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T3NS: Three-Legged Tree Tensor Network States.

Klaas Gunst1,2, Frank Verstraete2,3, Sebastian Wouters4

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|February 27, 2018
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We introduce a new three-legged tree tensor network state (T3NS) for quantum simulations. This method combines the efficiency of density matrix renormalization group (DMRG) with the entanglement capabilities of tree tensor networks (TTNS).

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Area of Science:

  • Quantum Many-Body Physics
  • Computational Chemistry
  • Tensor Network States

Background:

  • Matrix Product States (MPS) and Density Matrix Renormalization Group (DMRG) offer efficient simulations but have limitations in capturing high entanglement.
  • Tree Tensor Networks (TTNS) can incorporate more entanglement but often come with increased computational complexity.
  • Simulating complex quantum chemical systems requires advanced computational methods that balance accuracy and efficiency.

Purpose of the Study:

  • To introduce a novel variational tensor network state, the three-legged tree tensor network state (T3NS).
  • To combine the computational advantages of DMRG with the entanglement handling capabilities of TTNS.
  • To develop and apply a computational code for simulating quantum chemical Hamiltonians using the T3NS ansatz.

Main Methods:

  • Developed a new variational ansatz: the three-legged tree tensor network state (T3NS).
  • Incorporated physical tensors (one physical, up to two virtual indices) and branching tensors (no physical, up to three virtual indices).
  • Implemented a computational code capable of simulating quantum chemical Hamiltonians.

Main Results:

  • The T3NS ansatz successfully combines the low computational cost and symmetry implementation of DMRG with the enhanced entanglement description of TTNS.
  • Proof-of-principle calculations were performed on various quantum chemical systems.
  • Simulations included LiF, N2, and the bis(μ-oxo) and μ-η2:η2 peroxo isomers of [Cu2O2]2+.

Conclusions:

  • The T3NS ansatz represents a promising advancement in tensor network methods for quantum many-body problems.
  • This new method offers a powerful tool for accurate and efficient simulations of complex quantum chemical systems.
  • The developed code provides a practical implementation for exploring strongly correlated electronic structures.