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Tensor Network Efficiently Representing Schmidt Decomposition of Quantum Many-Body States.
Peng-Fei Zhou1, Ying Lu1, Jia-Hao Wang1
1Center for Quantum Physics and Intelligent Sciences, Department of Physics, Capital Normal University, Beijing 10048, China.
We introduce the Schmidt tensor network state (Schmidt TNS) for efficient quantum state analysis. This method scales linearly with system size, enabling faster full-state sampling and analysis of complex quantum systems.
Area of Science:
- Quantum Many-Body Physics
- Quantum Information Science
- Computational Physics
Background:
- Characterizing entanglement in quantum many-body states is computationally challenging due to exponential complexity scaling with system size (N).
- Efficient access to the entanglement structure, particularly the Schmidt decomposition, is crucial for understanding and simulating complex quantum systems.
Purpose of the Study:
- To develop an efficient method for representing the Schmidt decomposition of quantum many-body states.
- To introduce the Schmidt tensor network state (Schmidt TNS) for linear complexity scaling with system size.
- To enable efficient full-state sampling and analysis of both finite and infinite quantum systems.
Main Methods:
- Representing Schmidt coefficients (entanglement spectrum) and transformations using tensor networks (TNs).
- Encoding Schmidt coefficients in a positive-definite matrix product state (MPS).
- Utilizing local unitary tensors to form TNs for transformations and imposing translational invariance for infinite systems.
Main Results:
- Demonstrated the validity of Schmidt TNS by simulating a frustrated quasi-one-dimensional spin model.
- Showed that the MPS encoding Schmidt coefficients exhibits weak entanglement, even for highly entangled states.
- Achieved linear complexity scaling with system size for Schmidt decomposition representation.
Conclusions:
- The Schmidt TNS provides an efficient representation of quantum state entanglement, overcoming exponential complexity.
- The weak entanglement of the MPS for Schmidt coefficients justifies the method's efficiency.
- This approach promises an exponential speedup for full-state sampling tasks in quantum many-body systems.
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