Evolution of evolvability via adaptation of mutation rates

被引:48
作者
Bedau, MA
Packard, NH
机构
[1] Reed Coll, Portland, OR 97202 USA
[2] Predict Co, Santa Fe, NM 87501 USA
关键词
evolvability; mutation rate; diversity; phases of evolution; genetic order; genetic disorder;
D O I
10.1016/S0303-2647(02)00137-5
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We examine a simple form of the evolution of evolvability-the evolution of mutation rates-in a simple model system. The system is composed of many agents moving, reproducing, and dying in a two-dimensional resource-limited world. We first examine various macroscopic quantities (three types of genetic diversity, a measure of population fitness, and a measure of evolutionary activity) as a function of fixed mutation rates. The results suggest that (i) mutation rate is a control parameter that governs a transition between two qualitatively different phases of evolution, an ordered phase characterized by punctuated equilibria of diversity, and a disordered phase of characterized by noisy fluctuations around an equilibrium diversity, and (ii) the ability of evolution to create adaptive structure is maximized when the mutation rate is just below the transition between these two phases of evolution. We hypothesize that this transition occurs when the demands for evolutionary memory and evolutionary novelty are typically balanced. We next allow the mutation rate itself to evolve, and we observe that evolving mutation rates adapt to values at this transition. Furthermore, the mutation rates adapt up (or down) as the evolutionary demands for novelty (or memory) increase, thus supporting the balance hypothesis. (C) 2002 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:143 / 162
页数:20
相关论文
共 43 条
[1]  
Altenberg L., 1995, Evolution and Biocomputation. Computational Models of Evolution, P205
[2]  
[Anonymous], 1992, Artificial Life II
[3]  
[Anonymous], 1989, Artificial life
[4]  
BACH T, 1992, PRACTICE AUTONOMOUS, P263
[5]  
Bedau M. A., 1995, Evolution and Biocomputation. Computational Models of Evolution, P53
[6]   Open problems in artificial life [J].
Bedau, MA ;
McCaskill, JS ;
Packard, NH ;
Rasmussen, S ;
Adami, C ;
Green, DG ;
Ikegami, T ;
Kaneko, K ;
Ray, TS .
ARTIFICIAL LIFE, 2000, 6 (04) :363-376
[7]  
Bedau MA, 1997, FROM ANIM ANIMAT, P125
[8]  
Bedau MA, 1998, FROM ANIM ANIMAT, P228
[9]  
BEDAU MA, 1994, ARTIF LIFE, V4, P258
[10]   NATURAL-SELECTION AND THE EVOLUTION OF NEUTRALISM [J].
CONRAD, M .
BIOSYSTEMS, 1982, 15 (01) :83-85