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Dynamic Exclusion of Low-Fidelity Data in Bayesian Optimization for Autonomous Beamline Alignment 在贝叶斯优化中动态排除低保真数据,实现自主光束线对准
Pub Date : 2024-08-13 DOI: arxiv-2408.06540
Megha R. Narayanan, Thomas W. Morris
Aligning beamlines at synchrotron light sources is a high-dimensional,expensive-to-sample optimization problem, as beams are focused using a seriesof dynamic optical components. Bayesian Optimization is an efficient machinelearning approach to finding global optima of beam quality, but the model caneasily be impaired by faulty data points caused by the beam going off the edgeof the sensor or by background noise. This study, conducted at the NationalSynchrotron Light Source II (NSLS-II) facility at Brookhaven NationalLaboratory (BNL), is an investigation of methods to identify untrustworthyreadings of beam quality and discourage the optimization model from seeking outpoints likely to yield low-fidelity beams. The approaches explored includedynamic pruning using loss analysis of size and position models and alengthscale-based genetic algorithm to determine which points to include in themodel for optimal fit. Each method successfully classified high and lowfidelity points. This research advances BNL's mission to tackle our nation'senergy challenges by providing scientists at all beamlines with access tohigher quality beams, and faster convergence to these optima for theirexperiments.
同步辐射光源的光束线对准是一个高维、取样昂贵的优化问题,因为光束是通过一系列动态光学元件聚焦的。贝叶斯优化法是一种高效的机器学习方法,可用于寻找光束质量的全局最优值,但由于光束偏离传感器边缘或背景噪声造成的错误数据点,该模型很容易受到影响。这项研究是在布鲁克海文国家实验室(BNL)的国家同步辐射光源 II(NSLS-II)设备上进行的,旨在研究如何识别不可信的光束质量读数,并阻止优化模型寻找可能产生低保真光束的外点。所探索的方法包括使用尺寸和位置模型的损失分析进行动态修剪,以及使用基于长度标度的遗传算法来确定将哪些点纳入模型以实现最佳拟合。每种方法都成功地对高保真和低保真点进行了分类。这项研究为所有光束线的科学家提供了更高质量的光束,并使他们在实验中更快地收敛到这些最佳值,从而推进了 BNL 应对国家能源挑战的使命。
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引用次数: 0
Report on the Advanced Linear Collider Study Group (ALEGRO) Workshop 2024 先进直线对撞机研究小组(ALEGRO)2024 年研讨会报告
Pub Date : 2024-08-06 DOI: arxiv-2408.03968
J. Vieira, B. Cros, P. Muggli, I. A. Andriyash, O. Apsimon, M. Backhouse, C. Benedetti, S. S. Bulanov, A. Caldwell, Min Chen, V. Cilento, S. Corde, R. D'Arcy, S. Diederichs, E. Ericson, E. Esarey, J. Farmer, L. Fedeli, A. Formenti, B. Foster, M. Garten, C. G. R. Geddes, T. Grismayer, M. J. Hogan, S. Hooker, A. Huebl, S. Jalas, M. Kirchen, R. Lehe, W. Leemans, Boyuan Li, C. A. Lindström, R. Losito, C. E. Mitchell, W. B. Mori, P. Muggli, D. Terzani, M. Thévenet, M. Turner, J. -L. Vay, J. Vieira, D. Völker, Jie Zhang, W. Zhang
The workshop focused on the application of ANAs to particle physics keepingin mind the ultimate goal of a collider at the energy frontier (10,TeV,e$^+$/e$^-$, e$^-$/e$^-$, or $gammagamma$). The development of ANAs isconducted at universities and national laboratories worldwide. The community isthematically broad and diverse, in particular since lasers suitable for ANAresearch (multi-hundred-terawatt peak power, a few tens of femtosecond-longpulses) and acceleration of electrons to hundreds of mega electron volts tomulti giga electron volts became commercially available. The community spansseveral continents (Europe, America, Asia), including more than 62 laboratoriesin more than 20 countries. It is among the missions of the ICFA-ANA panel tofeature the amazing progress made with ANAs, to provide internationalcoordination and to foster international collaborations towards a future HEPcollider. The scope of this edition of the workshop was to discuss the recentprogress and necessary steps towards realizing a linear collider for particlephysics based on novel-accelerator technologies (laser or beam driven in plasmaor structures). Updates on the relevant aspects of the European Strategy forParticle Physics (ESPP) Roadmap Process as well as of the P5 (in the US) werepresented, and ample time was dedicated to discussions. The major outcome ofthe workshop is the decision for ALEGRO to coordinate efforts in Europe, in theUS, and in Asia towards a pre-CDR for an ANA-based, 10,TeV CM collider. Thisgoal of this coordination is to lead to a funding proposal to be submitted toboth EU and EU/US funding agencies. This document presents a summary of theworkshop, as seen by the co-chairs, as well as short 'one-pagers' written bythe presenters at the workshop.
研讨会重点讨论了ANA在粒子物理学中的应用,并牢记在能量前沿(10,TeV,e$^+$/e$^-$, e$^-$/e$^-$, 或$gammagamma$)建造对撞机的最终目标。全世界的大学和国家实验室都在开发 ANA。特别是自从适合 ANA 研究的激光器(数百兆瓦峰值功率、几十飞秒长脉冲)和将电子加速到数百兆电子伏特到数千兆电子伏特后,这一研究领域变得广泛而多样。该社区横跨几大洲(欧洲、美洲和亚洲),包括 20 多个国家的 62 个实验室。ICFA-ANA 小组的使命之一就是展示 ANA 取得的惊人进展,提供国际协调,并促进国际合作,以实现未来的高能电子对撞机。本期讲习班的范围是讨论在新型加速器技术(等离子体或结构中的激光或光束驱动)基础上实现粒子物理学直线对撞机的最新进展和必要步骤。会议介绍了欧洲粒子物理战略(ESPP)路线图进程和五常(美国)相关方面的最新情况,并专门安排了大量时间进行讨论。研讨会的主要成果是决定由ALEGRO协调欧洲、美国和亚洲的努力,为基于ANA的10,TeV CM对撞机制定预CDR。这项协调工作的目标是向欧盟和欧盟/美国资助机构提交一份资助提案。本文件介绍了联合主席对研讨会的总结,以及研讨会发言人撰写的简短 "单页"。
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引用次数: 0
Simulation studies on compensation for space-charge-induced half-integer and 3rd-order resonance crossing in HIAF-BRing 对 HIAF-BRing 中空间电荷引起的半整数和三阶共振交叉的补偿进行仿真研究
Pub Date : 2024-08-04 DOI: arxiv-2408.01954
Cheng Guo, Jie Liu, Jiancheng Yang, Ruihu Zhu
Space-charge-induced resonance crossing is one notable limitation of beamintensity in high-intensity synchrotrons. This paper proposes a modification tothe Resonance Driving Terms (RDTs) to compensate for the combined effects ofspace charge and magnetic field imperfections under resonance crossing. The newRDTs are named modified RDTs. The effectiveness of the modified RDTs isdemonstrated through simulations of half-integer and 3rd-order resonancecrossings using the lattice of the High Intensity Heavy-Ion AcceleratorFacility Booster Ring (HIAF-BRing). The simulations illustrate that thecompensation provided by the modified RDTs significantly suppresses emittancegrowth and reduces distortion in the phase space.
空间电荷引起的共振交叉是高强度同步加速器光束强度的一个显著限制。本文提出了对共振驱动项(RDTs)的修改,以补偿共振穿越下空间电荷和磁场缺陷的综合影响。新的共振驱动项被命名为修正的共振驱动项。通过使用高强度重离子加速器增能环(HIAF-BRing)晶格模拟半整数和三阶共振穿越,证明了修正 RDTs 的有效性。模拟结果表明,改进型 RDT 所提供的补偿大大抑制了发射率的增长,并减少了相空间的畸变。
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引用次数: 0
Magnetic Compressors for MeV-UED 用于 MeV-UED 的磁性压缩机
Pub Date : 2024-08-01 DOI: arxiv-2408.00936
Tianzhe Xu, Robert Joel England
Magnetic compressors offer an attractive path toward jitter-free bunchcompression in MeV-UED. Compared with RF bunchers, magnetic compressors do notintroduce additional timing jitter and can be configured to minimize timingjitter due to upstream energy fluctuation. In this work we discuss theprinciples of designing magnetic compressors for MeV-UED. Start-to-endsimulation of a dogleg compressor is presented. Results show a bunch length of11~fs can be achieved at 100 fC charge with small emittance growth.
磁压缩器为在 MeV-UED 中实现无抖动束压缩提供了一条极具吸引力的途径。与射频束流器相比,磁性压缩器不会带来额外的定时抖动,而且可以通过配置将上游能量波动引起的定时抖动降至最低。在这项工作中,我们讨论了为 MeV-UED 设计磁压缩器的原理。介绍了狗腿式压缩机从开始到结束的模拟。结果表明,在 100 fC 电荷下可以实现 11~fs 的束长,且发射率增长很小。
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引用次数: 0
Calculation of RF-induced Temporal Jitter in Ultrafast Electron Diffraction 计算超快电子衍射中射频引起的时间抖动
Pub Date : 2024-08-01 DOI: arxiv-2408.00937
Tianzhe Xu, Fuhao Ji, Stephen Weathersby, Robert Joel England
A significant contribution to the temporal resolution of an ultrafastelectron diffraction (UED) instrument is arrival time jitter caused byamplitude and phase variation of radio frequency (RF) cavities. In this paper,we present a semi-analytical approach for calculating RF-induced temporaljitter from klystron and RF cavity parameters. Our approach allows fastestimation of temporal jitter for MeV-UED beamlines and can serve as a virtualtiming tool when shot-to-shot measurements of RF amplitude and phase jittersare available. A simulation study for the SLAC MeV-UED instrument is presentedand the temporal resolution for several beamline configurations are compared.
射频(RF)腔的振幅和相位变化引起的到达时间抖动对超电子衍射(UED)仪器的时间分辨率有很大影响。在本文中,我们提出了一种半分析方法,用于根据速调管和射频腔参数计算射频引起的时间抖动。我们的方法可以最快地估算 MeV-UED 光束线的时间抖动,并且在可以获得射频振幅和相位抖动的逐次测量值时,可以用作虚拟计时工具。本文介绍了 SLAC MeV-UED 仪器的模拟研究,并比较了几种光束线配置的时间分辨率。
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引用次数: 0
Epics Deployment at Fermilab 在费米实验室部署 Epics
Pub Date : 2024-07-31 DOI: arxiv-2408.00174
P. HanletFermi National Accelerator Laboratory, M. GonzalezFermi National Accelerator Laboratory, J. DiamondFermi National Accelerator Laboratory, K. S. MartinFermi National Accelerator Laboratory
Fermilab has traditionally not been an EPICS house; as such expertise inEPICS is limited and scattered. PIP-II will be using EPICS for its controlsystem. When in operation, it will need to interface with the existing,modernized (see ACORN) legacy control system. Treating EPICS controls atFermilab as a green field, we have developed and deployed a software pipelinewhich addresses these needs and presents to developers a tested and robustsoftware framework, including template IOCs from which new developers canquickly deploy new front ends, aka IOCs. In this presentation, motivation forthis work, implementation of a continuous integration/continuous deploymentpipeline, testing, template IOCs, and the deployment of userservices/applications will be discussed. This new infrastructure of IOCs andservices is being developed and used in the PIP-II cryomodule teststand; ourexperiences and lessons learned will be also be discussed.
费米实验室历来不是 EPICS 研究机构;因此,EPICS 方面的专业知识有限而且分散。PIP-II 的控制系统将使用 EPICS。在运行时,它将需要与现有的、现代化的(见 ACORN)传统控制系统对接。我们将费米实验室的 EPICS 控制系统视为一块绿地,开发并部署了一个软件管道,以满足这些需求,并为开发人员提供了一个经过测试的强大软件框架,包括模板 IOC,新开发人员可以在此基础上快速部署新的前端(又称 IOC)。本讲座将讨论这项工作的动机、持续集成/持续部署管道的实施、测试、模板 IOC 以及用户服务/应用程序的部署。这种新的 IOC 和服务基础设施正在 PIP-II Cryomodule 测试台中开发和使用;我们的经验和教训也将得到讨论。
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引用次数: 0
Low-alpha Operation of the Iota Storage Ring Iota 存储环的低阿尔法运行
Pub Date : 2024-07-29 DOI: arxiv-2407.20358
M. WallbankFermi National Accelerator Laboratory, Batavia, IL, USA, J. JarvisFermi National Accelerator Laboratory, Batavia, IL, USA
Operation with ultra-low momentum-compaction factor (alpha) is a desirablecapability for many storage rings and synchrotron radiation sources. Forexample, low-alpha lattices are commonly used to produce picosecond bunches forthe generation of coherent THz radiation and are the basis of a number ofconceptual designs for EUV generation via steady-state microbunching (SSMB).Achieving ultra-low alpha requires not only a high-level of stability in thelinear optics but also flexible control of higher-order compaction terms.Operation with lower momentum-compaction lattices has recently beeninvestigated at the IOTA storage ring at Fermilab. A procedure for lowering thering compaction using the linear optics along with compensations from thehigher-order magnets was developed with the aid of a model, and an experimentaltechnique for measuring the momentum compaction was developed. The lowestmomentum compaction achieved during the available run-time was$3.4times10^{-4}$, around 15 times lower than previously operated. Thesefeasibility studies ensure an improved experimental understanding of the IOTAoptics and potentially will enable new research programs at the facility.
对于许多存储环和同步辐射源来说,以超低动量压实因子(α)运行是一种理想的能力。例如,低α晶格通常用于产生皮秒束,用于产生相干太赫兹辐射,并且是通过稳态微束(SSMB)产生超紫外光的许多概念设计的基础。在模型的帮助下,利用线性光学和高阶磁铁的补偿,开发了一种降低压实的程序,并开发了一种测量动量压实的实验技术。在可用运行时间内实现的最低动量压实为 3.4times10^{-4}$,比以前运行的低约 15 倍。这些可行性研究确保了对 IOTA 光学设备实验理解的提高,并有可能使该设备开展新的研究项目。
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引用次数: 0
Hall Effect, Magnetoresistance, and Current Distribution in Quench Heaters 淬火加热器中的霍尔效应、磁阻和电流分布
Pub Date : 2024-07-29 DOI: arxiv-2407.19830
J. Rysti
Quench heaters are often an essential part of protecting a superconductingaccelerator magnet during a quench. Their purpose is to spread the quenchthroughout the coil as quickly as possible. They are located in areas of highmagnetic fields and are thus prone to magnetoresistive phenomena and the Halleffect. Such influences can cause currents to distribute unevenly in theheaters, which results in uneven heating. This can reduce the effectiveness ofthe heaters and even endanger them due to excessive local heating. Also, theheater geometry itself can be the cause of uneven current density. In this paper we investigate by numerical simulations the importance of themagnetic effects on quench heater performance and whether they should be takeninto account in the design. The main interest is in the Hall effect, which wasperceived as the most likely source of trouble for the design of quenchheaters. We use a simple phenomenological approach for modeling the Halleffect, utilizing values from the literature for the Hall coefficients.Magnetoresistance is also considered and the impact of heater geometry oncurrent distributions is briefly visited. The conclusion of this research is that magnetoresistance plays aninsignificant role in the functioning of quench heaters. The Hall effect canclearly be more influential, but nevertheless should not pose any problems inmost cases. Current distributions due to heater geometry should be take intoconsideration in the design phase and, if needed, take measures to equalize thecurrent density by using, for example, copper cladding in appropriatelocations.
淬火加热器通常是在淬火期间保护超导加速器磁体的重要组成部分。其目的是尽快将淬火扩散到整个线圈。淬火加热器位于高磁场区域,因此容易产生磁阻现象和哈勒效应。这些影响会导致电流在加热器中分布不均,从而造成加热不均匀。这会降低加热器的效率,甚至由于局部加热过度而危及加热器。此外,加热器的几何形状本身也可能是造成电流密度不均匀的原因。在本文中,我们通过数值模拟研究了磁效应对淬火加热器性能的重要性,以及在设计中是否应考虑磁效应。我们主要关注的是霍尔效应,因为它被认为是骤冷加热器设计中最可能出现问题的根源。我们使用了一种简单的现象学方法来模拟霍尔效应,并利用了文献中的霍尔系数值。我们还考虑了磁阻问题,并简要探讨了加热器几何形状对电流分布的影响。这项研究的结论是,磁阻在淬火加热器的功能中起着不重要的作用。霍尔效应的影响显然更大,但在大多数情况下不会造成任何问题。在设计阶段应考虑到加热器几何形状造成的电流分布,如有必要,应采取措施均衡电流密度,例如在适当位置使用铜包层。
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引用次数: 0
Target Development Using the Method of High-Intensity Vibrational Powder Plating (HIVIPP) at the Center for Accelerator Target Science (CATS) at Argonne National Laboratory (ANL) 阿贡国家实验室(ANL)加速器靶材科学中心(CATS)使用高强度振动粉末电镀(HIVIPP)方法进行靶材开发
Pub Date : 2024-07-26 DOI: arxiv-2407.19052
C. Mohs, C. Müller-Gatermann, M. Gott, J. Nolen, R. Gampa, J. Greene
One of the primary goals of the Center for Accelerator Target Science (CATS)is to provide targets and foils in support of the ATLAS User Facility and theLow-Energy community at large. While a wide array of target productiontechniques are available at CATS, new methods that must be explored invariablyarise. One such technique, the High-Intensity Vibrational Powder Plating(HIVIPP), was first reported in 1997 by Isao Sugai. It was developed to producetargets and stripper foils that were difficult to make by standard methods. AtArgonne National Laboratory (ANL), we have successfully constructed and testeda simple system for this purpose. We have produced targets of carbon andtitanium on various metal backings using the HIVIPP method. We are currently inthe exciting phase of exploring the production of other elements, includingisotopically enriched and radioactive material. This work is in progress andwill be further detailed with specific examples.
加速器靶科学中心(CATS)的主要目标之一是为 ATLAS 用户设施和整个低能界提供靶材和箔材。虽然 CATS 拥有大量的靶件生产技术,但必须不断探索新的方法。高强度振动粉末电镀(HIVIPP)就是这样一种技术,由 Isao Sugai 于 1997 年首次报道。开发该技术是为了生产标准方法难以制造的靶材和剥离箔。在阿贡国家实验室(ANL),我们成功地构建并测试了一个用于此目的的简单系统。我们已经利用 HIVIPP 方法在各种金属衬底上生产出了碳和钛靶。目前,我们正处于探索生产其他元素(包括同位素富集和放射性材料)的激动人心的阶段。这项工作正在进行中,我们将通过具体实例进一步详细介绍。
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引用次数: 0
Next Generation LLRF Control Platform for Compact C-band Linear Accelerator 用于紧凑型 C 波段线性加速器的下一代 LLRF 控制平台
Pub Date : 2024-07-25 DOI: arxiv-2407.18198
Chao Liu, Ryan Herbst, Larry Ruckman, Emilio Nanni
The Low-Level RF (LLRF) control circuits of linear accelerators (LINACs) areconventionally realized with heterodyne based architectures, which have analogRF mixers for up and down conversion with discrete data converters. We havedeveloped a new LLRF platform for C-band linear accelerator based on theFrequency System-on-Chip (RFSoC) device from AMD Xilinx. The integrated dataconverters in the RFSoC can directly sample the RF signals in C-band andperform the up and down mixing digitally. The programmable logic and processorsrequired for signal processing for the LLRF control system are also included ina single RFSoC chip. With all the essential components integrated in a device,the RFSoC-based LLRF control platform can be implemented more cost-effectivelyand compactly, which can be applied to a broad range of acceleratorapplications. In this paper, the structure and configuration of the newlydeveloped LLRF platform will be described. The LLRF prototype has been testedwith high power test setup with a Cool Cooper Collider (C(^3)) acceleratingstructure. The LLRF and the solid state amplifier (SSA) loopback setupdemonstrated phase jitter in 1 s as low as 115 fs, which is lower than therequirement of C(^3). The rf signals from the klystron forward andaccelerating structure captured with peak power up to 16.45 MW will bepresented and discussed.
线性加速器(LINAC)的低电平射频(LLRF)控制电路传统上是通过基于外差的架构实现的,这种架构具有用于上下转换的模拟射频混频器和分立数据转换器。我们基于 AMD Xilinx 公司的频率片上系统 (RFSoC) 设备,为 C 波段线性加速器开发了一种新型 LLRF 平台。RFSoC 中集成的数据转换器可直接对 C 波段射频信号进行采样,并以数字方式执行上下混合。LLRF 控制系统信号处理所需的可编程逻辑和处理器也包含在单个 RFSoC 芯片中。由于所有重要组件都集成在一个器件中,基于 RFSoC 的 LLRF 控制平台可以更经济、更紧凑地实现,可广泛应用于加速器领域。本文将介绍新开发的 LLRF 平台的结构和配置。LLRF原型已经在冷库珀对撞机(Cool Cooper Collider)加速结构的高功率测试装置上进行了测试。LLRF和固态放大器(SSA)环回装置证明,1秒内的相位抖动低至115 fs,低于C(^3)的要求。将介绍和讨论从速调管正向和加速结构捕获的峰值功率高达 16.45 MW 的射频信号。
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引用次数: 0
期刊
arXiv - PHYS - Accelerator Physics
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