SciPost Phys. Lect. Notes 2018
DOI: 10.21468/scipostphyslectnotes.5
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Efficient numerical simulations with Tensor Networks: Tensor Network Python (TeNPy)

Abstract: Tensor product state (TPS) based methods are powerful tools to efficiently simulate quantum many-body systems in and out of equilibrium. In particular, the one-dimensional matrix-product (MPS) formalism is by now an established tool in condensed matter theory and quantum chemistry. In these lecture notes, we combine a compact review of basic TPS concepts with the introduction of a versatile tensor library for Python (TeNPy) [1]. As concrete examples, we consider the MPS based time-evolving block decimation and… Show more

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Cited by 447 publications
(332 citation statements)
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“…For finite systems, the entanglement entropy should increase with the bond dimension χ, which is the parameter that controls the truncation of the system as iDMRG is performed. 44 The results are shown in Fig. 4 for three representative values of the twist angle.…”
Section: Numerical Resultsmentioning
confidence: 99%
“…For finite systems, the entanglement entropy should increase with the bond dimension χ, which is the parameter that controls the truncation of the system as iDMRG is performed. 44 The results are shown in Fig. 4 for three representative values of the twist angle.…”
Section: Numerical Resultsmentioning
confidence: 99%
“…Here we perform DMRG simulations on a 8×6 cylinder, using the TeNPy package [46], to search for similar signatures of geometric strings in the ground state of the t − J model with exactly one hole, |Ψ 1h . To generate snapshots {|α n } of the wavefunction, we employ Metropolis Monte Carlo sampling of Fock basis states |α with one hole and calculate the required overlap | α|Ψ 1h | 2 using the matrix product state formalism.…”
Section: B Parton Picture: Spinons Chargons and Stringsmentioning
confidence: 99%
“…The situation in the spin chain, we argue here, is slightly more favorable, which is one of the motivations for investigating T-W scaling in this quantum system. While the Hilbert space size naively grows exponentially fast, powerful variational techniques such as DMRG [33] are able to find the ground state with very good accuracy for large enough R. Efficient DMRG libraries able to implement continuous symmetries are now available in several programming languages (including Python [34] and C++ [35]), which simplifies our task considerably in the XXZ spin chain. The simulations shown below were performed using the C++ ITensor library [35].…”
Section: Numerical Checksmentioning
confidence: 99%