多目标遗传算法优化电子直线加速器误差分析研究

IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Journal of the Korean Physical Society Pub Date : 2024-12-02 DOI:10.1007/s40042-024-01232-2
Chanmi Kim, Eun-San Kim, Seong Hee Park, Chong Shik Park, Chang-Ki Min, Woo Jun Byeon
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引用次数: 0

摘要

第四代同步辐射加速器的注入系统需要优化设计,以产生高质量的束流。在之前的研究中,我们使用多目标遗传算法(MOGA)来优化喷射器系统参数,以满足光束要求。为了保证MOGA优化后的喷油器运行参数在实际范围内,我们进行了误差分析。该注入器由射频腔和磁铁组成,包括对射频腔相位和梯度的潜在误差的分析,以及三个不同步骤的磁铁强度。首先,我们考虑了在操作过程中可能发生的误差,例如射频腔的输入相位以及腔和磁铁的强度。其次,我们考虑了安装误差,包括设备的旋转误差。最后,我们模拟了所有错误同时发生的场景。仿真结果表明,即使出现误差,波束质量仍在可接受范围内。通过误差分析,证实了MOGA优化的直线电机运行参数是切实可行的。
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Error analysis study for electron linear accelerator optimized using multi-objective genetic algorithm

The injector system of fourth-generation synchrotron radiation accelerators should be optimally designed to produce a good quality beam. In the previous study, we used Multi-Objective Genetic Algorithm (MOGA) to optimize the injector system parameters to meet the beam requirements. To ensure that the injector operation parameters optimized by MOGA fall within practical ranges, we conducted an error analysis. The injector, composed of RF cavities and magnets, includes an analysis of potential errors in RF cavity phase and gradient, as well as magnet strengths across three distinct steps. First, we considered errors that could occur during operation, such as the input phases of RF cavities and the strengths of cavities and magnets. Second, we considered installation errors, including rotation errors of devices. Finally, we simulated scenarios where all errors occurred simultaneously. The simulation results showed that even when errors occurred, the beam quality remained within our acceptable range. Through this error analysis, we confirmed that the linac operation parameters optimized by MOGA are indeed practical and usable.

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来源期刊
Journal of the Korean Physical Society
Journal of the Korean Physical Society PHYSICS, MULTIDISCIPLINARY-
CiteScore
1.20
自引率
16.70%
发文量
276
审稿时长
5.5 months
期刊介绍: The Journal of the Korean Physical Society (JKPS) covers all fields of physics spanning from statistical physics and condensed matter physics to particle physics. The manuscript to be published in JKPS is required to hold the originality, significance, and recent completeness. The journal is composed of Full paper, Letters, and Brief sections. In addition, featured articles with outstanding results are selected by the Editorial board and introduced in the online version. For emphasis on aspect of international journal, several world-distinguished researchers join the Editorial board. High quality of papers may be express-published when it is recommended or requested.
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