Pattern Oriented Modeling
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Pattern Oriented Modeling
Pattern-oriented modeling (POM) is an approach to bottom-up complex systems Systems analysis, analysis that was developed to Systems modeling, model complex ecological and agent-based model, agent-based systems. A goal of POM is to make ecological modeling more rigorous and comprehensive.Grimm, V.; Railsback S.F. (2005), ''Individual-based Modeling and Ecology'', Princeton University Press. A traditional ecosystem model attempts to approximate the real system as closely as possible. POM proponents posit that an ecosystem is so information-rich that an ecosystem model will inevitably either leave out relevant information or become over-parameterized and lose predictive power.Grimm, V.; Revilla, E.; Berger, U.; Jeltsch, F.; Mooij, W.M.; Railsback, S.F.; Thulke, H.H.; Weiner, J. Wiegand, T.; DeAngelis D.L. (2005), "Pattern-oriented modeling of agent-based complex systems: lessons from ecology", ''Science (journal), Science'', 310: 987-991 Through a focus on only the relevant patterns i ...
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Complex Systems
A complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth's global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe. Complex systems are systems whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are "complex" have distinct properties that arise from these relationships, such as nonlinearity, emergence, spontaneous order, adaptation, and feedback loops, among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it ...
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