Modular Interdependency in Complex Dynamical Systems

Herbert A. Simon's characterization of modularity in dynamical systems describes subsystems as having dynamics that are approximately independent of those of other subsystems (in the short term). This fits with the general intuition that modules must, by definition, be approximately independent. In the evolution of complex systems, such modularity may enable subsystems to be modified and adapted independently of other subsystems, whereas in a nonmodular system, modifications to one part of the system may result in deleterious side effects elsewhere in the system. But this notion of modularity and its effect on evolvability is not well quantified and is rather simplistic. In particular, modularity need not imply that intermodule dependences are weak or unimportant. In dynamical systems this is acknowledged by Simon's suggestion that, in the long term, the dynamical behaviors of subsystems do interact with one another, albeit in an aggregate mannerbut this kind of intermodule interaction is omitted in models of modularity for evolvability. In this brief discussion we seek to unify notions of modularity in dynamical systems with notions of how modularity affects evolvability. This leads to a quantifiable measure of modularity and a different understanding of its effect on evolvability.

[1]  J. Pollack,et al.  A computational model of symbiotic composition in evolutionary transitions. , 2003, Bio Systems.

[2]  B PollackJordan,et al.  Modular Interdependency in Complex Dynamical Systems , 2005 .

[3]  C. Darwin The Origin of Species by Means of Natural Selection, Or, The Preservation of Favoured Races in the Struggle for Life , 1859 .

[4]  J. Hopfield,et al.  From molecular to modular cell biology , 1999, Nature.

[5]  Stuart A. Kauffman,et al.  ORIGINS OF ORDER , 2019, Origins of Order.

[6]  J. Pollack,et al.  Hierarchically consistent test problems for genetic algorithms , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[7]  Herbert A. Simon,et al.  The Sciences of the Artificial , 1970 .

[8]  J. Pollack,et al.  Compositional evolution: interdisciplinary investigations in evolvability, modularity, and symbiosis , 2002 .

[9]  A. Barabasi,et al.  Hierarchical Organization of Modularity in Metabolic Networks , 2002, Science.

[10]  R. Michod Darwinian Dynamics: Evolutionary Transitions in Fitness and Individuality , 1999 .

[11]  P. Raven,et al.  ORIGIN OF EUKARYOTIC CELLS , 1971 .

[12]  Dirk Thierens,et al.  Hierarchical Genetic Algorithms , 2004, PPSN.

[13]  W. Doolittle,et al.  Uprooting the tree of life. , 2000, Scientific American.

[14]  Eörs Szathmáry,et al.  The Major Transitions in Evolution , 1997 .

[15]  Jordan B. Pollack,et al.  Modeling Building-Block Interdependency , 1998, PPSN.

[16]  A. Gray,et al.  I. THE ORIGIN OF SPECIES BY MEANS OF NATURAL SELECTION , 1963 .