An algorithm for engineering regime shifts in one-dimensional dynamical systems
Regime shifts are discontinuous transitions between stable attractors hosting a system. They can occur as a result of a loss of stability in an attractor as a bifurcation is approached. In this work, we consider one-dimensional dynamical systems where attractors are stable equilibrium points. Relyin...
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sg-ntu-dr.10356-1412042020-06-05T01:54:53Z An algorithm for engineering regime shifts in one-dimensional dynamical systems Tan, James Peng Lung Interdisciplinary Graduate School (IGS) Complexity Institute Science::Biological sciences Discontinuous Phase Transitions Regime Shifts Regime shifts are discontinuous transitions between stable attractors hosting a system. They can occur as a result of a loss of stability in an attractor as a bifurcation is approached. In this work, we consider one-dimensional dynamical systems where attractors are stable equilibrium points. Relying on critical slowing down signals related to the stability of an equilibrium point, we present an algorithm for engineering regime shifts such that a system may escape an undesirable attractor into a desirable one. We test the algorithm on synthetic data from a one-dimensional dynamical system with a multitude of stable equilibrium points and also on a model of the population dynamics of spruce budworms in a forest. The algorithm and other ideas discussed here contribute to an important part of the literature on exercising greater control over the sometimes unpredictable nature of nonlinear systems. 2020-06-05T01:54:52Z 2020-06-05T01:54:52Z 2017 Journal Article Tan, J. P. L. (2018). An algorithm for engineering regime shifts in one-dimensional dynamical systems. Physica A, 490, 721-731. doi:10.1016/j.physa.2017.08.140 0378-4371 https://hdl.handle.net/10356/141204 10.1016/j.physa.2017.08.140 2-s2.0-85029007912 490 721 731 en Physica A:Statistical Mechanics and its Applications © 2017 Elsevier B.V. All rights reserved. |
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Science::Biological sciences Discontinuous Phase Transitions Regime Shifts Tan, James Peng Lung An algorithm for engineering regime shifts in one-dimensional dynamical systems |
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Regime shifts are discontinuous transitions between stable attractors hosting a system. They can occur as a result of a loss of stability in an attractor as a bifurcation is approached. In this work, we consider one-dimensional dynamical systems where attractors are stable equilibrium points. Relying on critical slowing down signals related to the stability of an equilibrium point, we present an algorithm for engineering regime shifts such that a system may escape an undesirable attractor into a desirable one. We test the algorithm on synthetic data from a one-dimensional dynamical system with a multitude of stable equilibrium points and also on a model of the population dynamics of spruce budworms in a forest. The algorithm and other ideas discussed here contribute to an important part of the literature on exercising greater control over the sometimes unpredictable nature of nonlinear systems. |
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Interdisciplinary Graduate School (IGS) |
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Interdisciplinary Graduate School (IGS) Tan, James Peng Lung |
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Article |
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Tan, James Peng Lung |
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Tan, James Peng Lung |
title |
An algorithm for engineering regime shifts in one-dimensional dynamical systems |
title_short |
An algorithm for engineering regime shifts in one-dimensional dynamical systems |
title_full |
An algorithm for engineering regime shifts in one-dimensional dynamical systems |
title_fullStr |
An algorithm for engineering regime shifts in one-dimensional dynamical systems |
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An algorithm for engineering regime shifts in one-dimensional dynamical systems |
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algorithm for engineering regime shifts in one-dimensional dynamical systems |
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2020 |
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https://hdl.handle.net/10356/141204 |
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1681058193010065408 |