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    Superparamagnetism in an Interacting Nanomagnet Array: A Tale of Three Temperatures

    Anthony Hurben1, Ioan-Augustin Chioar1,2,3,4,*, Cristiano Nisoli5,6, and Peter Schiffer1,2,†

    • 1Department of Applied Physics, Yale University, New Haven, Connecticut 06511, USA
    • 2Department of Physics, Princeton University, Princeton, New Jersey 08544, USA
    • 3Department of Physics and Astronomy, University of Maine, Orono, Maine 04469, USA
    • 4Frontiers Institute for Research in Sensor Technologies, University of Maine, Orono, Maine 04469, USA
    • 5Theoretical Division and Center for Nonlinear Studies, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
    • 6Center for Quantum Computing Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA

    • *Contact author: ioanaugustin.chioar@maine.edu
    • †Contact author: pschiffer@princeton.edu

    Phys. Rev. Lett. 137, 206701 – Published 9 November, 2026

    DOI: https://doi.org/10.1103/f92d-w6fn

    Abstract

    Superparamagnetic collections of thermally fluctuating nanomagnet moments undergo a dynamic freezing known as a blocking transition upon cooling. The collective behavior becomes more complex when neighboring nanomagnets interact, and is further complicated when the constituent material of the nanomagnets has a temperature-dependent magnetization. Such a system can exhibit loss of ergodicity or the development of long-range order, and is experimentally accessible in artificial spin ice arrays, which provide an excellent framework for investigating ergodicity loss and equilibration on laboratory timescales. Using a macrospin model and a nonstandard Monte Carlo method, we describe the range of phase space that is thermally accessible, framing the problem within the context of the three relevant temperatures: the Curie temperature, the blocking temperature, and the collective ordering temperature of the nanomagnetic system. Our approach is generalizable and can be extended to a wide range of similar magnetic systems that are available for rigorous experimental tests.

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