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2024 | OriginalPaper | Chapter

Hybrid Data Management Architecture for Present Quantum Computing

Authors : Markus Zajac, Uta Störl

Published in: Service-Oriented Computing – ICSOC 2023 Workshops

Publisher: Springer Nature Singapore

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Abstract

Quantum computers promise polynomial or exponential speed-up in solving certain problems compared to classical computers. However, in practical use, there are currently a number of fundamental technical challenges. One of them concerns the loading of data into quantum computers, since they cannot access common databases. In this vision paper, we develop a hybrid data management architecture in which databases can serve as data sources for quantum algorithms. To test the architecture, we perform experiments in which we assign data points stored in a database to clusters. For cluster assignment, a quantum algorithm processes this data by determining the distances between data points and cluster centroids.

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Footnotes
Literature
1.
go back to reference Çalikyilmaz, U., et al.: Opportunities for quantum acceleration of databases: optimization of queries and transaction schedules. Proc. VLDB Endow. 16(9), 2344–2353 (2023)CrossRef Çalikyilmaz, U., et al.: Opportunities for quantum acceleration of databases: optimization of queries and transaction schedules. Proc. VLDB Endow. 16(9), 2344–2353 (2023)CrossRef
3.
go back to reference DiAdamo, S., O’Meara, C., Cortiana, G., Bernabé-Moreno, J.: Practical quantum K-means clustering: performance analysis and applications in energy grid classification. IEEE Trans. Quant. Eng. 3, 1–16 (2022)CrossRef DiAdamo, S., O’Meara, C., Cortiana, G., Bernabé-Moreno, J.: Practical quantum K-means clustering: performance analysis and applications in energy grid classification. IEEE Trans. Quant. Eng. 3, 1–16 (2022)CrossRef
5.
go back to reference Gottlob, G., Koch, C., Pichler, R.: The complexity of XPath query evaluation. In: Proceedings of the PODS 2003, pp. 179–190. ACM (2003) Gottlob, G., Koch, C., Pichler, R.: The complexity of XPath query evaluation. In: Proceedings of the PODS 2003, pp. 179–190. ACM (2003)
6.
go back to reference Hassija, V., Chamola, V., Goyal, A., Kanhere, S.S., Guizani, N.: Forthcoming applications of quantum computing: peeking into the future. IET Quant. Commun. 1(2), 35–41 (2020)CrossRef Hassija, V., Chamola, V., Goyal, A., Kanhere, S.S., Guizani, N.: Forthcoming applications of quantum computing: peeking into the future. IET Quant. Commun. 1(2), 35–41 (2020)CrossRef
7.
go back to reference Herbert, S.: Quantum computing for data-centric engineering and science. Data-Cent. Eng. 3, e36 (2022)CrossRef Herbert, S.: Quantum computing for data-centric engineering and science. Data-Cent. Eng. 3, e36 (2022)CrossRef
8.
go back to reference Houssein, E.H., Abohashima, Z., Elhoseny, M., Mohamed, W.M.: Machine learning in the quantum realm: the state-of-the-art, challenges, and future vision. Expert Syst. Appl. 194, 116512 (2022)CrossRef Houssein, E.H., Abohashima, Z., Elhoseny, M., Mohamed, W.M.: Machine learning in the quantum realm: the state-of-the-art, challenges, and future vision. Expert Syst. Appl. 194, 116512 (2022)CrossRef
10.
go back to reference Kieferová, M., Sanders, Y.: Assume a quantum data set. Harv. Data Sci. Rev. 4(1) (2022) Kieferová, M., Sanders, Y.: Assume a quantum data set. Harv. Data Sci. Rev. 4(1) (2022)
11.
go back to reference Kraska, T., et al.: Check out the big brain on BRAD: simplifying cloud data processing with learned automated data meshes. Proc. VLDB Endow. 16(11), 3293–3301 (2023)CrossRef Kraska, T., et al.: Check out the big brain on BRAD: simplifying cloud data processing with learned automated data meshes. Proc. VLDB Endow. 16(11), 3293–3301 (2023)CrossRef
12.
go back to reference Leymann, F., Barzen, J.: The bitter truth about gate-based quantum algorithms in the NISQ era. Quant. Sci. Technol. 5(4), 044007 (2020)CrossRef Leymann, F., Barzen, J.: The bitter truth about gate-based quantum algorithms in the NISQ era. Quant. Sci. Technol. 5(4), 044007 (2020)CrossRef
13.
go back to reference Liu, J., Hann, C.T., Jiang, L.: Data centers with quantum random access memory and quantum networks. Phys. Rev. A 108, 032610 (2023)CrossRef Liu, J., Hann, C.T., Jiang, L.: Data centers with quantum random access memory and quantum networks. Phys. Rev. A 108, 032610 (2023)CrossRef
14.
go back to reference Manolescu, I., Mohanty, M.: Full-power graph querying: state of the art and challenges. Proc. VLDB Endow. 16(12), 3886–3889 (2023)CrossRef Manolescu, I., Mohanty, M.: Full-power graph querying: state of the art and challenges. Proc. VLDB Endow. 16(12), 3886–3889 (2023)CrossRef
15.
go back to reference Matteo, O.D., Gheorghiu, V., Mosca, M.: Fault-tolerant resource estimation of quantum random-access memories. IEEE Trans. Quant. Eng. 1, 1–13 (2020)CrossRef Matteo, O.D., Gheorghiu, V., Mosca, M.: Fault-tolerant resource estimation of quantum random-access memories. IEEE Trans. Quant. Eng. 1, 1–13 (2020)CrossRef
16.
go back to reference Ouedrhiri, O., Banouar, O., Raghay, S., el Hadaj, S.: Comparative study of data preparation methods in quantum clustering algorithms. In: NISS (ACM), pp. 28:1–28:5. ACM (2021) Ouedrhiri, O., Banouar, O., Raghay, S., el Hadaj, S.: Comparative study of data preparation methods in quantum clustering algorithms. In: NISS (ACM), pp. 28:1–28:5. ACM (2021)
17.
go back to reference Phalak, K., Chatterjee, A., Ghosh, S.: Quantum random access memory for dummies. CoRR abs/2305.01178 (2023) Phalak, K., Chatterjee, A., Ghosh, S.: Quantum random access memory for dummies. CoRR abs/2305.01178 (2023)
19.
go back to reference Riel, H.: Quantum computing technology. In: 2021 IEEE International Electron Devices Meeting (IEDM) (2021) Riel, H.: Quantum computing technology. In: 2021 IEEE International Electron Devices Meeting (IEDM) (2021)
22.
go back to reference Weder, B., Barzen, J., Leymann, F., Zimmermann, M.: Hybrid quantum applications need two orchestrations in superposition: a software architecture perspective. In: 2021 IEEE International Conference on Web Services (ICWS), pp. 1–13 (2021) Weder, B., Barzen, J., Leymann, F., Zimmermann, M.: Hybrid quantum applications need two orchestrations in superposition: a software architecture perspective. In: 2021 IEEE International Conference on Web Services (ICWS), pp. 1–13 (2021)
23.
go back to reference Weigold, M., Barzen, J., Leymann, F., Salm, M.: Encoding patterns for quantum algorithms. IET Quant. Commun. 2(4), 141–152 (2021)CrossRef Weigold, M., Barzen, J., Leymann, F., Salm, M.: Encoding patterns for quantum algorithms. IET Quant. Commun. 2(4), 141–152 (2021)CrossRef
24.
go back to reference Weigold, M., Barzen, J., Leymann, F., Salm, M.: Expanding data encoding patterns for quantum algorithms. In: 2021 IEEE 18th International Conference on Software Architecture Companion (ICSA-C), pp. 95–101. IEEE (2021–03) Weigold, M., Barzen, J., Leymann, F., Salm, M.: Expanding data encoding patterns for quantum algorithms. In: 2021 IEEE 18th International Conference on Software Architecture Companion (ICSA-C), pp. 95–101. IEEE (2021–03)
25.
go back to reference Weigold, M., Barzen, J., Leymann, F., Salm, M.: Data encoding patterns for quantum computing. In: Proceedings of the 27th Conference on Pattern Languages of Programs, PLoP 2020. The Hillside Group (2022) Weigold, M., Barzen, J., Leymann, F., Salm, M.: Data encoding patterns for quantum computing. In: Proceedings of the 27th Conference on Pattern Languages of Programs, PLoP 2020. The Hillside Group (2022)
27.
go back to reference Yuan, G., et al.: Quantum computing for databases: a short survey and vision. In: VLDB Workshops. CEUR Workshop Proceedings, vol. 3462. CEUR-WS.org (2023) Yuan, G., et al.: Quantum computing for databases: a short survey and vision. In: VLDB Workshops. CEUR Workshop Proceedings, vol. 3462. CEUR-WS.org (2023)
28.
go back to reference Zajac, M.: Encoding and provisioning data in different data models for quantum computing. In: PhD@VLDB. CEUR Workshop Proceedings, vol. 3452, pp. 45–48. CEUR-WS.org (2023) Zajac, M.: Encoding and provisioning data in different data models for quantum computing. In: PhD@VLDB. CEUR Workshop Proceedings, vol. 3452, pp. 45–48. CEUR-WS.org (2023)
29.
go back to reference Zajac, M., Störl, U.: Towards quantum-based search for industrial data-driven services. In: Proceedings of the 2022 IEEE International Conference on Quantum Software (QSW). IEEE (2022) Zajac, M., Störl, U.: Towards quantum-based search for industrial data-driven services. In: Proceedings of the 2022 IEEE International Conference on Quantum Software (QSW). IEEE (2022)
Metadata
Title
Hybrid Data Management Architecture for Present Quantum Computing
Authors
Markus Zajac
Uta Störl
Copyright Year
2024
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-97-0989-2_14

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