Autor: |
Lena Funcke, Tobias Hartung, Karl Jansen, Stefan Kühn, Paolo Stornati |
Jazyk: |
angličtina |
Rok vydání: |
2021 |
Předmět: |
|
Zdroj: |
Quantum, Vol 5, p 422 (2021) |
Druh dokumentu: |
article |
ISSN: |
2521-327X |
DOI: |
10.22331/q-2021-03-29-422 |
Popis: |
Parametric quantum circuits play a crucial role in the performance of many variational quantum algorithms. To successfully implement such algorithms, one must design efficient quantum circuits that sufficiently approximate the solution space while maintaining a low parameter count and circuit depth. In this paper, develop a method to analyze the dimensional expressivity of parametric quantum circuits. Our technique allows for identifying superfluous parameters in the circuit layout and for obtaining a maximally expressive ansatz with a minimum number of parameters. Using a hybrid quantum-classical approach, we show how to efficiently implement the expressivity analysis using quantum hardware, and we provide a proof of principle demonstration of this procedure on IBM's quantum hardware. We also discuss the effect of symmetries and demonstrate how to incorporate or remove symmetries from the parametrized ansatz. |
Databáze: |
Directory of Open Access Journals |
Externí odkaz: |
|