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Assessment of Monitor Units and Gamma Pass Rate for 6 MV and Flattening Filter Free (FFF) Beams in Volumetric Modulated Arc Therapy (VMAT)
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作者 Kwame Anokye Amoabeng Anne Beate Langeland Marthinsen +4 位作者 Francis Hasford Samuel Nii Adu Tagoe Evelyn Anaafi Mark Pokoo-Aikins Theresa Bebaaku Dery 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2023年第1期1-8,共8页
Background: In linear accelerators, the treatment field’s uniform intensity is achieved by including a flattening filter in the beam. However, to produce more conformal dose distributions, contemporary radiotherapy p... Background: In linear accelerators, the treatment field’s uniform intensity is achieved by including a flattening filter in the beam. However, to produce more conformal dose distributions, contemporary radiotherapy practice now frequently uses fluence and aperture modifying techniques, such as volumetric modulated arc therapy. In these circumstances, the flattening filter in the beam manufacturing process is no longer required. It is therefore necessary to compare the monitor units of 6 MV and flattening filter free plans and how it influences the gamma pass rates to determine which is best for treating cervical cancer with pelvic lymph node metastasis. Methods: VMAT plans for fifteen patients with cervical cancer with pathological pelvic lymph node metastasis were included in this study. Each patient had two VMAT plans using conventional 6 MV beam with flattening filter and one with flattening filter free beam (FFF). The VMAT plans were made using two arcs, and then recalculated to give the planned dose distribution to the detectors in a Delta4 phantom. The VMAT plans were irradiated on the Delta4 phantom using an Elekta linear accelerator (6 MV). Results: The mean monitor unit for the 6 MV plans was 506.3 MU and a standard deviation of 48.6 while that of the FFF plans had a mean MU of 701.5 with a standard deviation of 87.6. The total monitor units (MUs) for the FFF plans were significantly greater than the 6 MV plans (p = 6.1 × 10<sup>-5</sup>). Conclusion: Flattening filter free (FFF) plans require more numbers of monitor units in comparison to conventional 6 MV filtered beams for external radiation of cervical cancer with pelvic lymph nodes involvement. 展开更多
关键词 monitor units Gamma Pass Rate Flattening Filter Free Multileaf Collimator
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Effects of Beam Startup Characteristics on Dose Delivery Accuracy at Low Monitor Units in Step-and-Shoot Intensity Modulated Radiation Therapy 被引量:3
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作者 Kazunori Fujimoto Kunihiko Tateoka +12 位作者 Yuji Yaegashi Katsumi Shima Junji Suzuki Yuichi Saito Akihiro Nakata Takuya Nakazawa Tadanori Abe Masaki Yano Masanori Someya Kensei Nakata Masakazu Hori Masato Hareyama Koichi Sakata 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2013年第1期1-5,共5页
Intensity modulated radiation therapy (IMRT) is a highly accurate technique that is usually implemented in either dynamic or step-and-shoot fashion with many segments each having low monitor units (MUs). The present s... Intensity modulated radiation therapy (IMRT) is a highly accurate technique that is usually implemented in either dynamic or step-and-shoot fashion with many segments each having low monitor units (MUs). The present study evaluated the effects of beam startup characteristics on the dose delivery accuracy for each segment at low MUs for step-and-shoot IMRT with an Elekta Precise accelerator at the highest dose rates. We used a two-dimensional semi-conductor detector for the dose measurements. The field size of each segment was assumed to be 20 ×20 cm2 and each segment was set to deliver 1 - 10 MUs. Our results show a variation in dose delivery accuracy between segments for the same IMRT beam, which can be attributed to the beam startup characteristics. This variability is attributed to the changes in the transient changes in the temperatures of the electron gun filament and the magnetron. That is, the transient increase in the temperature of the filament leads to increasing doses with time and that of the magnetron leads to decreasing doses with time during the first few MUs. 展开更多
关键词 Startup Performance Step-and-Shoot IMRT LOW monitor unitS
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Beam Characteristics at Low Dose Monitor Unit Settings for Vero4DRT
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作者 Hideharu Miura Shuichi Ozawa +3 位作者 Shintaro Tsuda Masahiro Hayata Kiyoshi Yamada Yasushi Nagata 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2015年第4期284-289,共6页
The stability of delivery of low monitor unit (MU) setting is important especially for step-and-shoot intensity-modulated radiotherapy (IMRT), because the nature of the technique is inherent to repeat beam on/off acco... The stability of delivery of low monitor unit (MU) setting is important especially for step-and-shoot intensity-modulated radiotherapy (IMRT), because the nature of the technique is inherent to repeat beam on/off according to the number of the segments. This study evaluates the dose linearity and profile flatness/symmetry under low MU settings for Vero4DRT, a new linear-accelerator based irradiation system that currently implements step-and-shoot IMRT. To evaluate the dose linearity and flatness/symmetry, the point doses and beam profiles were measured as functions of MU and dose rates. The accuracy of dose delivery depended on the dose rate. Under all dose rates, the dose was linear within 1% above 5 MU and within 2% above 3 MU. The beam symmetry was degraded in-line compared with crossline, although both profiles were symmetric within 2% at all dose settings. The profile flatness was also within 2% above 5 MU at any dose rate and showed no significant variation among the low MU settings. To ensure stable beam delivery without increasing the treatment time of Vero4DRT, we recommend a delivery of 5 MU per segment at a dose rate of 500 MU/min. 展开更多
关键词 Vero4DRT Step-and-Shoot IMRT Low monitor unit Beam Characteristic
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Research on Network-based Integrated Condition Monitoring Unit for Rotating Machinery
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作者 XIXiao-peng ZHANGWen-rui +2 位作者 XIShuan-min JINGMin-qing YULie 《International Journal of Plant Engineering and Management》 2004年第3期139-144,共6页
In this paper, a network-based monitoring unit for condition monitoring andfault diagnosis of rotating machinery is designed and implemented. With the technology of DSP(Digital signal processing) , TCP/IP, and simulta... In this paper, a network-based monitoring unit for condition monitoring andfault diagnosis of rotating machinery is designed and implemented. With the technology of DSP(Digital signal processing) , TCP/IP, and simultaneous acquisition, a mechanism of multi-process andinter-process communication, the integrating problem of signal acquisition, the data dynamicmanagement and network-based configuration in the embedded condition monitoring system is solved. Itoffers the input function of monitoring information for network-based condition monitoring and afault diagnosis system. 展开更多
关键词 condition monitoring integrated monitoring unit network-basedconfiguration interprocess communication digital signal processing
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ZIZ-2 Vibration monitoring and diagnosing system for turbine generator units
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《Electricity》 1996年第1期53-53,共1页
ZJZ-2 system has the following functions: (1) Real-time on-line sampling and FFT analysis (32 channel); (2) Data aquisition, analysis and storage during start-up and shut-down; (3) Alarming, emergency recognition and ... ZJZ-2 system has the following functions: (1) Real-time on-line sampling and FFT analysis (32 channel); (2) Data aquisition, analysis and storage during start-up and shut-down; (3) Alarming, emergency recognition and fault retrieval; (4) Data aquisition, analysis and storage during daily operation; (5) Recall of historic data; (6) Output of routine reports and tables; (7) Analysis of vibration behaviour: Bode plot, polar plot, spectrum, cascade, waveform, shaft orbit, trend, etc; 展开更多
关键词 LINE ZIZ-2 Vibration monitoring and diagnosing system for turbine generator units
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Tracking Galloping Profile of Transmission Lines Using Wireless Inertial Measurement Units 被引量:3
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作者 Kai Xie Chao Zhang +2 位作者 Qing Li Wang-Lin Wu Yi-Qing Ni 《Journal of Computer and Communications》 2015年第5期220-228,共9页
Galloping of power transmission lines might bring about huge damage such as massive power outage and collapse of the transmission towers. To realize forecast of the galloping and provide data for study on the gallopin... Galloping of power transmission lines might bring about huge damage such as massive power outage and collapse of the transmission towers. To realize forecast of the galloping and provide data for study on the galloping mechanism, this paper proposes an online monitoring system for tracking galloping profile of power transmission lines based on wireless inertial measurement units (WIMUs). The system is composed of three modules: wireless inertial measurement nodes, monitoring base station, and remote monitoring station. After detailing the hardware system, the corresponding software which positions and displays galloping profile of the transmission line in real-time is outlined. The feasibility of the proposed on-line monitoring system is demonstrated through a series of experiments at the State Grid Key Laboratory of Power Overhead Transmission Line Galloping (Zhengzhou, China) by taking into account different vibration patterns. 展开更多
关键词 Power Transmission LINES GALLOPING Vibration ON-LINE monitoring WIRELESS INERTIAL Measurement unitS
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基于Unity3D的油田抽油机三维可视化监控系统设计 被引量:14
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作者 刘立强 孙文磊 +1 位作者 王一 王炳楷 《系统仿真学报》 CAS CSCD 北大核心 2024年第2期463-475,共13页
针对抽油机监测形式单一、三维可视化程度低和联动性差的缺陷,引入信息―物理实时映射思想,开发了油田抽油机三维可视化监控系统。设计了抽油机数字空间,搭建虚实交互层设计架构;搭建三维可视化系统数据组成及关系框架;结合逆运动学,构... 针对抽油机监测形式单一、三维可视化程度低和联动性差的缺陷,引入信息―物理实时映射思想,开发了油田抽油机三维可视化监控系统。设计了抽油机数字空间,搭建虚实交互层设计架构;搭建三维可视化系统数据组成及关系框架;结合逆运动学,构建数学模型,基于五维模型和Unity 3D平台设计抽油机三维可视化系统总体架构;以游梁式抽油机为对象进行实验验证,实现了实时动态监测、虚实混合控制、运动轨迹追踪和在线预警等服务功能。为三维可视化监控在石油机械领域的落地应用和数字孪生系统的开发提供借鉴。 展开更多
关键词 抽油机 三维可视化 实时动态监测 虚实混合控制 unitY3D
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Realization of Distribution Network Feeder Terminal Unit based on Dual-DSP
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作者 Yunjuan Li Fanrong Wang 《Journal of Electronic Research and Application》 2021年第2期18-26,共9页
This paper presents the design proposal of distribution network monitoring unit based on dual-DSP.A detailed description of the hardware structure about the device is introduced which including signal scheduling,SPI c... This paper presents the design proposal of distribution network monitoring unit based on dual-DSP.A detailed description of the hardware structure about the device is introduced which including signal scheduling,SPI communication,the serial human-computer communication and network communication.Additionally,the paper describes the software process about the master and slave DSPs.Then the analog precision test and the protection response test are carried out.The result shows that the design proposal is correct. 展开更多
关键词 DUAL-DSP Distribution Network monitoring unit Signal Scheduling
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基于网格化调查的土壤地球化学元素背景时空变化监测方法研究
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作者 汪媛媛 金洋 +7 位作者 许伟伟 刘秋香 贺新星 周强 刘玮晶 崔晓丹 汪子意 李文博 《岩矿测试》 北大核心 2025年第5期1069-1082,共14页
土壤地球化学元素背景的时空变化监测是区域生态环境评估、土地资源管理和污染风险防控的重要基础。传统监测方法难以有效兼顾空间异质性、动态变化及经济性,尤其在高度人为干扰的平原农业区,导致监测点布设冗余或不足,难以准确捕捉关... 土壤地球化学元素背景的时空变化监测是区域生态环境评估、土地资源管理和污染风险防控的重要基础。传统监测方法难以有效兼顾空间异质性、动态变化及经济性,尤其在高度人为干扰的平原农业区,导致监测点布设冗余或不足,难以准确捕捉关键环境过程。本文以江苏省中部典型平原农业区为对象,基于1∶50000土壤地球化学调查数据,整合主成分分析(PCA)、莫兰指数和半方差函数,构建分单元监测策略。结果表明,PCA有效解耦自然背景元素(Cr、Ni、Co、V)与人为活动因素(As、Cd、Hg、Pb及N、P)对元素分布的控制作用;空间自相关分析表明,滨湖圩田区重金属元素(Cu、Cd、As)的变程值(92.85~123.30km),显著大于地质背景元素(4.45~9.12km),其空间结构主要受人类活动驱动。基于主成分分析的双层次空间权重模型,将土壤地球化学元素的空间分布特征与地质、土壤和地貌背景结合,划分了六类监测单元,本研究建立了一种动态监测方法,通过复合加权计算综合变程参数,优化了土壤地球化学元素背景的时空变化监测,解决了传统方法在高异质性区域的布点不足与效率低下的问题,应用于土壤环境质量动态监测与农田管理,为快速城市化地区的长期监测网络设计提供了参数化支撑。 展开更多
关键词 背景值 监测单元 监测点优化 时空变化监测
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Decentralized and overall condition monitoring system for large-scale mobile and complex equipment
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作者 Cao Jianjun Zhang Peilin +1 位作者 Ren Guoquan Fu Jianping 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期758-763,共6页
It is an urgent project to realize online and overall condition monitoring and timely fault diagnosis for large-scale mobile and complex equipment. Moreover, most of the existing large-scale complex equipment has quit... It is an urgent project to realize online and overall condition monitoring and timely fault diagnosis for large-scale mobile and complex equipment. Moreover, most of the existing large-scale complex equipment has quite insufficient accessibility of examination, although it still has quite a long service life. The decentralized and overall condition monitoring, as a new concept, is proposed from the point of view of the whole system. A set of complex equipment is divided into several parts in terms of concrete equipment. Every part is processed via one detecting unit, and the main detecting unit is connected with other units. The management work and communications with the remote monitoring center have been taken on by it. Consequently, the difficulty of realizing a condition monitoring system and the complexity of processing information is reduced greatly. Furthermore, excellent maintainability of the condition monitoring system is obtained because of the modularization design. Through an application example, the design and realization of the decentralized and overall condition monitoring system is introduced specifically. Some advanced technologies, such as, micro control unit (MCU), advanced RISC machines (ARM), and control area network (CAN), have been adopted in the system. The system's applicability for the existing large-scale mobile and complex equipment is tested. 展开更多
关键词 condition monitoring fault diagnosis micro control unit information fusion
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面向特定应用的可配置CPU性能分析方法
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作者 邓全 林荣臻 +2 位作者 罗莉 鲁建壮 王永文 《计算机工程与科学》 北大核心 2025年第11期1901-1911,共11页
随着集成电路的发展和芯片应用的不断拓展,可配置CPU为芯片设计空间的探索提供了便利。可配置CPU不仅能满足敏捷设计的需求,还能兼顾用户根据目标应用进行调优的需求。然而,目前面向特定应用的可配置CPU的性能调优仍主要依赖于资深体系... 随着集成电路的发展和芯片应用的不断拓展,可配置CPU为芯片设计空间的探索提供了便利。可配置CPU不仅能满足敏捷设计的需求,还能兼顾用户根据目标应用进行调优的需求。然而,目前面向特定应用的可配置CPU的性能调优仍主要依赖于资深体系结构工程师,缺乏一套科学方法进行指导,因此,提出了一种面向特定应用的可配置CPU性能分析方法。在软件层面,利用Perf工具快速定位应用程序在硬件执行时的热点代码块;在硬件层面,通过分析框架的2种计数模式(时钟周期计数与slots计数),锁定各个执行部件的热点执行情况,以便设计人员快速定位硬件执行的热点行为。对支持RISCV指令集的可配置DMR架构在流体力学典型程序NPB上进行了敏捷设计。实验结果表明,迭代后可配置CPU单核性能提升了13.2%,面积开销增加了12.2%。 展开更多
关键词 性能分析 可配置CPU PMU NPB 测试
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基于三峡电站不同蜗壳埋设方式机组监测资料的结构反馈分析
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作者 陈琴 苏海东 +2 位作者 段国学 崔建华 周世华 《长江科学院院报》 北大核心 2025年第8期135-143,152,共10页
三峡电站是世界上唯一采用3种蜗壳埋设方式的巨型电站,不同蜗壳埋设方式机组的运行状况及差异备受关注。结合真机性能试验监测资料,选择右岸电站3种蜗壳埋设方式的机组为研究对象,采用三维有限元法对相关监测参数进行反馈对比分析,总结... 三峡电站是世界上唯一采用3种蜗壳埋设方式的巨型电站,不同蜗壳埋设方式机组的运行状况及差异备受关注。结合真机性能试验监测资料,选择右岸电站3种蜗壳埋设方式的机组为研究对象,采用三维有限元法对相关监测参数进行反馈对比分析,总结不同埋设方式的结构承载规律及差异,综合评价结构的安全状态。研究表明:计算结果与实测数据规律一致,数值接近,验证了监测结果的可信度、设计研究及计算方法的合理性;直埋方案的混凝土承载比明显高于另两种方案,保压方案和垫层方案的混凝土及钢蜗壳应力总体处于同一水平;流道钢部件应力、钢筋应力及下机架基础相对上抬位移都在设计允许范围内;3种埋设方式下的结构混凝土及钢部件在运行期处于材料弹性阶段。综合分析认为,在运行期,3种蜗壳埋设方式的机组都在设计所预见的正常运行状况。 展开更多
关键词 三峡电站 不同蜗壳埋设方式 机组监测资料 反馈分析 结构承载规律
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EMD-GRU组合模型在煤矿瓦斯体积分数预测中的应用 被引量:2
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作者 盛武 樊斌斌 《安全与环境学报》 北大核心 2025年第4期1339-1348,共10页
为更好厘清瓦斯体积分数数据中长期依赖关系,实现更加精确的瓦斯体积分数预测,提出一种基于经验模态分解算法—门控循环单元(Empirical Mode Decomposition-Gated Recurrent Unit,EMD-GRU)组合的瓦斯体积分数预测方法。该方法通过经验... 为更好厘清瓦斯体积分数数据中长期依赖关系,实现更加精确的瓦斯体积分数预测,提出一种基于经验模态分解算法—门控循环单元(Empirical Mode Decomposition-Gated Recurrent Unit,EMD-GRU)组合的瓦斯体积分数预测方法。该方法通过经验模态分解算法(Empirical Mode Decomposition,EMD)将复杂瓦斯体积分数数据分解为多个平稳序列,并对每个序列采用双层门控循环单元(Gated Recurrent Uni,GRU)进行时序预测;然后,将各分量预测结果叠加重构,得到最终的预测结果;最后,将EMD-GRU模型应用于某矿智能综采工作面瓦斯气体体积分数预测。结果表明:EMD-GRU模型较经验模态分解-长短期记忆(Empirical Mode Decomposition-Long Short-Term Memory,EMD-LSTM)神经网络模型、传统长短期记忆(Long Short-Term Memory,LSTM)神经网络模型和GRU模型,其均方误差(ERMS)分别减少11.57%、33.86%、48.78%,平均绝对百分比误差(EMAP)分别降低19.55%、28.23%和32.76%,同时,在测试集中有着更高的拟合效果(R2=0.9789),验证了该模型有较高的精准度和泛化性。 展开更多
关键词 安全工程 经验模态分解 门控循环单元 井下监测数据 瓦斯体积分数预测
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基于记忆单元自编码的海上升压站平台健康监测方法 被引量:1
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作者 张瑞刚 王大鹏 +3 位作者 雷航 王嘉良 郭楠 任建强 《热力发电》 北大核心 2025年第11期58-67,共10页
提出一种新型海上升压站平台健康监测方法,以增强其在复杂工况下的损伤检测能力。采用基于记忆单元自编码器的深度学习框架,通过对海上升压站的高频振动数据进行降噪和角域重采样来放大故障相关特征。模型利用深度卷积神经网络学习历史... 提出一种新型海上升压站平台健康监测方法,以增强其在复杂工况下的损伤检测能力。采用基于记忆单元自编码器的深度学习框架,通过对海上升压站的高频振动数据进行降噪和角域重采样来放大故障相关特征。模型利用深度卷积神经网络学习历史数据模式,构建隐藏状态记忆库,并实现样本编码特征与记忆库的稀疏匹配。最后,采用高斯混合概率模型对生成的从属分数进行建模,以评估升压站的健康状态。以江苏如东县的海上升压站为案例进行验证,实现了98%以上的异常召回率及准确率,优于其他对比算法。 展开更多
关键词 海上升压站平台 健康监测 角域重采样 记忆单元 深度自编码器
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Experience of Objective Monitoring Management of Nosocomial Infection in ICU Ward
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作者 Jun Liu Jiang Hao Ge-yuan Bian Ji-shen Luo Qi Weng 《麻醉与监护论坛》 2013年第1期43-44,共2页
关键词 ICU病房 医院感染 目标监测 管理经验 重症监护 数字化医院 发生率 感染状况
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基于微生物DNA测序的高含水井组井间连通性评价
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作者 陆红军 薛纯琦 +5 位作者 常笃 冯飞 苏良银 刘建升 王灼 王硕亮 《钻采工艺》 北大核心 2025年第5期128-135,共8页
鄂尔多斯盆地超低渗油藏储层非均质性强,长期水驱开发导致注采矛盾加剧,井间连通性精准评价成为剩余油挖潜的关键技术瓶颈。针对传统示踪剂监测存在的成本高、时效性差及潜在环境污染等问题,文章开展了基于微生物DNA测序的井间连通性评... 鄂尔多斯盆地超低渗油藏储层非均质性强,长期水驱开发导致注采矛盾加剧,井间连通性精准评价成为剩余油挖潜的关键技术瓶颈。针对传统示踪剂监测存在的成本高、时效性差及潜在环境污染等问题,文章开展了基于微生物DNA测序的井间连通性评价。以长庆油田G271典型高含水井组为研究对象,系统采集注水井(1口)与采油井(4口)的产液样本,通过16S rRNA基因扩增子高通量测序技术,构建以扩增子序列变异(Amplicon Sequence Variants,ASV)为分类单元的微生物群落特征数据库。采用Upset集成图解析注采井间微生物群落重叠特征,结合网络图模型定量表征优势菌群的井间连通关系,并同步开展化学示踪剂对比验证实验。研究结果表明:微生物DNA测序技术可实现注采通道的精准识别,与示踪剂监测结果吻合度高,且操作周期缩短40%以上;油藏原位微生物群落具有显著的“井间指纹”特征,优势菌属(如Pseudomonadales、Burkholderiales)的丰度梯度变化可表征优势渗流通道。该项技术结合了环境友好型和成本效益优势,适应于油藏开发全周期的动态监测,为超低渗油藏高含水期剩余油靶向挖潜提供了创新性技术手段,对实现油田绿色高效开发具有重要应用价值。 展开更多
关键词 高含水井组 井间连通性评价 微生物DNA测序 ASV分类单元 示踪剂监测
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市级国土空间规划弹性监测单元体系构建思路——以宁波市为例 被引量:2
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作者 张姗琪 胡卓慜 +2 位作者 廖佳 甄峰 李璐 《规划师》 北大核心 2025年第2期79-86,共8页
随着国土空间规划的工作重点逐步转向国土空间规划实施监测,面向国土空间数字化治理的新要求,急需构建衔接规划编制与实施监测体系的弹性监测单元体系,为进一步建立健全国土空间规划动态监测评估预警和实施监督机制提供技术支持。基于此... 随着国土空间规划的工作重点逐步转向国土空间规划实施监测,面向国土空间数字化治理的新要求,急需构建衔接规划编制与实施监测体系的弹性监测单元体系,为进一步建立健全国土空间规划动态监测评估预警和实施监督机制提供技术支持。基于此,从基本理念、研究对象和功能定位等方面解析弹性监测单元的3大内涵特征,进一步提出弹性监测单元划定和传导体系的总体构建思路,并在此基础上开展宁波市弹性监测单元体系构建实践探析,为市级国土空间规划弹性监测单元体系的构建提供宁波经验。 展开更多
关键词 弹性监测单元 市级国土空间规划 详细规划单元 规划实施监测 宁波市
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多分支时间序列预测与迁移学习相结合的齿轮箱状态监测
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作者 赵文清 林炜超 《动力工程学报》 北大核心 2025年第8期1319-1329,共11页
为了提高利用监控和数据采集(supervisory control and data acquisition,SCADA)多变量长时间序列预测齿轮箱油温的精度,解决不同风电机组因处不同运行环境导致的数据分布不一致的问题,提出了一种基于多分支时间序列预测与迁移学习相结... 为了提高利用监控和数据采集(supervisory control and data acquisition,SCADA)多变量长时间序列预测齿轮箱油温的精度,解决不同风电机组因处不同运行环境导致的数据分布不一致的问题,提出了一种基于多分支时间序列预测与迁移学习相结合的齿轮箱状态监测方法。首先,利用极致梯度提升(extreme gradient boosting,XGBoost)算法筛选输入参数组成原始序列,对其进行分解得到季节与趋势序列。其次,提出季节、趋势序列特征提取模块获取季节及趋势特征的序列,将其与经过Informer模型处理后的特征序列进行融合后输入进多层感知机映射成最终的预测值,以构建提出的多分支时间序列预测网络(multi-branch time series prediction network,MBFN)。最后,利用迁移学习并结合一分类向量支持机(one-class support vector machine,OCSVM)模型及滑动窗口构建齿轮箱的健康指数,完成齿轮箱状态监测。实验结果表明,所提出模型的MBFN显著提高了油温预测精度,优于常规时间序列预测模型,所使用的迁移策略能以较少数据适应不同数据的分布,进而实现对齿轮箱的状态监测,并且所提出的模型可以提前18.9 d发出齿轮箱故障预警。 展开更多
关键词 风电机组 齿轮箱 状态监测 多分支网络 迁移学习
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内蒙古荒漠区土地砾化监测采样方案优化研究
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作者 裴浩 叶虎 +5 位作者 姜艳丰 贾成朕 范磊 张昆 徐丽娜 苗白岭 《地球科学进展》 北大核心 2025年第8期821-830,共10页
为提升土地砾石化监测精度及野外工作效率,推进土地砾石化监测方法创新,以内蒙古荒漠区为研究区域,分别采用熵值TOPSIS和威尔科克森秩和检验方法,开展样方的适宜大小和数量研究,确定内蒙古荒漠区土地砾石化监测最优采样方案。在以100 cm... 为提升土地砾石化监测精度及野外工作效率,推进土地砾石化监测方法创新,以内蒙古荒漠区为研究区域,分别采用熵值TOPSIS和威尔科克森秩和检验方法,开展样方的适宜大小和数量研究,确定内蒙古荒漠区土地砾石化监测最优采样方案。在以100 cm×100 cm样方测量结果作为样地真实值的基础上,进一步选取全新调查区域布设样地,将最大样方扩大至200 cm×200 cm,以增加采样面积和样方数量,优化土地砾石化监测采样方案。两组实验的对比结果表明:①Q25(25 cm×25 cm)规格样方表现出较好的监测适宜性优势,在提高野外工作效率的同时,可以保证测量精度;②不同规格样方适宜数量会随样地最大样方设置尺寸的变化发生明显变化,仅Q25的适宜数量无明显变化,由9个增至10个,表现出较好的稳定性;③利用Q25开展土地砾石化监测工作,得到的砾石覆盖度与单位面积砾石质量监测样方适宜数量结果一致,不仅可以简化土地砾石化监测流程,而且确保了监测数据的可靠性和可比性。 展开更多
关键词 土地砾石化监测 采样方案 覆盖度 单位面积砾石质量 优化
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大跨度斜拱曲梁桥施工监控关键技术研究
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作者 徐郁峰 张展涛 +1 位作者 谢云飞 李子辉 《中外公路》 2025年第3期121-129,共9页
斜拱曲梁桥作为一种拱肋倾斜且主梁呈曲线的新型桥梁结构,因其构造复杂性与显著的空间效应,其施工监控技术与常规桥型相比存在明显差异。为探究此类桥梁施工监控的关键技术,该文以某大跨度斜拱曲梁桥为工程背景,从桥梁的施工过程仿真分... 斜拱曲梁桥作为一种拱肋倾斜且主梁呈曲线的新型桥梁结构,因其构造复杂性与显著的空间效应,其施工监控技术与常规桥型相比存在明显差异。为探究此类桥梁施工监控的关键技术,该文以某大跨度斜拱曲梁桥为工程背景,从桥梁的施工过程仿真分析、现场监测、参数识别及调整等方面展开研究。通过对比板壳单元模型与杆系模型发现,板壳单元模型不仅具有更高的计算精度,还能全面反映斜拱曲梁桥的各向受力情况;同时,针对索力调整中传统影响矩阵法的局限性,提出了一种结合序列二次规划优化的改进方法,有效解决了索力优化不适用的问题。该研究成果可为同类桥梁的施工监控提供理论参考与技术支撑。 展开更多
关键词 斜拱曲梁 施工监控 板壳单元模型 序列二次规划 索力调整
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