Two-Unitary Decomposition Algorithm and Open Quantum System Simulation
arXiv:2207.10007 · doi:10.22331/q-2023-05-15-1002
Abstract
Simulating general quantum processes that describe realistic interactions of quantum systems following a non-unitary evolution is challenging for conventional quantum computers that directly implement unitary gates. We analyze complexities for promising methods such as the Sz.-Nagy dilation and linear combination of unitaries that can simulate open systems by the probabilistic realization of non-unitary operators, requiring multiple calls to both the encoding and state preparation oracles. We propose a quantum two-unitary decomposition (TUD) algorithm to decompose a -dimensional operator with non-zero singular values as using the quantum singular value transformation algorithm, avoiding classically expensive singular value decomposition (SVD) with an overhead in time. The two unitaries can be deterministically implemented, thus requiring only a single call to the state preparation oracle for each. The calls to the encoding oracle can also be reduced significantly at the expense of an acceptable error in measurements. Since the TUD method can be used to implement non-unitary operators as only two unitaries, it also has potential applications in linear algebra and quantum machine learning.
References in corpus (13)
- Quantum algorithm for solving linear systems of equations
- QuTiP 2: A Python framework for the dynamics of open quantum systems
- An introduction to quantum machine learning
- Simulating Hamiltonian dynamics with a truncated Taylor series
- Open XXZ spin chain: Nonequilibrium steady state and strict bound on ballistic transport
- Dissipative preparation of entanglement in optical cavities
- A Survey on Quantum Channel Capacities
- Charge and spin transport in strongly correlated one-dimensional quantum systems driven far from equilibrium
- Dissipative preparation of Chern insulators
- Quantum algorithm for simulating the dynamics of an open quantum system
- Coherent quantum dynamics in steady-state manifolds of strongly dissipative systems
- Diffusive high-temperature transport in the one-dimensional Hubbard model
- Experimental simulation of open quantum system dynamics via Trotterization
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- Assessing and Advancing the Potential of Quantum Computing: A NASA Case Study
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- Simulation of open quantum systems via low-depth convex unitary evolutions
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- Diagnosing Quantum Many-body Chaos in Non-Hermitian Quantum Spin Chain via Krylov Complexity
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- Semicoherent Symmetric Quantum Processes: Theory and Applications
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- Digital Simulation of Single Qubit Markovian Open Quantum Systems: A Tutorial
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- Probabilistic Unitary Formulation of Open Quantum System Dynamics
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- Non-normality and dissipation in Markovian quantum dynamics: Implications for quantum simulation
- Quantum Simulation of Two-Level -Symmetric Systems Using Hermitian Hamiltonians
- Mutually-orthogonal unitary and orthogonal matrices