CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models
Abstract The Large Hadron Collider’s high luminosity era presents major computational challenges in the analysis of collision events. Large amounts of Monte Carlo (MC) simulation will be required to constrain the statistical uncertainties of the simulated datasets below these of the experimental dat...
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| Main Authors: | , , , , , , , , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2024-12-01
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| Series: | European Physical Journal C: Particles and Fields |
| Online Access: | https://doi.org/10.1140/epjc/s10052-024-13576-x |
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| _version_ | 1832571415626252288 |
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| author | Sehmimul Hoque Hao Jia Abhishek Abhishek Mojde Fadaie J. Quetzalcoatl Toledo-Marín Tiago Vale Roger G. Melko Maximilian Swiatlowski Wojciech T. Fedorko |
| author_facet | Sehmimul Hoque Hao Jia Abhishek Abhishek Mojde Fadaie J. Quetzalcoatl Toledo-Marín Tiago Vale Roger G. Melko Maximilian Swiatlowski Wojciech T. Fedorko |
| author_sort | Sehmimul Hoque |
| collection | DOAJ |
| description | Abstract The Large Hadron Collider’s high luminosity era presents major computational challenges in the analysis of collision events. Large amounts of Monte Carlo (MC) simulation will be required to constrain the statistical uncertainties of the simulated datasets below these of the experimental data. Modelling of high-energy particles propagating through the calorimeter section of the detector is the most computationally intensive MC simulation task. We introduce a technique combining recent advancements in generative models and quantum annealing for fast and efficient simulation of high-energy particle-calorimeter interactions. |
| format | Article |
| id | doaj-art-f3426221c8ca4e3380d95472b29f9cbb |
| institution | Kabale University |
| issn | 1434-6052 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | European Physical Journal C: Particles and Fields |
| spelling | doaj-art-f3426221c8ca4e3380d95472b29f9cbb2025-02-02T12:39:06ZengSpringerOpenEuropean Physical Journal C: Particles and Fields1434-60522024-12-0184121710.1140/epjc/s10052-024-13576-xCaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative modelsSehmimul Hoque0Hao Jia1Abhishek Abhishek2Mojde Fadaie3J. Quetzalcoatl Toledo-Marín4Tiago Vale5Roger G. Melko6Maximilian Swiatlowski7Wojciech T. Fedorko8Perimeter Institute for Theoretical PhysicsDepartment of Physics and Astronomy, University of British ColumbiaTRIUMFPerimeter Institute for Theoretical PhysicsTRIUMFTRIUMFPerimeter Institute for Theoretical PhysicsTRIUMFTRIUMFAbstract The Large Hadron Collider’s high luminosity era presents major computational challenges in the analysis of collision events. Large amounts of Monte Carlo (MC) simulation will be required to constrain the statistical uncertainties of the simulated datasets below these of the experimental data. Modelling of high-energy particles propagating through the calorimeter section of the detector is the most computationally intensive MC simulation task. We introduce a technique combining recent advancements in generative models and quantum annealing for fast and efficient simulation of high-energy particle-calorimeter interactions.https://doi.org/10.1140/epjc/s10052-024-13576-x |
| spellingShingle | Sehmimul Hoque Hao Jia Abhishek Abhishek Mojde Fadaie J. Quetzalcoatl Toledo-Marín Tiago Vale Roger G. Melko Maximilian Swiatlowski Wojciech T. Fedorko CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models European Physical Journal C: Particles and Fields |
| title | CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models |
| title_full | CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models |
| title_fullStr | CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models |
| title_full_unstemmed | CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models |
| title_short | CaloQVAE: Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models |
| title_sort | caloqvae simulating high energy particle calorimeter interactions using hybrid quantum classical generative models |
| url | https://doi.org/10.1140/epjc/s10052-024-13576-x |
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