We study the low-energy dynamics of $S=1/2$ antiferromagnetic Heisenberg clusters constructed by diluting a square lattice at vacancy concentration p at and below the percolation threshold p^≈0.407. The finite-size scaling behavior of the average excitation gap, ⟨Δ⟩~L^-z, where L is the cluster length, is obtained using quantum Monte Carlo results for an upper bound Δ^ to Δ, derived from sum rules. At the percolation threshold, we obtain a dynamic exponent z=3.6±0.1≈2Df for clusters with singlet $(S=0)$ ground state. Here Df=91/48 is the fractal dimensionality of the percolating cluster. We argue that this large dynamic exponent---roughly twice that expected for quantum-rotor excitations---is a consequence of weakly interacting localized effective magnetic moments, which form due to local sublattice imbalance. This picture is supported by an extremal-value analysis of local spectral gaps, which delivers an exponent relation (between z and two exponents characterizing the local-gap distribution) reproduced by our simulation data. However, the average ⟨Δ^⟩ over all clusters, which have mostly ground-state spin $S>0$, scales with a smaller exponent than for the $S=0$ clusters alone; z≈1.5Df. Lanczos exact diagonalization for small clusters show that typically, S→S-1 in the lowest-energy excitations while the dominant spectral weight originates from S→S+1 excitations. Thus, the scaling of ⟨Δ^⟩ for clusters with ground state $S>0$ does not reflect the lowest-energy excitations but the higher S→S+1 excitations. This result can be understood within a valence bond picture. To further explore the scenario of localized moments, we introduce a classical dimer-monomer aggregation model to study the distribution of nearest-neighbor sites forming dimers (which are the objects used in mapping to the quantum-rotor model) and unpaired spins (monomers). The monomers are localized and, thus, effective magnetic moments should form in the spin system. We also study the lowest triplet excitation of $S=0$ clusters using quantum Monte Carlo calculations in the valence bond basis. The triplet is concentrated at some of the classical monomer regions, confirming the mechanism of moment formation. The number of spins (and moment regions) affected by the excitation scales as a nontrivial power of the cluster size. For a dimer-diluted bilayer Heisenberg model with weak interlayer coupling (where the system remains N\'eel ordered), there is no sublattice imbalance. In this case we find z≈Df, consistent with quantum-rotor excitations. For a single layer at p<p^ we find z≈2=D, which indicates that the weakly interacting localized moment mechanism is valid only exactly at the percolation point. There is a crossover behavior close to the percolation point.
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Wang et al. (2010) studied this question.
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