
  • [10] Data Processing Theorems and the Second Law of Thermodynamics
    Merhav, Neri
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (08) : 4926 - 4939