Explicit Quantum Circuit for Simulating the Advection–Diffusion–Reaction Dynamics | IEEE Journals & Magazine | IEEE Xplore

Explicit Quantum Circuit for Simulating the Advection–Diffusion–Reaction Dynamics


Abstract:

We assess the convergence of the Carleman linearization of advection–diffusion–reaction (ADR) equations with a logistic nonlinearity. It is shown that five Carleman itera...Show More

Abstract:

We assess the convergence of the Carleman linearization of advection–diffusion–reaction (ADR) equations with a logistic nonlinearity. It is shown that five Carleman iterates provide a satisfactory approximation of the original ADR across a broad range of parameters and strength of nonlinearity. To assess the feasibility of a quantum algorithm based on this linearization, we analyze the projection of the Carleman ADR matrix onto the tensor Pauli basis. It is found that the Carleman ADR matrix requires an exponential number of Pauli gates as a function of the number of qubits. This prevents the practical implementation of the Carleman approach to the quantum simulation of ADR problems on current hardware. We propose to address this limitation by resorting to block-encoding techniques for sparse matrix employing oracles. Such quantum ADR oracles are presented in explicit form and shown to turn the exponential complexity into a polynomial one. However, due to the low probability of successfully implementing the nonunitary Carleman operator, further research is needed to implement the multitimestep version of the present circuit.
Published in: IEEE Transactions on Quantum Engineering ( Volume: 6)
Article Sequence Number: 3100612
Date of Publication: 21 February 2025
Electronic ISSN: 2689-1808

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References

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