Quantum-classical simulation of two-site dynamical mean-field theory on noisy quantum hardware
arXiv:1910.09512 · doi:10.1088/2058-9565/ab7d4c
Abstract
We report on a quantum-classical simulation of the single-band Hubbard model using two-site dynamical mean-field theory (DMFT). Our approach uses IBM's superconducting qubit chip to compute the zero-temperature impurity Green's function in the time domain and a classical computer to fit the measured Green's functions and extract their frequency domain parameters. We find that the quantum circuit synthesis (Trotter) and hardware errors lead to incorrect frequency estimates, and subsequently to an inaccurate quasiparticle weight when calculated from the frequency derivative of the self-energy. These errors produce incorrect hybridization parameters that prevent the DMFT algorithm from converging to the correct self-consistent solution. To avoid this pitfall, we compute the quasiparticle weight by integrating the quasiparticle peaks in the spectral function. This method is much less sensitive to Trotter errors and allows the algorithm to converge to self-consistency for a half-filled Mott insulating system after applying quantum error mitigation techniques to the quantum simulation data.
10 Pages 8 Figures
References in corpus (11)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Quantum Computing in the NISQ era and beyond
- Continuous-time Monte Carlo methods for quantum impurity models
- Strong electronic correlations from Hund's coupling
- Practical Quantum Error Mitigation for Near-Future Applications
- Theory of variational quantum simulation
- Quantum-Classical Computation of Schwinger Model Dynamics using Quantum Computers
- Efficient DMFT-simulation of the Holstein-Hubbard Model
- Solving nonequilibrium dynamical mean-field theory using matrix product states
- Mitigating algorithmic errors in Hamiltonian simulation
- Dynamical mean field theory algorithm and experiment on quantum computers
Cited by in corpus (29)
- Quantum computational chemistry
- Quantum Error Mitigation
- Hybrid quantum-classical algorithms and quantum error mitigation
- Mitigating realistic noise in practical noisy intermediate-scale quantum devices
- Symmetry-adapted variational quantum eigensolver
- Quantum-centric Supercomputing for Materials Science: A Perspective on Challenges and Future Directions
- Simulating Quantum Materials with Digital Quantum Computers
- Reduced Density Matrix Sampling: Self-consistent Embedding and Multiscale Electronic Structure on Current Generation Quantum Computers
- Dynamical mean field theory algorithm and experiment on quantum computers
- Minimum Hardware Requirements for Hybrid Quantum-Classical DMFT
- A variational quantum eigensolver for dynamic correlation functions
- Quantum-Classical Hybrid Algorithm for the Simulation of All-Electron Correlation
- Ab initio Quantum Simulation of Strongly Correlated Materials with Quantum Embedding
- Filtering states with total spin on a quantum computer
- Quantum simulations employing connected moments expansions
- Dynamical mean-field theory for the Hubbard-Holstein model on a quantum device
- Unraveling correlated material properties with noisy quantum computers: Natural orbitalized variational quantum eigensolving of extended impurity models within a slave-boson approach
- Sparse modeling of large-scale quantum impurity models with low symmetries
- Quantum Computed Green's Functions using a Cumulant Expansion of the Lanczos Method
- Anderson impurity solver integrating tensor network methods with quantum computing
- Calculating the Green's function of two-site Fermionic Hubbard model in a photonic system
- Super-resolution of Green's functions on noisy quantum computers
- Compressed variational quantum eigensolver for the Fermi-Hubbard model
- Near-term quantum algorithm for computing molecular and materials properties based on recursive variational series methods
- Symmetric Trotterization in digital quantum simulation of quantum spin dynamics
- Emergent soft-gap Anderson models at quantum criticality in a lattice Hamiltonian within dynamical mean field theory
- Hybrid quantum gap estimation algorithm using a filtered time series
- Quantum solver for single-impurity Anderson models with particle-hole symmetry
- A Useful Metric for the NISQ Era: Qubit Error Probability and Its Role in Zero Noise Extrapolation