Quantum-Walk-Inspired Dynamic Adiabatic Local Search
We investigate the irreconcilability issue that arises when translating the search algorithm from the Continuous Time Quantum Walk (CTQW) framework to the Adiabatic Quantum Computing (AQC) framework. For the AQC formulation to evolve along the same path as the CTQW, it requires a constant energy gap...
| Published in: | Entropy |
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| Main Authors: | , |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-08-01
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| Subjects: | |
| Online Access: | https://www.mdpi.com/1099-4300/25/9/1287 |
| _version_ | 1850395346397560832 |
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| author | Chen-Fu Chiang Paul M. Alsing |
| author_facet | Chen-Fu Chiang Paul M. Alsing |
| author_sort | Chen-Fu Chiang |
| collection | DOAJ |
| container_title | Entropy |
| description | We investigate the irreconcilability issue that arises when translating the search algorithm from the Continuous Time Quantum Walk (CTQW) framework to the Adiabatic Quantum Computing (AQC) framework. For the AQC formulation to evolve along the same path as the CTQW, it requires a constant energy gap in the Hamiltonian throughout the AQC schedule. To resolve the constant gap issue, we modify the CTQW-inspired AQC catalyst Hamiltonian from an XZ operator to a <i>Z</i> oracle operator. Through simulation, we demonstrate that the total running time for the proposed approach for AQC with the modified catalyst Hamiltonian remains optimal as CTQW. Inspired by this solution, we further investigate adaptive scheduling for the catalyst Hamiltonian and its coefficient function in the adiabatic path of Grover-inspired AQC to improve the adiabatic local search. |
| format | Article |
| id | doaj-art-e49f3a5c52e04022bbed0b3e2d9eb124 |
| institution | Directory of Open Access Journals |
| issn | 1099-4300 |
| language | English |
| publishDate | 2023-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| spelling | doaj-art-e49f3a5c52e04022bbed0b3e2d9eb1242025-08-19T22:52:25ZengMDPI AGEntropy1099-43002023-08-01259128710.3390/e25091287Quantum-Walk-Inspired Dynamic Adiabatic Local SearchChen-Fu Chiang0Paul M. Alsing1Department of Computer Science, State University of New York Polytechnic Institute, Utica, NY 13203, USAInformation Directorate, Air Force Research Laboratory, Rome, NY 13441, USAWe investigate the irreconcilability issue that arises when translating the search algorithm from the Continuous Time Quantum Walk (CTQW) framework to the Adiabatic Quantum Computing (AQC) framework. For the AQC formulation to evolve along the same path as the CTQW, it requires a constant energy gap in the Hamiltonian throughout the AQC schedule. To resolve the constant gap issue, we modify the CTQW-inspired AQC catalyst Hamiltonian from an XZ operator to a <i>Z</i> oracle operator. Through simulation, we demonstrate that the total running time for the proposed approach for AQC with the modified catalyst Hamiltonian remains optimal as CTQW. Inspired by this solution, we further investigate adaptive scheduling for the catalyst Hamiltonian and its coefficient function in the adiabatic path of Grover-inspired AQC to improve the adiabatic local search.https://www.mdpi.com/1099-4300/25/9/1287quantum walkadiabatic quantum computingadiabatic path schedulingcatalyst Hamiltonian |
| spellingShingle | Chen-Fu Chiang Paul M. Alsing Quantum-Walk-Inspired Dynamic Adiabatic Local Search quantum walk adiabatic quantum computing adiabatic path scheduling catalyst Hamiltonian |
| title | Quantum-Walk-Inspired Dynamic Adiabatic Local Search |
| title_full | Quantum-Walk-Inspired Dynamic Adiabatic Local Search |
| title_fullStr | Quantum-Walk-Inspired Dynamic Adiabatic Local Search |
| title_full_unstemmed | Quantum-Walk-Inspired Dynamic Adiabatic Local Search |
| title_short | Quantum-Walk-Inspired Dynamic Adiabatic Local Search |
| title_sort | quantum walk inspired dynamic adiabatic local search |
| topic | quantum walk adiabatic quantum computing adiabatic path scheduling catalyst Hamiltonian |
| url | https://www.mdpi.com/1099-4300/25/9/1287 |
| work_keys_str_mv | AT chenfuchiang quantumwalkinspireddynamicadiabaticlocalsearch AT paulmalsing quantumwalkinspireddynamicadiabaticlocalsearch |
