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Updated: Feb 14, 2026

Measurement of Scattering Nonlinearities from a Single Plasmonic Nanoparticle
Published on: January 3, 2016
Connection between nonlinear energy optimization and instantons
Daniel Lecoanet1, Rich R Kerswell2
1Physics Department, University of California, Berkeley, California 94720, USA; Astronomy Department and Theoretical Astrophysics Center, University of California, Berkeley, California 94720, USA; Princeton Center for Theoretical Science, Princeton University, Princeton, New Jersey 08544, USA; Department of Astrophysical Sciences, Princeton University, Princeton, New Jersey 08544, USA; and Kavli Institute for Theoretical Physics, University of California, Santa Barbara, California 93106, USA.
Abstract:
How systems transit between different stable states under external perturbation is an important practical issue. We discuss here how a recently developed energy optimization method for identifying the minimal disturbance necessary to reach the basin boundary of a stable state is connected to the instanton trajectory from large deviation theory of noisy systems. In the context of the one-dimensional Swift-Hohenberg equation, which has multiple stable equilibria, we first show how the energy optimization method can be straightforwardly used to identify minimal disturbances-minimal seeds-for transition to specific attractors from the ground state. Then, after generalizing the technique to consider multiple, equally spaced-in-time perturbations, it is shown that the instanton trajectory is indeed the solution of the energy optimization method in the limit of infinitely many perturbations provided a specific norm is used to measure the set of discrete perturbations. Importantly, we find that the key features of the instanton can be captured by a low number of discrete perturbations (typically one perturbation per basin of attraction crossed). This suggests a promising new diagnostic for systems for which it may be impractical to calculate the instanton.
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