Мақаланы E-mail арқылы жіберу Detector optimization based on artificial neural network training
- Авторлар: Roudnev V.A.1, Galaktionov K.A.1, Valiev F.F.1
-
Мекемелер:
- St. Petersburg State University
- Шығарылым: Том 89, № 8 (2025)
- Беттер: 1326-1333
- Бөлім: Fundamental problems and applications of physics of atomic nucleus
- URL: https://bakhtiniada.ru/0367-6765/article/view/356133
- DOI: https://doi.org/10.7868/S3034646025080229
- ID: 356133
Дәйексөз келтіру
Ашық рұқсат
Рұқсат берілді
Тек жазылушылар үшін
Аннотация
We apply artificial neural networks for event-wise analysis of model data for a microchannel plate detector. Based on this data, we estimate an impact parameter, and the collision point coordinates for each event. We have performed the analysis based on several Monte-Carlo collision models. Even though the quality of the existing models is not sufficient for a reliable, model-independent estimation of the collision parameters, the proposed method of parameter reconstruction allows us to estimate the optimal technical characteristics of the detector.
Негізгі сөздер
Авторлар туралы
V. Roudnev
St. Petersburg State UniversitySt. Petersburg, Russia
K. Galaktionov
St. Petersburg State University
Email: st067889@student.spbu.ru
St. Petersburg, Russia
F. Valiev
St. Petersburg State UniversitySt. Petersburg, Russia
Әдебиет тізімі
- Fupeng Li, Yongjia Wang, Zepeng Gao et al. // Phys. Rev. C. 2021. V. 104. No. 3. Art. No. 034608.
- Galaktionov K.A., Roudnev V.A., Valiev F.F. // Moscow Univ. Phys. Bull. 2023. V. 78. P. S52.
- Galaktionov K.A., Roudnev V.A., Valiev F.F. // Phys. Atom. Nucl. 2023. V. 86. No. 6. P. 1080.
- Galaktionov K.A., Roudnev V.A., Valiev F.F. // Phys. Part. Nucl. 2023. V. 54. P. 446.
- Baldin A.A., Feofilov G.A., Har’yuzov P., Valiev F.F. // Nucl. Instrum. Meth. Phys. Res. A. 2020. V. 958. Art. No. 162154.
- https://nica.jinr.ru/ru
- Власников А.К., Жеребчевский В.И., Лазарева Т.В. // Изв. РАН. Сер. физ. 2021. Т. 85. № 5. C. 614;
- Колесников В.И., Зинченко А.И., Васендина В.А. // Изв. РАН. Сер. физ. 2020. Т. 84. № 4. C. 575;
- Жеребчевский В.И., Мальцев Н.А., Нестеров Д.Г. и др. // Изв. РАН. Сер. физ. 2022. Т. 86. No. 8. C. 1146;
- Amelin N.S., Gudima K.K., Toneev V.D. // Sov. J. Nucl. Phys. 1990. V. 51. No. 6. P. 1730.
- Werner K., Liu F-M., Pierog T. // Phys. Rev. C. 2006. V. 74. No. 4. Art. No. 044902.
Қосымша файлдар
