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@ARTICLE{Vert:1027544,
author = {Vert, Daniel and Willsch, Madita and Yenilen, Berat and
Sirdey, Renaud and Louise, Stéphane and Michielsen,
Kristel},
title = {{B}enchmarking quantum annealing with maximum cardinality
matching problems},
journal = {Frontiers in computer science},
volume = {6},
issn = {2624-9898},
address = {Lausanne},
publisher = {Frontiers Media},
reportid = {FZJ-2024-03947},
pages = {1286057},
year = {2024},
abstract = {We benchmark Quantum Annealing (QA) vs. Simulated Annealing
(SA) with a focus on the impact of the embedding of problems
onto the different topologies of the D-Wave quantum
annealers. The series of problems we study are especially
designed instances of the maximum cardinality matching
problem that are easy to solve classically but difficult for
SA and, as found experimentally, not easy for QA either. In
addition to using several D-Wave processors, we simulate the
QA process by numerically solving the time-dependent
Schrödinger equation. We find that the embedded problems
can be significantly more difficult than the unembedded
problems, and some parameters, such as the chain strength,
can be very impactful for finding the optimal solution.
Thus, finding a good embedding and optimal parameter values
can improve the results considerably. Interestingly, we find
that although SA succeeds for the unembedded problems, the
SA results obtained for the embedded version scale quite
poorly in comparison with what we can achieve on the D-Wave
quantum annealers.},
cin = {JSC},
ddc = {004},
cid = {I:(DE-Juel1)JSC-20090406},
pnm = {5111 - Domain-Specific Simulation $\&$ Data Life Cycle Labs
(SDLs) and Research Groups (POF4-511) / AIDAS - Joint
Virtual Laboratory for AI, Data Analytics and Scalable
Simulation $(aidas_20200731)$ / DFG project 390534769 - EXC
2004: Materie und Licht für Quanteninformation (ML4Q)
(390534769)},
pid = {G:(DE-HGF)POF4-5111 / $G:(DE-Juel-1)aidas_20200731$ /
G:(GEPRIS)390534769},
typ = {PUB:(DE-HGF)16},
UT = {WOS:001249804500001},
doi = {10.3389/fcomp.2024.1286057},
url = {https://juser.fz-juelich.de/record/1027544},
}