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GAN for Fast Shower Simulation
The FastCaloGAN framework was used to parametrize the detector response to photons, electrons, and pions. The results were reproduced and GANs can basically learn the energy distributions of the particle shower for wide energy ranges and full detector. In the project, the voxel information was added...
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| Lenguaje: | eng |
| Publicado: |
2022
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| Materias: | |
| Acceso en línea: | http://cds.cern.ch/record/2816065 |
| _version_ | 1780973560275140608 |
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| author | Xining, Wang |
| author_facet | Xining, Wang |
| author_sort | Xining, Wang |
| collection | CERN |
| description | The FastCaloGAN framework was used to parametrize the detector response to photons, electrons, and pions. The results were reproduced and GANs can basically learn the energy distributions of the particle shower for wide energy ranges and full detector. In the project, the voxel information was added to the comparison framework, and several attempts were used to improve the model. Finally, two directions for further improvement were proposed. |
| id | cern-2816065 |
| institution | Organización Europea para la Investigación Nuclear |
| language | eng |
| publishDate | 2022 |
| record_format | invenio |
| spelling | cern-28160652022-07-18T21:45:03Zhttp://cds.cern.ch/record/2816065engXining, WangGAN for Fast Shower SimulationParticle Physics - ExperimentThe FastCaloGAN framework was used to parametrize the detector response to photons, electrons, and pions. The results were reproduced and GANs can basically learn the energy distributions of the particle shower for wide energy ranges and full detector. In the project, the voxel information was added to the comparison framework, and several attempts were used to improve the model. Finally, two directions for further improvement were proposed. CERN-STUDENTS-Note-2022-004oai:cds.cern.ch:28160652022-07-18 |
| spellingShingle | Particle Physics - Experiment Xining, Wang GAN for Fast Shower Simulation |
| title | GAN for Fast Shower Simulation |
| title_full | GAN for Fast Shower Simulation |
| title_fullStr | GAN for Fast Shower Simulation |
| title_full_unstemmed | GAN for Fast Shower Simulation |
| title_short | GAN for Fast Shower Simulation |
| title_sort | gan for fast shower simulation |
| topic | Particle Physics - Experiment |
| url | http://cds.cern.ch/record/2816065 |
| work_keys_str_mv | AT xiningwang ganforfastshowersimulation |