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Inner Space Perturbation Theory in Matrix Product States: Replacing Expensive Iterative Diagonalization
Jiajun Ren1, Yuanping Yi2, Zhigang Shuai1
1MOE Key Laboratory of Organic OptoElectronics and Molecular Engineering, Department of Chemistry, Tsinghua University , Beijing 100084, People's Republic of China.
We introduce inner space perturbation theory (isPT) to enhance the efficiency of density matrix renormalization group theory (DMRG). This method offers a balance of accuracy and computational speed for quantum system simulations.
Area of Science:
- Quantum Chemistry
- Computational Physics
- Many-Body Theory
Background:
- Standard density matrix renormalization group theory (DMRG) is computationally intensive due to iterative diagonalization.
- Accurate simulation of large quantum systems requires efficient theoretical methods.
Purpose of the Study:
- To develop a more efficient alternative to standard DMRG.
- To improve the computational performance of quantum system simulations without significant accuracy loss.
Main Methods:
- Propose inner space perturbation theory (isPT) to replace iterative diagonalization in DMRG.
- Partition retained eigenstates into active and secondary spaces.
- Utilize one-step Davidson iteration for computing wave functions and energies.
Main Results:
- isPT offers a balance between computational efficiency and accuracy.
- The method captures more entanglement within the same computational time.
- Numerical examples on polyacenes and periacene demonstrate significant efficiency gains with minimal accuracy loss.
- Perturbation calculations showed convergence in all tested examples.
Conclusions:
- isPT provides a computationally advantageous approach for quantum system simulations.
- The method retains the accuracy of DMRG while reducing computational cost.
- isPT is a promising technique for studying complex quantum systems.
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