OnionVQE Optimization Strategy for Ground State Preparation on NISQ Devices
arXiv:2407.10415 · doi:10.1088/2058-9565/ad8a85
Abstract
The Variational Quantum Eigensolver (VQE) is one of the most promising and widely used algorithms for exploiting the capabilities of current Noisy Intermediate-Scale Quantum (NISQ) devices. However, VQE algorithms suffer from a plethora of issues, such as barren plateaus, local minima, quantum hardware noise, and limited qubit connectivity, thus posing challenges for their successful deployment on hardware and simulators. In this work, we propose a VQE optimization strategy that builds upon recent advances in the literature, and exhibits very shallow circuit depths when applied to the specific system of interest, namely a model Hamiltonian representing a cuprate superconductor. These features make our approach a favorable candidate for generating good ground state approximations on current NISQ devices. Our findings illustrate the potential of VQE algorithmic development for leveraging the full capabilities of NISQ devices.
References in corpus (39)
- Quantum ESPRESSO: a modular and open-source software project for quantum simulations of materials
- Quantum Computing in the NISQ era and beyond
- A variational eigenvalue solver on a quantum processor
- Hardware-efficient Variational Quantum Eigensolver for Small Molecules and Quantum Magnets
- Barren plateaus in quantum neural network training landscapes
- The theory of variational hybrid quantum-classical algorithms
- The PseudoDojo: Training and grading a 85 element optimized norm-conserving pseudopotential table
- Wannier90 as a community code: new features and applications
- Noisy intermediate-scale quantum (NISQ) algorithms
- The Variational Quantum Eigensolver: a review of methods and best practices
- Expressibility and entangling capability of parameterized quantum circuits for hybrid quantum-classical algorithms
- Hartree-Fock on a superconducting qubit quantum computer
- Determining eigenstates and thermal states on a quantum computer using quantum imaginary time evolution
- Variational ansatz-based quantum simulation of imaginary time evolution
- qubit-ADAPT-VQE: An adaptive algorithm for constructing hardware-efficient ansatze on a quantum processor
- An initialization strategy for addressing barren plateaus in parametrized quantum circuits
- Layerwise learning for quantum neural networks
- The Expressive Power of Parameterized Quantum Circuits
- Most quantum states are too entangled to be useful as computational resources
- TRIQS/CTHYB: A Continuous-Time Quantum Monte Carlo Hybridization Expansion Solver for Quantum Impurity Problems
- Is there evidence for exponential quantum advantage in quantum chemistry?
- Exploring entanglement and optimization within the Hamiltonian Variational Ansatz
- Sequential minimal optimization for quantum-classical hybrid algorithms
- Theory of overparametrization in quantum neural networks
- Quantum algorithms to simulate many-body physics of correlated fermions
- Many-body Electronic Structure of NdNiO and CaCuO
- Measurements as a roadblock to near-term practical quantum advantage in chemistry: resource analysis
- RESPACK: An ab initio tool for derivation of effective low-energy model of material
- Symmetry-adapted variational quantum eigensolver
- On the practical usefulness of the Hardware Efficient Ansatz
- Purification-based quantum error mitigation of pair-correlated electron simulations
- Adaptive pruning-based optimization of parameterized quantum circuits
- Overlap-ADAPT-VQE: Practical Quantum Chemistry on Quantum Computers via Overlap-Guided Compact Ansätze
- Optimized Low-Depth Quantum Circuits for Molecular Electronic Structure using a Separable Pair Approximation
- Absence of barren plateaus in finite local-depth circuits with long-range entanglement
- Superconductivity and Antiferromagnetism in NdNiO and CaCuO: A Cluster DMFT Study
- Variational quantum algorithm for ergotropy estimation in quantum many-body batteries
- Quantifying -gate-count improvements for ground-state-energy estimation with near-optimal state preparation
- Interface tool from Wannier90 to RESPACK: wan2respack