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Granular matter · Percolation

Slowly sheared grains follow rigidity percolation, but faster flow shifts the exponents

Evidence: EmergingMore than one study points the same way, but the body is still thin. What the labels mean

Study published Jan 1, 2023. PaperFren added this explanation Sep 26, 2026.

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Short answer

Sheared granular force networks percolate like rigidity percolation at low shear rates, with shear rate continuously altering some exponents.

What happened

Molecular dynamics of 2D bidisperse disks (2,048 to 65,536 particles, 10 runs per condition) under simple shear were analysed with finite-size scaling of the force network. At the slowest rates the exponents (ν ≈ 1.21, β ≈ 0.20, γ ≈ 2.15) matched rigidity percolation, which the authors call the first off-lattice MD verification of this class. Above a crossover rate ν rose steadily, passing through random-percolation values, while the fractal dimension and force-correlation exponent stayed fixed.

Why it matters

Universality classes are supposed to be robust to microscopic details. Here a driving parameter acts as a relevant perturbation, so how fast a granular material flows can change the critical behaviour of how it becomes rigid.

Evidence

Study type
Molecular dynamics with finite-size scaling
Sample
System sizes 2,048–65,536 disks, 10 independent runs per shear rate
Journal
Science Advances · peer reviewed
Replication
Simulation result; no experimental test in this paper
Limitations
Idealised 2D frictionless disks; results may not carry to frictional sand, 3D flows or thermal glasses; mechanism for changing exponents is a fitted theoretical argument.

What this connects to

Sources

The one study this explanation is built from, by the role each plays. Every source links to PaperFren’s explanation of it and to the original paper.

Primary study

  • How do force chains in flowing sand become rigid?

    Dashti H, Saberi AA, Rahbari SHE, et al. · 2023 · Science advances · 5 citations

    In slowly sheared granular material, the network of strong contact forces becomes connected in exactly the way predicted by rigidity percolation theory, but faster flow changes the critical behaviour.

    What it does not show

    The system is idealised: two-dimensional, frictionless, athermal disks with simple linear contact forces, so the results may not carry over directly to frictional sand, three-dimensional flows or thermal glasses, which the authors flag as open questions. Percolation is defined by an arbitrary force threshold on contacts rather than by a direct rigidity (pebble-game) test of each cluster. The explanation of changing exponents via long-range flow-induced correlations is a theoretical argument fitted to the data, and the beta exponent had error bars too large for a conclusive test.

    PaperFren explanationStudy with cards and a quizOriginal paper (DOI)cc by

Before

Rigidity percolation was mostly verified on lattice models, and jamming in flowing grains was often treated as one universality class.

Now

Slow flow matches rigidity percolation in an off-lattice simulation, but flow rate produces a line of exponents. The system is 2D, frictionless and athermal, percolation uses an arbitrary force threshold rather than a direct rigidity test, and β's error bars are too large for a conclusive test.