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I. Introduction II. Motivation III. Model IV. Results V. Summary
Extremal dynamics on dynamically changing networks with power-law weights I. Introduction II. Motivation III. Model IV. Results V. Summary Sungmin Lee, Yup Kim Kyung Hee Univ. 이 연구는 학술진흥재단 기초과학 연구지원사업 (KRF C00185)의 지원을 받아 수행되었습니다.
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I. Introduction The "punctuated equilibrium" theory
Instead of a slow, continuous movement, evolution tends to be characterized by long periods of virtual standstill ("equilibrium"), "punctuated" by episodes of very fast development of new forms S.J.Gould (1972) Self-organized critical steady state
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The Bak-Sneppen evolution model
P.Bak and K.sneppen PRL 71,4083 (1993) Fitness - An entire species is represented by a single fitness - The ability of species to survive - The fitness of each species is affected by other species to which it is coupled in the ecosystem. Lowest fitness PBC 0.2 0.3 0.15 0.4 0.45 0.7 0.9 0.35 0.1 0.55 0.75 0.5 0.8 0.65 0.6 0.25 At each time step, the ecology is updated by (i) locating the site with the lowest fitness and mutating it by assigning a new random number to that site, and (ii) changing the landscapes of the two neighbors by assigning new random numbers to those sites 0.2 0.3 0.15 0.4 0.45 0.7 0.9 0.95 0.47 0.22 0.75 0.5 0.8 0.65 0.6 0.25 New lowest fitness Snapshot of the stationary state M.Paczuski, S.Maslov, P.Bak PRE 53,414 (1996)
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Gap, Critical fitness and avalanche
: The lowest fitness at step s Avalanche - subsequent sequences of mutations through fitness below a certain threshold Distribution of avalanche sizes in the critical state 1d 2d 1.07(1) 1.245(10)
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Summary of previous work
◆ Mean Field ◆ Random Network ◆ Scale-free Network
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II. Motivation (1) Study for a characteristic
of evolution when the influence strength or interacting structures of biospecies are dynamically changed with power-law weights. (2) Are the structures changed dynamically with power-law weights still Scale-free network in steady state?
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III. Models lowest fitness remove links Choose update size
0.2 0.3 0.11 0.4 0.45 0.7 0.9 0.01 0.1 0.55 0.75 0.5 remove links 0.2 0.3 0.11 0.4 0.45 0.7 0.9 0.01 0.1 0.55 0.75 0.5 Choose update size (number of links) from 0.2 0.3 0.11 0.4 0.15 0.47 0.29 0.21 0.8 0.51 0.28 0.5 reassign new links and new fitness - 1d lattice with N sites (PBC) - A random fitness equally distributed between 0 and 1, is assigned to each site. - At each time step, the ecology is updated by (i) locating the site i with the lowest fitness (ii) removing its links (ii) choosing the update size from power-law distritubion (iii) connecting the site i with sites within the update size (iv) reassign new random numbers to those sites and i.
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IV. Results
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V. Summary ◆ We study punctuated equilibrium
properties of Bak-Sneppen (BS) model on two different one dimensional geometric structures, regular lattice and random network. ◆ We measure the critical fitness and avalanche size distribution.
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