Optimization of Base Station Power Supply Selection by Quantum Annealing

In this poster, we use quantum annealing to solve the optimal operation for a photovoltaic-powered 5G base station, and discuss its usefulness and quality. The formulated QUBO for quantum annealing works on D-Wave quantum machine, and the results showed that quantum annealing can produce 100 times faster and better quality solutions in comparison with Simulated Annealing(SA). Scaling experiments showed that quantum annealing is more likely to produce good solutions with decision variables of around 50~100, and splitting the problem gave better results than SA in various scaling.

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Publication Details

Published
2024-09-15
DOI
https://doi.org/10.1109/qce60285.2024.10329
Citations
4
Primary Topic
Radiation Effects in Electronics
Type
article
Field-Weighted Citation Impact
0.83

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article

Optimization of Base Station Power Supply Selection by Quantum Annealing

Nozomu Togawa, Kazuhiro Saito, Chihiro Dogo
4 citations
Radiation Effects in Electronics
0.83
article

Optimization of Base Station Power Supply Selection by Quantum Annealing

Nozomu Togawa, Kazuhiro Saito, Chihiro Dogo
article en
4 citations

Abstract

In this poster, we use quantum annealing to solve the optimal operation for a photovoltaic-powered 5G base station, and discuss its usefulness and quality. The formulated QUBO for quantum annealing works on D-Wave quantum machine, and the results showed that quantum annealing can produce 100 times faster and better quality solutions in comparison with Simulated Annealing(SA). Scaling experiments showed that quantum annealing is more likely to produce good solutions with decision variables of around 50~100, and splitting the problem gave better results than SA in various scaling.

Waseda University (JP), KDDI Research (Japan) (JP)
Council for Science, Technology and Innovation
Affordable and clean energy
Openalex Percentile: Top 25%
Radiation Effects in Electronics
0.83
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