Table_1:同步加速器质子笔形束点扫描系统机器运行参数对束流配送时间的影响及其与治疗计划特征相关性的研究数据
基于Table_1的质子PBS系统机器参数与束流配送时间模拟分析数据表,用于评估参数优化及治疗计划相关性。

基本信息
资源简介
Table_1:同步加速器质子笔形束点扫描系统机器运行参数对束流配送时间的影响及其与治疗计划特征相关性的研究数据
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 723.40 KB,主题涵盖 beam delivery time、proton pencil beam scanning、synchrotron、machine operation parameters、treatment plan characteristics.,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《Table_1_Investigation of the impact of machine operating parameters on beam delivery time and its correlation with treatment plan characteristics for synchrotron-based proton pencil beam spot scanning system.docx》。配套论文《Intrafraction motion during partial breast irradiation depends on treatment time》发表于 Radiotherapy and Oncology(2021),DOI:10.1016/j.radonc.2021.03.029。源站首次发布:2022-11-10。
【数据内容】
源站原始描述:PurposeTo investigate the beam delivery time (BDT) reduction due to the improvement of machine parameters for Hitachi synchrotron-based proton PBS system. MethodsBDTs for representative treatment plans were calculated to quantitatively estimate the BDT improvement from our 2015 system at Mayo Clinic in Arizona to our system to be implemented in 2025 at Mayo Clinic in Florida, and to a hypothetical future system. To specifically assess how each incremental improvement in the operating parameters…
【数据结构与技术规格】
文件数 1 个,合计 723.40 KB。Table_1_Investigation of the impact of machine operating parameters on beam delivery time and its correlation with treatment plan characteristics for .docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,723.40 KB。数据集 DOI:10.3389/fonc.2022.1036139.s001。
【主题与分类】
源站学科分类:Cancer、Haematological Tumours、Molecular Targets、Radiation Therapy、Oncology and Carcinogenesis not elsewhere classified、Solid Tumours。主题标签:beam delivery time、proton pencil beam scanning、synchrotron、machine operation parameters、treatment plan characteristics.。
【适用方向】
结构化表格数据可直接用于统计建模、特征工程与队列分析。
【获取与许可】
源站页面:https://frontiersin.figshare.com/articles/dataset/Table_1_Investigation_of_the_impact_of_machine_operating_parameters_on_beam_delivery_time_and_its_correlation_with_treatment_plan_characteristics_for_synchrotron-based_proton_pencil_beam_spot_scanning_system_docx/21530904
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Liang, Xiaoying; Beltran, Chris; Liu, Chunbo; Shen, Jiajian; Bues, Martin; Furutani, Keith M. (2022). Table_1_Investigation of the impact of machine operating parameters on beam delivery time and its correlation with treatment plan characteristics for synchrotron-based proton pencil beam spot scanni…
【使用注意】
· 源站最后修改于 2023-06-20,引用时请注意版本时效。
下载信息
注册下载
需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。
暂未开放公开下载
无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。
免登录当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。
使用方式
数据集获取(Figshare)
- 源站标题:Table_1_Investigation of the impact of machine operating parameters on beam delivery time and its correlation with treatment plan characteristics for synchrotron-based proton pencil beam spot scanning system.docx
- DOI:10.3389/fonc.2022.1036139.s001
- 发布日期:2022-11-10
- 文件数:1 个
- 文件总体积:723.40 KB
- 源站页面:https://frontiersin.figshare.com/articles/dataset/Table_1_Investigation_of_the_impact_of_machine_operating_parameters_on_beam_delivery_time_and_its_correlation_with_treatment_plan_characteristics_for_synchrotron-based_proton_pencil_beam_spot_scanning_system_docx/21530904
命令行下载
curl -L -o "Table_1_Investigation of the impact of machine operating parameters on beam delivery time and its correlation with treatment plan characteristics for .docx" "https://ndownloader.figshare.com/files/38165586"
文件清单
Table_1_Investigation of the impact of machine operating parameters on beam delivery time and its correlation with treatment plan characteristics for .docx(723.40 KB)
文件总体积 723.40 KB(源站 API 实测)。
数据加载示例(图像类)
from PIL import Image
import glob, os
files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)
# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path) # 要求 子目录=类别
目录组织与标注格式以源站说明和下载后实际文件为准。
数据说明
PurposeTo investigate the beam delivery time (BDT) reduction due to the improvement of machine parameters for Hitachi synchrotron-based proton PBS system.
MethodsBDTs for representative treatment plans were calculated to quantitatively estimate the BDT improvement from our 2015 system at Mayo Clinic in Arizona to our system to be implemented in 2025 at Mayo Clinic in Florida, and to a hypothetical future system. To specifically assess how each incremental improvement in the operating parameters reduced the total BDT, for each plan, we simulated the BDT 10,368 times with various settings of the nine different operating parameters. The effect of each operating parameter on BDT reduction and its correlation with treatment plan characteristics were analyzed. The optimal number of multiple energy extraction (MEE) layers per spill for different systems was also investigated.
ResultsThe median (range) decrease in BDT was 60% (56%-70%) from the 2015 to the 2025 system. The following incremental improvement in parameters of the 2015 system for the 2025 system played an important role in this decreased BDT: beam intensity (8 to 20 MU/s), recapture efficiency (50% to 80%), number of MEE layers per spill (4 to 8), scanning magnet preparation and verification time (1.9 to 0.95 msec), and MEE layer switch time (200 to 100 msec). Reducing the total spill change time and scanning magnet preparation and verification time from those of the 2025 system further reduced BDT in the hypothetical future system. 8 MEE layers per spill is optimal for a system with 50% recapture efficiency; 16 MEE layers per spill is optimal for a system with 80% recapture efficiency; and more than 16 MEE layers per spill is beneficial only for a system close to 100% recapture efficiency.
ConclusionsWe systematically studied the effect of each machine operating parameter on the reduction in total BDT and its correlation with treatment plan characteristics. Our findings will aid new and existing synchrotron-based proton beam therapy centers to make balanced decisions on BDT benefits vs. costs when considering machine upgrade or new system selection.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.3389/fonc.2022.1036139.s001(source: https://frontiersin.figshare.com/articles/dataset/Table_1_Investigation_of_the_impact_of_machine_operating_parameters_on_beam_delivery_time_and_its_correlation_with_treatment_plan_characteristics_for_synchrotron-based_proton_pencil_beam_spot_scanning_system_docx/21530904)。
需要用于商业化训练或医疗器械注册(NMPA/FDA)?
公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连,提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。




