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相关论文: Critical jammed phase of the linear perceptron

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We show that soft spheres interacting with a linear ramp potential when overcompressed beyond the jamming point fall in an amorphous solid phase which is critical, mechanically marginally stable and share many features with the jamming…

无序系统与神经网络 · 物理学 2020-07-29 Silvio Franz , Antonio Sclocchi , Pierfrancesco Urbani

Recent theoretical advances offer an exact, first-principle theory of jamming criticality in infinite dimension as well as universal scaling relations between critical exponents in all dimensions. For packings of frictionless spheres near…

统计力学 · 物理学 2015-04-21 P. Charbonneau , E. I. Corwin , G. Parisi , F. Zamponi

The jamming transition of particles with finite-range interactions is characterized by a variety of critical phenomena, including power law distributions of marginal contacts. We numerically study a recently proposed simple model of…

统计力学 · 物理学 2016-01-20 Yoav Kallus

Random constraint satisfaction problems (CSP) have been studied extensively using statistical physics techniques. They provide a benchmark to study average case scenarios instead of the worst case one. The interplay between statistical…

无序系统与神经网络 · 物理学 2017-06-06 Silvio Franz , Giorgio Parisi , Maksim Sevelev , Pierfrancesco Urbani , Francesco Zamponi

We study a well known machine learning model -the perceptron- as a simple model of jamming of hard objects. We exhibit two regimes: 1) a convex optimisation regime where jamming is hypostatic and non-critical. 2) a non convex optimisation…

统计力学 · 物理学 2016-03-08 Silvio Franz , Giorgio Parisi

Recent computer simulations have uncovered the striking difference between the jamming transition of spherical and non-spherical particles. While systems of spherical particles are isostatic at the jamming point, systems of nonspherical…

无序系统与神经网络 · 物理学 2019-08-29 Harukuni Ikeda , Pierfrancesco Urbani , Francesco Zamponi

We numerically study the jamming transition of frictionless polydisperse spheres in three dimensions. We use an efficient thermalisation algorithm for the equilibrium hard sphere fluid and generate amorphous jammed packings over a range of…

统计力学 · 物理学 2017-10-16 Misaki Ozawa , Ludovic Berthier , Daniele Coslovich

In this Letter, we analyze the quantum dynamics of the perceptron model: a particle is constrained on a $N$-dimensional sphere, with $N\to \infty$, and subjected to a set of randomly placed hard-wall potentials. This model has several…

无序系统与神经网络 · 物理学 2021-05-05 Claudia Artiaco , Federico Balducci , Giorgio Parisi , Antonello Scardicchio

We study numerically a system of athermal, overdamped, frictionless spheres, as in a non-Brownian suspension, in two and three dimensions. Compressing the system isotropically at a fixed rate $\dot\epsilon$, we investigate the critical…

软凝聚态物质 · 物理学 2021-04-07 Anton Peshkov , S. Teitel

We present a novel mechanism for the anomalous behaviour of the specific heat in low-temperature amorphous solids. The analytic solution of a mean-field model belonging to the same universality class as high-dimensional glasses, the…

无序系统与神经网络 · 物理学 2019-07-29 Silvio Franz , Thibaud Maimbourg , Giorgio Parisi , Antonello Scardicchio

The discontinuous jump in the bulk modulus $B$ at the jamming transition is a consequence of the formation of a critical contact network of spheres that resists compression. We introduce lattice models with underlying under-coordinated…

软凝聚态物质 · 物理学 2019-04-03 Danilo B. Liarte , Xiaoming Mao , Olaf Stenull , T. C. Lubensky

We characterize vibrational motion occurring at low temperatures in dense suspensions of soft repulsive spheres over a broad range of volume fractions encompassing the jamming transition at (T = 0, phi = phi_J). We find that characteristic…

统计力学 · 物理学 2013-01-08 Atsushi Ikeda , Ludovic Berthier , Giulio Biroli

We propose a scaling ansatz for the elastic energy of a system near the critical jamming transition in terms of three relevant fields: the compressive strain $\Delta \phi$ relative to the critical jammed state, the shear strain $\epsilon$,…

软凝聚态物质 · 物理学 2015-10-14 Carl P. Goodrich , Andrea J. Liu , James P. Sethna

We show that non-Brownian suspensions of repulsive spheres below jamming display a slow relaxational dynamics with a characteristic time scale that diverges at jamming. This slow time scale is fully encoded in the structure of the unjammed…

软凝聚态物质 · 物理学 2020-02-12 Atsushi Ikeda , Takeshi Kawasaki , Ludovic Berthier , Kuniyasu Saitoh , Takahiro Hatano

We investigate the properties of local minima of the energy landscape of a continuous non-convex optimization problem, the spherical perceptron with piecewise linear cost function and show that they are critical, marginally stable and…

无序系统与神经网络 · 物理学 2021-01-27 Antonio Sclocchi , Pierfrancesco Urbani

We present a parallel derivation of the Thouless-Anderson-Palmer (TAP) equations and of an effective potential for the negative perceptron and soft sphere models in high dimension. Both models are continuous constrained satisfaction…

无序系统与神经网络 · 物理学 2016-09-21 Ada Altieri , Silvio Franz , Giorgio Parisi

Jamming is ubiquitous in disordered systems, but the critical behavior of jammed solids subjected to active forces or thermal fluctuations remains elusive. In particular, while passive athermal jamming remains mean-field-like in two and…

软凝聚态物质 · 物理学 2024-04-26 Shalabh K. Anand , Chiu Fan Lee , Thibault Bertrand

The concept of jamming has attracted great research interest due to its broad relevance in soft matter such as liquids, glasses, colloids, foams, and granular materials, and its deep connection to the sphere packing problem and optimization…

软凝聚态物质 · 物理学 2021-04-07 Yuliang Jin , Hajime Yoshino

The jamming transition is ubiquitous. It is present in granular matter, colloids, glasses, and many other systems. Yet, it defines a critical point whose properties still need to be fully understood. A major breakthrough came about when the…

We study an extreme active matter system, which is essentially a dense assembly of athermal, soft and infinitely persistent active particles. Using extensive numerical simulations we obtain jammed configurations of this system in two…

软凝聚态物质 · 物理学 2026-02-25 M. C. Gandikota , Rituparno Mandal , Pinaki Chaudhuri , Bulbul Chakraborty , Chandan Dasgupta
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