Online Optimization System for 320-kV Heavy Ion Multidisciplinary Research Facility
文献类型：期刊论文
| 作者 | Chang, Jianjun1,2; Yuan, Youjin2,3 ; Zhang, Wei1,2
|
| 刊名 | IEEE TRANSACTIONS ON NUCLEAR SCIENCE
 |
| 出版日期 | 2019-07-01 |
| 卷号 | 66期号:7页码:1782-1789 |
| 关键词 | Bayesian optimization method ion accelerator online optimization optimization-based approach |
| ISSN号 | 0018-9499 |
| DOI | 10.1109/TNS.2019.2920725 |
| 通讯作者 | Chang, Jianjun(changjianjun@impcas.ac.cn) |
| 英文摘要 | In order to reduce the difficulty of the tuning work and improve transmission efficiency at the 320-kV heavy ion multidisciplinary research facility (IMRF), an online optimization system was developed. In this paper, the difficulties of manual tuning are analyzed amply. Various optimization-based approaches were considered and a Bayesian optimization method was selected and implemented in hardware. We have applied the online optimization system at the beamline to increase transmission efficiency. The transmission efficiency obtained by this online tuning system can reach 50%, which is better than the manual tuning 30% to 35%. The general work developed in this paper can provide a reference for the design and implementation of online tuning approaches for various complex systems, not just accelerator facilities. |
| WOS研究方向 | Engineering ; Nuclear Science & Technology |
| 语种 | 英语 |
| WOS记录号 | WOS:000476784700001 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.186/handle/113462/132970]  |
| 专题 | 中国科学院近代物理研究所 |
| 通讯作者 | Chang, Jianjun |
| 作者单位 | 1.Chinese Acad Sci, Inst Modern Phys, Dept Control, Lanzhou 730000, Gansu, Peoples R China 2.Univ Chinese Acad Sci, Sch Nucl Sci & Technol, Beijing 100049, Peoples R China 3.Chinese Acad Sci, Inst Modern Phys, Dept Phys, Lanzhou 730000, Gansu, Peoples R China |
| 推荐引用方式 GB/T 7714 | Chang, Jianjun,Yuan, Youjin,Zhang, Wei. Online Optimization System for 320-kV Heavy Ion Multidisciplinary Research Facility[J]. IEEE TRANSACTIONS ON NUCLEAR SCIENCE,2019,66(7):1782-1789. |
| APA | Chang, Jianjun,Yuan, Youjin,&Zhang, Wei.(2019).Online Optimization System for 320-kV Heavy Ion Multidisciplinary Research Facility.IEEE TRANSACTIONS ON NUCLEAR SCIENCE,66(7),1782-1789. |
| MLA | Chang, Jianjun,et al."Online Optimization System for 320-kV Heavy Ion Multidisciplinary Research Facility".IEEE TRANSACTIONS ON NUCLEAR SCIENCE 66.7(2019):1782-1789. |
入库方式： OAI收割
来源：近代物理研究所
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