Amigó José M, Balogh Sámuel G, Hernández Sergio
Centro de Investigación Operativa, Universidad Miguel Hernández, Avda. de la Universidad s/n, 03202 Elche, Spain.
Department of Biological Physics, Eötvös University, H-1117 Budapest, Hungary.
Entropy (Basel). 2018 Oct 23;20(11):813. doi: 10.3390/e20110813.
Entropy appears in many contexts (thermodynamics, statistical mechanics, information theory, measure-preserving dynamical systems, topological dynamics, etc.) as a measure of different properties (energy that cannot produce work, disorder, uncertainty, randomness, complexity, etc.). In this review, we focus on the so-called generalized entropies, which from a mathematical point of view are nonnegative functions defined on probability distributions that satisfy the first three Shannon-Khinchin axioms: continuity, maximality and expansibility. While these three axioms are expected to be satisfied by all macroscopic physical systems, the fourth axiom (separability or strong additivity) is in general violated by non-ergodic systems with long range forces, this having been the main reason for exploring weaker axiomatic settings. Currently, non-additive generalized entropies are being used also to study new phenomena in complex dynamics (multifractality), quantum systems (entanglement), soft sciences, and more. Besides going through the axiomatic framework, we review the characterization of generalized entropies via two scaling exponents introduced by Hanel and Thurner. In turn, the first of these exponents is related to the diffusion scaling exponent of diffusion processes, as we also discuss. Applications are addressed as the description of the main generalized entropies advances.
熵出现在许多背景中(热力学、统计力学、信息论、保测动力系统、拓扑动力学等),作为不同性质(不能产生功的能量、无序、不确定性、随机性、复杂性等)的一种度量。在本综述中,我们关注所谓的广义熵,从数学角度来看,广义熵是定义在满足香农 - 欣钦前三公理(连续性、极大性和扩展性)的概率分布上的非负函数。虽然预计所有宏观物理系统都应满足这三个公理,但具有长程力的非遍历系统通常违反第四个公理(可分性或强可加性),这一直是探索更弱公理设定的主要原因。目前,非加性广义熵也被用于研究复杂动力学(多重分形)、量子系统(纠缠)、软科学等领域的新现象。除了介绍公理框架,我们还将通过哈内尔和图尔纳引入的两个标度指数来综述广义熵的特征。反过来,我们也会讨论其中第一个指数与扩散过程的扩散标度指数的关系。随着对主要广义熵描述的进展,我们还将探讨其应用。