Information modification and particle collisions in distributed computation

被引:86
作者
Lizier, Joseph T. [1 ,2 ]
Prokopenko, Mikhail [1 ]
Zomaya, Albert Y. [2 ]
机构
[1] CSIRO Informat & Commun Technol Ctr, Epping, NSW 1710, Australia
[2] Univ Sydney, Sch Informat Technol, Sydney, NSW 2006, Australia
关键词
cellular automata; self-organised criticality; CELLULAR-AUTOMATON; COMPLEXITY; NETWORKS; DYNAMICS; RANGE;
D O I
10.1063/1.3486801
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Distributed computation can be described in terms of the fundamental operations of information storage, transfer, and modification. To describe the dynamics of information in computation, we need to quantify these operations on a local scale in space and time. In this paper we extend previous work regarding the local quantification of information storage and transfer, to explore how information modification can be quantified at each spatiotemporal point in a system. We introduce the separable information, a measure which locally identifies information modification events where separate inspection of the sources to a computation is misleading about its outcome. We apply this measure to cellular automata, where it is shown to be the first direct quantitative measure to provide evidence for the long-held conjecture that collisions between emergent particles therein are the dominant information modification events. (C) 2010 American Institute of Physics. [doi:10.1063/1.3486801]
引用
收藏
页数:13
相关论文
共 42 条
[1]  
Adamatzky A., 2002, Collision-based computing
[2]  
[Anonymous], 2002, A New Kind of Science
[3]   Could information theory provide an ecological theory of sensory processing? [J].
Aticky, Joseph J. .
NETWORK-COMPUTATION IN NEURAL SYSTEMS, 2011, 22 (1-4) :4-44
[4]   Thermodynamics and complexity of cellular automata [J].
Badii, R ;
Politi, A .
PHYSICAL REVIEW LETTERS, 1997, 78 (03) :444-447
[5]   Identification of functional information subgraphs in complex networks [J].
Bettencourt, Luis M. A. ;
Gintautas, Vadas ;
Ham, Michael I. .
PHYSICAL REVIEW LETTERS, 2008, 100 (23)
[6]   PARTICLE-LIKE STRUCTURES AND THEIR INTERACTIONS IN SPATIOTEMPORAL PATTERNS GENERATED BY ONE-DIMENSIONAL DETERMINISTIC CELLULAR-AUTOMATON RULES [J].
BOCCARA, N ;
NASSER, J ;
ROGER, M .
PHYSICAL REVIEW A, 1991, 44 (02) :866-875
[7]   Regularities unseen, randomness observed: Levels of entropy convergence [J].
Crutchfield, JP ;
Feldman, DP .
CHAOS, 2003, 13 (01) :25-54
[8]   The topological skeleton of cellular automaton dynamics [J].
Domain, C ;
Gutowitz, H .
PHYSICA D, 1997, 103 (1-4) :155-168
[9]   FULLY 3-DIMENSIONAL COLLISIONS OF BISTABLE LIGHT BULLETS [J].
EDMUNDSON, DE ;
ENNS, RH .
OPTICS LETTERS, 1993, 18 (19) :1609-1611
[10]   The organization of intrinsic computation: Complexity-entropy diagrams and the diversity of natural information processing [J].
Feldman, David P. ;
McTague, Carl S. ;
Crutchfield, James P. .
CHAOS, 2008, 18 (04)