On principles of emergent organization

IF 23.9 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY
Adam Rupe , James P. Crutchfield
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引用次数: 0

Abstract

After more than a century of concerted effort, physics still lacks basic principles of spontaneous self-organization. To appreciate why, we first state the problem, outline historical approaches, and survey the present state of the physics of self-organization. This frames the particular challenges arising from mathematical intractability and the resulting need for computational approaches, as well as those arising from a chronic failure to define structure. Then, an overview of two modern mathematical formulations of organization—intrinsic computation and evolution operators—lays out a way to overcome these challenges. Additionally, we show how intrinsic computation and evolution operators combine to produce a general framework showing physical consistency between emergent behaviors and their underlying physics. This statistical mechanics of emergence provides a theoretical foundation for data-driven approaches to organization necessitated by analytic intractability. Taken all together, the result is a constructive path towards principles of organization that builds on the mathematical identification of structure.

关于新兴组织的原则
经过一个多世纪的共同努力,物理学仍然缺乏自发自组织的基本原理。为了了解原因,我们首先陈述了问题,概述了历史方法,并考察了自组织物理学的现状。我们首先阐述了问题所在,概述了历史研究方法,并考察了自组织物理学的现状,从而确定了因数学难解性而产生的特殊挑战、对计算方法的需求,以及因长期无法定义结构而产生的挑战。然后,我们概述了组织的两种现代数学表述--内在计算和演化算子--为克服这些挑战提供了一种方法。此外,我们还展示了内在计算和演化算子如何结合产生一个通用框架,显示出涌现行为与其基础物理学之间的物理一致性。这种涌现的统计力学为数据驱动的组织方法提供了理论基础,而数据驱动的组织方法又是分析难点所必需的。综上所述,该成果是一条通往组织原则的建设性道路,它建立在结构的数学识别基础之上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Physics Reports
Physics Reports 物理-物理:综合
CiteScore
56.10
自引率
0.70%
发文量
102
审稿时长
9.1 weeks
期刊介绍: Physics Reports keeps the active physicist up-to-date on developments in a wide range of topics by publishing timely reviews which are more extensive than just literature surveys but normally less than a full monograph. Each report deals with one specific subject and is generally published in a separate volume. These reviews are specialist in nature but contain enough introductory material to make the main points intelligible to a non-specialist. The reader will not only be able to distinguish important developments and trends in physics but will also find a sufficient number of references to the original literature.
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