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Kularatne D, Forgoston E, Hsieh MA. Using control to shape stochastic escape and switching dynamics. CHAOS (WOODBURY, N.Y.) 2019; 29:053128. [PMID: 31154777 DOI: 10.1063/1.5090113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2019] [Accepted: 05/09/2019] [Indexed: 06/09/2023]
Abstract
We present a strategy to control the mean stochastic switching times of general dynamical systems with multiple equilibrium states subject to Gaussian white noise. The control can either enhance or abate the probability of escape from the deterministic region of attraction of a stable equilibrium in the presence of external noise. We synthesize a feedback control strategy that actively changes the system's mean stochastic switching behavior based on the system's distance to the boundary of the attracting region. With the proposed controller, we are able to achieve a desired mean switching time, even when the strength of noise in the system is not known. The control method is analytically validated using a one-dimensional system, and its effectiveness is numerically demonstrated for a set of dynamical systems of practical importance.
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Affiliation(s)
- Dhanushka Kularatne
- Mechanical Engineering and Applied Mechanics, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Eric Forgoston
- Department of Mathematical Sciences, Montclair State University, Montclair, New Jersey 07043, USA
| | - M Ani Hsieh
- Mechanical Engineering and Applied Mechanics, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
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Gonzalez JP, Neu JC, Teitsworth SW. Experimental metrics for detection of detailed balance violation. Phys Rev E 2019; 99:022143. [PMID: 30934298 DOI: 10.1103/physreve.99.022143] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Indexed: 06/09/2023]
Abstract
We report on the measurement of detailed balance violation in a coupled, noise-driven linear electronic circuit consisting of two nominally identical RC elements that are coupled via a variable capacitance. The state variables are the time-dependent voltages across each of the two primary capacitors, and the system is driven by independent noise sources in series with each of the resistances. From the recorded time histories of these two voltages, we quantify violations of detailed balance by three methods: (1) explicit construction of the probability current density, (2) constructing the time-dependent stochastic area, and (3) constructing statistical fluctuation loops. In comparing the three methods, we find that the stochastic area is relatively simple to implement and computationally inexpensive and provides a highly sensitive means for detecting violations of detailed balance.
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Affiliation(s)
- Juan Pablo Gonzalez
- Duke University, Department of Physics, Box 90305 Durham, NC 27708-0305, USA
| | - John C Neu
- University of California, Berkeley, Department of Mathematics, Berkeley, CA 94720-3840, USA
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Ghanta A, Neu JC, Teitsworth S. Fluctuation loops in noise-driven linear dynamical systems. Phys Rev E 2017; 95:032128. [PMID: 28415227 DOI: 10.1103/physreve.95.032128] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2016] [Indexed: 11/07/2022]
Abstract
Understanding the spatiotemporal structure of most probable fluctuation pathways to rarely occurring states is a central problem in the study of noise-driven, nonequilibrium dynamical systems. When the underlying system does not possess detailed balance, the optimal fluctuation pathway to a particular state and relaxation pathway from that state may combine to form a looplike structure in the system phase space called a fluctuation loop. Here, fluctuation loops are studied in a linear circuit model consisting of coupled RC elements, where each element is driven by its own independent noise source. Using a stochastic Hamiltonian approach, we determine the optimal fluctuation pathways, and analytically construct corresponding fluctuation loops. To quantitatively characterize fluctuation loops, we study the time-dependent area tensor that is swept out by individual stochastic trajectories in the system phase space. At long times, the area tensor scales linearly with time, with a coefficient that precisely vanishes when the system satisfies detailed balance.
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Affiliation(s)
- Akhil Ghanta
- Duke University, Department of Physics, Box 90305 Durham, North Carolina 27708-0305, USA
| | - John C Neu
- Duke University, Department of Biomedical Engineering, Box 90281 Durham, North Carolina 27708-0281, USA
| | - Stephen Teitsworth
- Duke University, Department of Physics, Box 90305 Durham, North Carolina 27708-0305, USA
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Mahboob I, Okamoto H, Yamaguchi H. An electromechanical Ising Hamiltonian. SCIENCE ADVANCES 2016; 2:e1600236. [PMID: 28861469 PMCID: PMC5566114 DOI: 10.1126/sciadv.1600236] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2016] [Accepted: 05/31/2016] [Indexed: 05/21/2023]
Abstract
Solving intractable mathematical problems in simulators composed of atoms, ions, photons, or electrons has recently emerged as a subject of intense interest. We extend this concept to phonons that are localized in spectrally pure resonances in an electromechanical system that enables their interactions to be exquisitely fashioned via electrical means. We harness this platform to emulate the Ising Hamiltonian whose spin 1/2 particles are replicated by the phase bistable vibrations from the parametric resonances of multiple modes. The coupling between the mechanical spins is created by generating two-mode squeezed states, which impart correlations between modes that can imitate a random, ferromagnetic state or an antiferromagnetic state on demand. These results suggest that an electromechanical simulator could be built for the Ising Hamiltonian in a nontrivial configuration, namely, for a large number of spins with multiple degrees of coupling.
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Mahboob I, Mounaix M, Nishiguchi K, Fujiwara A, Yamaguchi H. A multimode electromechanical parametric resonator array. Sci Rep 2014; 4:4448. [PMID: 24658349 PMCID: PMC3963032 DOI: 10.1038/srep04448] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2014] [Accepted: 03/07/2014] [Indexed: 11/09/2022] Open
Abstract
Electromechanical resonators have emerged as a versatile platform in which detectors with unprecedented sensitivities and quantum mechanics in a macroscopic context can be developed. These schemes invariably utilise a single resonator but increasingly the concept of an array of electromechanical resonators is promising a wealth of new possibilities. In spite of this, experimental realisations of such arrays have remained scarce due to the formidable challenges involved in their fabrication. In a variation to this approach, we identify 75 harmonic vibration modes in a single electromechanical resonator of which 7 can also be parametrically excited. The parametrically resonating modes exhibit vibrations with only 2 oscillation phases which are used to build a binary information array. We exploit this array to execute a mechanical byte memory, a shift-register and a controlled-NOT gate thus vividly illustrating the availability and functionality of an electromechanical resonator array by simply utilising higher order vibration modes.
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Affiliation(s)
- I. Mahboob
- NTT Basic Research Laboratories, NTT Corporation, Atsugi-shi, Kanagawa 243-0198, Japan
| | - M. Mounaix
- NTT Basic Research Laboratories, NTT Corporation, Atsugi-shi, Kanagawa 243-0198, Japan
| | - K. Nishiguchi
- NTT Basic Research Laboratories, NTT Corporation, Atsugi-shi, Kanagawa 243-0198, Japan
| | - A. Fujiwara
- NTT Basic Research Laboratories, NTT Corporation, Atsugi-shi, Kanagawa 243-0198, Japan
| | - H. Yamaguchi
- NTT Basic Research Laboratories, NTT Corporation, Atsugi-shi, Kanagawa 243-0198, Japan
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Heckman CR, Schwartz IB. Stochastic switching in slow-fast systems: a large-fluctuation approach. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2014; 89:022919. [PMID: 25353557 DOI: 10.1103/physreve.89.022919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2013] [Indexed: 06/04/2023]
Abstract
In this paper we develop a perturbation method to predict the rate of occurrence of rare events for singularly perturbed stochastic systems using a probability density function approach. In contrast to a stochastic normal form approach, we model rare event occurrences due to large fluctuations probabilistically and employ a WKB ansatz to approximate their rate of occurrence. This results in the generation of a two-point boundary value problem that models the interaction of the state variables and the most likely noise force required to induce a rare event. The resulting equations of motion of describing the phenomenon are shown to be singularly perturbed. Vastly different time scales among the variables are leveraged to reduce the dimension and predict the dynamics on the slow manifold in a deterministic setting. The resulting constrained equations of motion may be used to directly compute an exponent that determines the probability of rare events. To verify the theory, a stochastic damped Duffing oscillator with three equilibrium points (two sinks separated by a saddle) is analyzed. The predicted switching time between states is computed using the optimal path that resides in an expanded phase space. We show that the exponential scaling of the switching rate as a function of system parameters agrees well with numerical simulations. Moreover, the dynamics of the original system and the reduced system via center manifolds are shown to agree in an exponentially scaling sense.
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Affiliation(s)
- Christoffer R Heckman
- U.S. Naval Research Laboratory, Code 6792 Plasma Physics Division, Nonlinear Dynamical Systems Section Washington, DC 20375, USA
| | - Ira B Schwartz
- U.S. Naval Research Laboratory, Code 6792 Plasma Physics Division, Nonlinear Dynamical Systems Section Washington, DC 20375, USA
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Karabalin RB, Lifshitz R, Cross MC, Matheny MH, Masmanidis SC, Roukes ML. Signal amplification by sensitive control of bifurcation topology. PHYSICAL REVIEW LETTERS 2011; 106:094102. [PMID: 21405626 DOI: 10.1103/physrevlett.106.094102] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2010] [Indexed: 05/05/2023]
Abstract
We describe a novel amplification scheme based on inducing dynamical changes to the topology of a bifurcation diagram of a simple nonlinear dynamical system. We have implemented a first bifurcation-topology amplifier using a coupled pair of parametrically driven high-frequency nanoelectromechanical systems resonators, demonstrating robust small-signal amplification. The principles that underlie bifurcation-topology amplification are simple and generic, suggesting its applicability to a wide variety of physical, chemical, and biological systems.
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Affiliation(s)
- R B Karabalin
- Kavli Nanoscience Institute and Condensed Matter Physics, California Institute of Technology, Pasadena, 91125, USA
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Malinin SV, Chernyak VY. Transition times in the low-noise limit of stochastic dynamics. J Chem Phys 2010; 132:014504. [PMID: 20078169 DOI: 10.1063/1.3278440] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
We study the transition time distribution for a particle moving between two wells of a multidimensional potential in the low-noise limit of overdamped Langevin dynamics. Possible transition paths are restricted to a thin tube surrounding the most probable trajectory. We demonstrate that finding the transition time distribution reduces to a one-dimensional problem. The resulting transition time distribution has a universal and compact form. We suggest that transition barriers can be estimated from a single-temperature experiment if both the life times and the transition times are measured.
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Affiliation(s)
- Sergey V Malinin
- Department of Chemistry, Wayne State University, 5101 Cass Avenue, Detroit, Michigan 48202, USA
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