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Given the small number, these participants were excluded from the multinomial models of patterns of IPV but were included in all other analyses.
Later research has managed to create convincing models of patterns as diverse as zebra stripes, giraffe blotches, jaguar spots (medium-dark patches surrounded by dark broken rings) and ladybird shell patterns (different geometrical layouts of spots and stripes, see illustrations).
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But how does one interpret the "theoretical" aspects of developmental biology (e.g., positional information models of pattern formation) and the utilization of theories from other domains (e.g., biochemistry)?
In this latter role, it also has a number of benefits over the traditional reaction diffusion/Ginzburg Landau continuum PDE models of pattern formation, which yield true moving interfaces only as singular limits.
This working of the selecting parameter σj resembles the competition mechanisms in synergetics models of pattern recognition [41], [42].
The field needs specialized databases on regeneration, linking experiments to resultant morphologies, which can then be mined to extract relevant models of pattern formation.
Our methodology provides a comprehensive framework for testing quantitative models of patterning, growth and morphogenetic mechanisms in Tribolium and other arthropod species.
The development of computational approaches that help scientists identify constructive models of pattern regulation is held back by the lack of both flexible morphological representations and a repository for the experimental procedures and their results (altered pattern formation).
We are currently working on the development of artificial intelligence-based tools to assist scientists in deriving functional models of pattern formation from the presented database of knowledge in this field.
Already the data on just worm regeneration are so complex and plentiful that scientists are finding it very difficult to propose algorithmic, constructive models of pattern regulation that exhibit morphogenetic properties consistent with functional data.
In aggregate, this could enable researchers to develop data sets that allow mapping and modeling of patterns of exposures across communities.
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