Application of fermionic marginal constraints to hybrid quantum algorithms
arXiv:1801.03524 · doi:10.1088/1367-2630/aab919
Abstract
Many quantum algorithms, including recently proposed hybrid classical/quantum algorithms, make use of restricted tomography of the quantum state that measures the reduced density matrices, or marginals, of the full state. The most straightforward approach to this algorithmic step estimates each component of the marginal independently without making use of the algebraic and geometric structure of the marginals. Within the field of quantum chemistry, this structure is termed the fermionic -representability conditions, and is supported by a vast amount of literature on both theoretical and practical results related to their approximations. In this work, we introduce these conditions in the language of quantum computation, and utilize them to develop several techniques to accelerate and improve practical applications for quantum chemistry on quantum computers. We show that one can use fermionic -representability conditions to reduce the total number of measurements required by more than an order of magnitude for medium sized systems in chemistry. We also demonstrate an efficient restoration of the physicality of energy curves for the dilation of a four qubit diatomic hydrogen system in the presence of three distinct one qubit error channels, providing evidence these techniques are useful for pre-fault tolerant quantum chemistry experiments.
References in corpus (10)
- Simulated Quantum Computation of Molecular Energies
- Efficient quantum state tomography
- Quantum Simulation of Electronic Structure with Linear Depth and Connectivity
- Polynomial-time quantum algorithm for the simulation of chemical dynamics
- Chemical Basis of Trotter-Suzuki Errors in Quantum Chemistry Simulation
- Improved Techniques for Preparing Eigenstates of Fermionic Hamiltonians
- A canonical transformation theory from extended normal ordering
- Quantum computing applied to calculations of molecular energies: CH2 benchmark
- Preparation of many-body states for quantum simulation
- Linear and logarithmic time compositions of quantum many-body operators
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