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Solving generalized eigenvalue problems by ordinary differential equations on a quantum computer

Quantum Physics 2021-10-20 v2 Numerical Analysis Numerical Analysis

Abstract

Many eigenvalue problems arising in practice are often of the generalized form A\x=λB\xA\x=\lambda B\x. One particularly important case is symmetric, namely A,BA, B are Hermitian and BB is positive definite. The standard algorithm for solving this class of eigenvalue problems is to reduce them to Hermitian eigenvalue problems. For a quantum computer, quantum phase estimation is a useful technique to solve Hermitian eigenvalue problems. In this work, we propose a new quantum algorithm for symmetric generalized eigenvalue problems using ordinary differential equations. The algorithm has lower complexity than the standard one based on quantum phase estimation. Moreover, it works for a wider case than symmetric: BB is invertible, B1AB^{-1}A is diagonalizable and all the eigenvalues are real.

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Cite

@article{arxiv.2010.15027,
  title  = {Solving generalized eigenvalue problems by ordinary differential equations on a quantum computer},
  author = {Changpeng Shao and Jin-Peng Liu},
  journal= {arXiv preprint arXiv:2010.15027},
  year   = {2021}
}

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26 pages