Active Physics & Astronomy Mathematics & Statistics

Self-organized criticality and asymptotic freedom in random forests

In plain English

AI plain-English summary

A single mathematical model predicts that branched polymers cannot form a gel in two dimensions, but can in three—a finding that mirrors unsolved problems in quantum field theory. This matters because the gelation transition—the process by which a liquid sets into a solid gel—is poorly understood at a fundamental level. Current mathematical models cannot fully explain why gels form in some conditions but not others, or why the transition behaves differently in different spatial dimensions. The research addresses this gap by treating branched polymers as a concrete testing ground for mathematical tools originally developed for quantum field theory. The project is curiosity-driven fundamental science with no immediate practical application. It aims to develop rigorous mathematical methods for understanding self-organised criticality and asymptotic freedom in polymer systems. If successful, these tools could later be applied to coagulation-fragmentation dynamics in probability theory and theoretical computer science. Past fundamental work on phase transitions and critical phenomena has unexpectedly enabled advances in materials science and network theory, and similar cross-pollination may emerge from this line of inquiry.

View original technical description
Polymers are assemblies of large numbers of molecules linked together by chemical bonds. From a theoretical perspective it is natural to ask if the properties of systems of polymers can be predicted from first principles. That is, if you are told the properties of the molecules, can you deduce the properties of the polymers the molecules can form? Solving this problem with full physical fidelity is extremely difficult. Fortunately, for many important questions, simplified mathematical models produce meaningful and practically useful answers. One type of question that can be asked about polymers concerns the existence of a gelation transition. This transition is familiar from everyday life: when preparing a gelatine dessert, hot water is combined with a concentrated form of gelatine. The result is a liquid that, once cooled, sets into a firm gel. Physically, at high temperatures there are few chemical bonds, and as a result, the molecules form only small polymers that disperse throughout the water. At low temperatures chemical bonds form more readily, and a dense network of them produce a global structure: the gel. This proposal is about a model for the gelation transition of branched polymers, which occur when the molecular structure prevents chemical bonds from forming cycles. The constraint defining branched polymers leads to many fascinating connections. Namely, questions about branched polymers can be reformulated into questions about a mathematically well-formulated quantum field theory. Quantum field theory is a notoriously challenging subject from the mathematical point of view. Recently, however, it has been realised that it is possible to utilise the field theory perspective to show that branched polymers cannot form a very thin layer of gel: there is no gelation transition in two dimensions. There is, however, a gelation transition in three dimensions! Many questions about branched polymers remain unanswered, closely mirroring our mathematically incomplete understanding of quantum field theory. The first goal of this proposal is to develop our understanding of the absence of a gelation transition in two dimensions. This is known as asymptotic freedom, an important feature of our most fundamental physical theories. A thorough mathematical understanding is lacking, and this proposal will make progress by developing our understanding in the branched polymer context. The second goal of this proposal is to understand the fact that branched polymers exhibit self-organised criticality when a gelation transition does occur. While this is understood in specific contexts from a probabilistic point of view, it is not understood from the field theory perspective. The study of branched polymers is rich as it lies at the crossroads of many mathematical subjects, and hence branched polymers provide a concrete setting in which to develop tools of much wider applicability. In particular, this proposal will develop methods for studying coagulation-fragmentation dynamics as well as rigorous renormalisation group methods. These are topics of broad theoretical and applied interest, and it is expected that their development will lead to future applications in probability theory and theoretical computer science.

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Researchers

Tyler Helmuth (Principal Investigator)

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Original classification

Research and Innovation

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