Dynamical quantum Ansatz tree approach for the heat equation
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arXiv
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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866911848664662016 |
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| author | Guseynov, N. M. Pogosov, W. V. Lebedev, A. V. |
| author_facet | Guseynov, N. M. Pogosov, W. V. Lebedev, A. V. |
| contents | Quantum computers can be used for the solution of various problems of mathematical physics. In the present paper, we consider a discretized version of the heat equation and address its solution on quantum computer using variational Anzats tree approach (ATA). We extend this method originally proposed for the system of linear equations to tackle full time dependent heat equation. The key ingredients of our method are (i) special probabilistic quantum circuit in order to add heat sources to temperature distribution, (ii) limiting auxiliary register in the preparation of quantum state, (iii) utilizing a robust cluster of repetitive nodes in the anzats tree structure. We suggest that our procedure provides an exponential speedup compared to the classical algorithms in the case of time dependent heat equation. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2404_14102 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Dynamical quantum Ansatz tree approach for the heat equation Guseynov, N. M. Pogosov, W. V. Lebedev, A. V. Quantum Physics Quantum computers can be used for the solution of various problems of mathematical physics. In the present paper, we consider a discretized version of the heat equation and address its solution on quantum computer using variational Anzats tree approach (ATA). We extend this method originally proposed for the system of linear equations to tackle full time dependent heat equation. The key ingredients of our method are (i) special probabilistic quantum circuit in order to add heat sources to temperature distribution, (ii) limiting auxiliary register in the preparation of quantum state, (iii) utilizing a robust cluster of repetitive nodes in the anzats tree structure. We suggest that our procedure provides an exponential speedup compared to the classical algorithms in the case of time dependent heat equation. |
| title | Dynamical quantum Ansatz tree approach for the heat equation |
| topic | Quantum Physics |
| url | https://arxiv.org/abs/2404.14102 |