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Delay Trigger in the Application of Network Testing System 被引量:1
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作者 马敏 严浩 夏侯士戟 《Journal of Donghua University(English Edition)》 EI CAS 2015年第1期132-135,共4页
The researchers who study the local area network( LAN) eXtension for instrumentation( LXI) instrument are pursuing instrument's high-precision synchronization. In the paper,three synchronization modes were discuss... The researchers who study the local area network( LAN) eXtension for instrumentation( LXI) instrument are pursuing instrument's high-precision synchronization. In the paper,three synchronization modes were discussed which were clock synchronization, trigger synchronization, and response synchronization. Synchronous process between LXI instruments was analyzed and each time factor affecting the synchronization accuracy was discussed. On the basis of the analysis,it can be found that delay trigger plays an important role in the network testing system's synchronization. Delay trigger can produce an additional time interval to correct the difference of each LXI instrument's response time. Then,a method to realize the delay trigger was introduced. Delay time can be adjustable according to the actual demand. Finally,synchronization accuracy of network testing system can reach nanoseconds. 展开更多
关键词 LXI instrument synchronization accuracy network testing system delay trigger
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pytest自动测试框架通用搭建方法研究 被引量:1
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作者 邢浩 孙孟宇 石杰 《山西电子技术》 2025年第1期102-105,共4页
Pytest是一种基于python的自动测试框架,可以实现测试代码的自动化执行,应用十分广泛。由于Pytest支持测试代码自动执行、并行执行、测试报告自动生成等多种功能,因此在搭建pytest开发环境时需要安装各种第三方插件和python依赖包,这给p... Pytest是一种基于python的自动测试框架,可以实现测试代码的自动化执行,应用十分广泛。由于Pytest支持测试代码自动执行、并行执行、测试报告自动生成等多种功能,因此在搭建pytest开发环境时需要安装各种第三方插件和python依赖包,这给pytest开发环境的搭建带来了麻烦。为了给pytest使用人员提供便利,对pytest自动测试框架的通用搭建方法进行了研究。首先介绍了pytest自动测试框架的应用领域和特点;然后分别对联网环境和离网环境下pytest的搭建方法进行了介绍;之后分析了不同操作系统下pytest安装方法的通用性;最后对pytest通用安装方法的应用效果进行了说明。 展开更多
关键词 pytest 自动测试框架 通用搭建方法 联网搭建 离网搭建
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Research on Testing Technologies of Network System in Smart Substations 被引量:2
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作者 Zhang Xiaofei Wang Jiesong +2 位作者 Zhang Daoyin Zhang Zhiming Zhao Ruying 《Electricity》 2012年第3期19-23,共5页
The network structures of smart substations and the characteristics of industrial Ethernet switches are analyzed.The testing technologies of network systems based on smart substations are specifically elaborated.A vie... The network structures of smart substations and the characteristics of industrial Ethernet switches are analyzed.The testing technologies of network systems based on smart substations are specifically elaborated.A viewpoint is proposed that special testing policy&method of smart substation networks should be followed,so that the results can reveal the real network data exchange performance of the whole station.This view ensures the safety and stability of smart substations and lays a foundation for future upgrades and expansions. 展开更多
关键词 smart substation industrial Ethernet SWITCH network testing system testing
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Networked collaborative pseudo-dynamic testing of a multi-span bridge based on NetSLab 被引量:1
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作者 Cai Xinjiang Tian Shizhu +1 位作者 Wang Dapeng Xiao Yan 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2009年第3期387-397,共11页
Modem dynamic tests such as networked collaborative pseudo-dynamic testing (PDT) provide new tools to study the dynamic performance of large and complex structures. In this paper, several networked collaborative PDT... Modem dynamic tests such as networked collaborative pseudo-dynamic testing (PDT) provide new tools to study the dynamic performance of large and complex structures. In this paper, several networked collaborative PDT systems established in China and abroad are introduced, including a detailed description of the first networked collaborative platform that involved the construction of a standardized demonstration procedure for networked collaborative PDT. The example is a multi-span bridge with RC piers retrofitted by FRP, and a networked structural laboratory (NetSLab) platform is used to link distributed laboratories located at several universities together. Substructure technology is also used in the testing. The characteristics, resource sharing and collaborative work of NetSLab are described, and the results illustrate that use of the NetSLab is feasible for studying the dynamic performance of multi-span bridge structures. 展开更多
关键词 dynamic tests networkED pseudo-dynamic testing multi-span bridges RC short piers FRP NetSLab
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<i>Inmap-t</i>: Leveraging TTCN-3 to Test the Security Impact of Intra Network Elements
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作者 Antonino Vitale Marc Dacier 《Journal of Computer and Communications》 2021年第6期174-190,共17页
This paper rejuvenates the notion of conformance testing in order to assess the security of networks. It leverages the Testing and Test Control Notation Version 3 (TTCN-3) by applying it to a redefined notion of <i... This paper rejuvenates the notion of conformance testing in order to assess the security of networks. It leverages the Testing and Test Control Notation Version 3 (TTCN-3) by applying it to a redefined notion of <i>System under Test</i> (<i>SUT</i>). Instead of testing, as it is classically done, a software/firmware/ hardware element, an intangible object, namely the network, is tested in order to infer some of its security properties. After a brief introduction of TTCN-3 and Titan, its compilation and execution environment, a couple of use cases are provided to illustrate the feasibility of the approach. The pros and cons of using TTCN-3 to implement a scalable and flexible network testing environment are discussed. 展开更多
关键词 TTCN-3 network Security Conformance testing Deep Packet Inspection FIREWALL
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Application of artificial neural networks for predicting the impact of rolling dynamic compaction using dynamic cone penetrometer test results 被引量:8
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作者 R.A.T.M. Ranasinghe M.B. Jaksa +1 位作者 Y.L. Kuo F. Pooya Nejad 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2017年第2期340-349,共10页
Rolling dynamic compaction(RDC),which involves the towing of a noncircular module,is now widespread and accepted among many other soil compaction methods.However,to date,there is no accurate method for reliable predic... Rolling dynamic compaction(RDC),which involves the towing of a noncircular module,is now widespread and accepted among many other soil compaction methods.However,to date,there is no accurate method for reliable prediction of the densification of soil and the extent of ground improvement by means of RDC.This study presents the application of artificial neural networks(ANNs) for a priori prediction of the effectiveness of RDC.The models are trained with in situ dynamic cone penetration(DCP) test data obtained from previous civil projects associated with the 4-sided impact roller.The predictions from the ANN models are in good agreement with the measured field data,as indicated by the model correlation coefficient of approximately 0.8.It is concluded that the ANN models developed in this study can be successfully employed to provide more accurate prediction of the performance of the RDC on a range of soil types. 展开更多
关键词 Rolling dynamic compaction(RDC) Ground improvement Artificial neural network(ANN) Dynamic cone penetration(DCP) test
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Load Reduction Test Method of Similarity Theory and BP Neural Networks of Large Cranes 被引量:4
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作者 YANG Ruigang DUAN Zhibin +2 位作者 LU Yi WANG Lei XU Gening 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第1期145-151,共7页
Static load tests are an important means of supervising and detecting a crane's lift capacity. Due to space restrictions, however, there are difficulties and potential danger when testing large bridge cranes. To solv... Static load tests are an important means of supervising and detecting a crane's lift capacity. Due to space restrictions, however, there are difficulties and potential danger when testing large bridge cranes. To solve the loading problems of large-tonnage cranes during testing, an equivalency test is proposed based on the similarity theory and BP neural networks. The maximum stress and displacement of a large bridge crane is tested in small loads, combined with the training neural network of a similar structure crane through stress and displacement data which is collected by a physics simulation progressively loaded to a static load test load within the material scope of work. The maximum stress and displacement of a crane under a static load test load can be predicted through the relationship of stress, displacement, and load. By measuring the stress and displacement of small tonnage weights, the stress and displacement of large loads can be predicted, such as the maximum load capacity, which is 1.25 times the rated capacity. Experimental study shows that the load reduction test method can reflect the lift capacity of large bridge cranes. The load shedding predictive analysis for Sanxia 1200 t bridge crane test data indicates that when the load is 1.25 times the rated lifting capacity, the predicted displacement and actual displacement error is zero. The method solves the problem that lifting capacities are difficult to obtain and testing accidents are easily possible when 1.25 times related weight loads are tested for large tonnage cranes. 展开更多
关键词 similarity theory BP neural network large bridge crane load reduction equivalent test method
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Data Consistency Tests through the Use of Neural Networks and Virial Equation. Application of the Proposed Methodology to Critical Study of Density Data
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作者 Abdeslam Hassen Meniai Serge Laugier +1 位作者 Hakim Madani Dominique Richon 《Open Journal of Physical Chemistry》 2011年第3期61-69,共9页
This paper focuses on a very important point which consists in evaluating experimental data prior to their use for chemical process designs. Hexafluoropropylene P, ρ, T data measured at 11 temperatures from 263 to 36... This paper focuses on a very important point which consists in evaluating experimental data prior to their use for chemical process designs. Hexafluoropropylene P, ρ, T data measured at 11 temperatures from 263 to 362 K and at pressures up to 10 MPa have been examined through a consistency test presented herein and based on the use of a methodology implying both neural networks and Virial equation. Such a methodology appears as very powerful to identify erroneous data and could be conveniently handled for quick checks of databases previously to modeling through classical thermodynamic models and equations of state. As an application to liquid and vapor phase densities of hexafluoropropylene, a more reliable database is provided after removing out layer data. 展开更多
关键词 CONSISTENCY testS HEXAFLUOROPROPYLENE NEURAL networks Vibrating Tube DENSIMETER VIRIAL Equation
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基于探地雷达单道信号的碎石道床病害智能识别 被引量:1
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作者 井国庆 卜俊杰 彭湛 《铁道学报》 北大核心 2025年第6期170-178,共9页
基于探地雷达的铁路碎石道床病害检测技术是指导铁路基础设施养护维修的重要技术手段,目前该技术主要通过人工解读雷达图像的方式给出病害区域,自动化水平较低。提出一种利用神经网络技术对铁路碎石道床病害智能识别的方法。该方法对雷... 基于探地雷达的铁路碎石道床病害检测技术是指导铁路基础设施养护维修的重要技术手段,目前该技术主要通过人工解读雷达图像的方式给出病害区域,自动化水平较低。提出一种利用神经网络技术对铁路碎石道床病害智能识别的方法。该方法对雷达单道信号进行多特征提取,并进行特征敏感性分析,利用神经网络技术进行训练,可实现对正常道床、含水异常和翻浆冒泥的准确识别。结果表明,该方法在测试集上的病害识别准确率达到95.89%,在相邻铁路线上的准确率为90.19%。此研究显著提高了病害检测的效率和准确性,对铁路道床维护和安全运营提供了重要的技术支持,具有实际应用价值。 展开更多
关键词 碎石道床 探地雷达 特征值 神经网络 无损检测
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生物运动信息对听障个体注意网络功能的影响
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作者 陈杰 蔡佳慧 +1 位作者 兰雅迪 李雯婕 《心理学报》 北大核心 2025年第7期1139-1153,共15页
以往研究发现,听觉经验剥夺会导致听障个体视觉注意功能发生变化。但是,生物运动信息会如何调节听障个体的视觉注意功能仍不清楚。本研究采用注意网络测试(attentional network test)和Flanker范式的变式,探讨了听障个体对光点生物运动... 以往研究发现,听觉经验剥夺会导致听障个体视觉注意功能发生变化。但是,生物运动信息会如何调节听障个体的视觉注意功能仍不清楚。本研究采用注意网络测试(attentional network test)和Flanker范式的变式,探讨了听障个体对光点生物运动信息的注意网络功能特点。实验1a采用经典注意网络测试考察了听障个体的注意网络功能特点。结果显示,听障个体执行控制的加工效率显著低于健听个体,而在警觉和定向上与健听个体无显著差异。实验1b将光点生物运动序列作为目标刺激,结果显示,当目标刺激为完整生物运动信息时,听障个体警觉和执行控制的加工效率显著低于健听个体,而当目标刺激为局部和打乱生物运动信息时,两组被试在警觉、定向和执行控制上均无显著差异。实验2采用Flanker范式的变式考察听障个体对生物运动信息的执行控制特点。结果显示,在完整生物运动信息上,听障个体执行控制的加工效率显著低于健听个体,而在局部和打乱生物运动信息上两组被试无显著差异。以上结果说明,生物运动信息会调节听障个体的注意网络功能,当目标刺激为完整生物运动信息时,听障个体的注意警觉和执行控制网络功能存在受损。 展开更多
关键词 听障个体 生物运动 注意网络测试
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基于行为与ERP的飞行员注意网络功能
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作者 徐开俊 房雨星 +2 位作者 王卓凡 王泉川 王一峰 《科学技术与工程》 北大核心 2025年第24期10506-10516,共11页
为了探究飞行学员脑功能中注意网络的特点,使34名飞行员(飞行组)与44名普通大学生(对照组)均完成基于Posner和Peterson的模型(警觉、定向和执行控制)、注意网络测试(atentional-network test, ANT)任务,共4个条件。对比两个群体间的行... 为了探究飞行学员脑功能中注意网络的特点,使34名飞行员(飞行组)与44名普通大学生(对照组)均完成基于Posner和Peterson的模型(警觉、定向和执行控制)、注意网络测试(atentional-network test, ANT)任务,共4个条件。对比两个群体间的行为数据与事件相关电位(event-related potential, ERP)数据差异。基线条件、定向条件和执行控制条件飞行员群体反应均显著快于普通群体,同时定向加工过程飞行员群体显著快于普通群体,脑电(electroencephalography, EEG)结果与行为结果具有一致性。在代表反应的P3振幅飞行员均显著小于普通群体,表明飞行员在完成相同任务时需要消耗的注意资源更少。得到飞行员群体注意网络功能更好的结论,为飞行员脑功能研究提供了行为和脑电方面的依据,也为飞行员的选拔与训练提供客观依据。 展开更多
关键词 飞行员 普通群体 注意网络功能(ANT) 事件相关电位 飞行安全
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Test Effort Estimation Using Neural Network
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作者 Chintala Abhishek Veginati Pavan Kumar +1 位作者 Harish Vitta Praveen Ranjan Srivastava 《Journal of Software Engineering and Applications》 2010年第4期331-340,共10页
In software industry the major problem encountered during project scheduling is in deciding what proportion of the resources has allocated to the testing phase. In general it has been observed that about 40%-50% of th... In software industry the major problem encountered during project scheduling is in deciding what proportion of the resources has allocated to the testing phase. In general it has been observed that about 40%-50% of the resources need to be allocated to the testing phase. However it is very difficult to predict the exact amount of effort required to be allocated to testing phase. As a result the project planning goes haywire. The project which has not been tested sufficiently can cause huge losses to the organization. This research paper focuses on finding a method which gives a measure of the effort to be spent on the testing phase. This paper provides effort estimates during pre-coding and post-coding phases using neural network to predict more accurately. 展开更多
关键词 test EFFORT Estimation NEURAL network USE CASE POINTS Halstead Model
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基于物理信息神经网络的飞机姿态预测模型 被引量:1
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作者 张玉刚 杨哲 +1 位作者 何森朋 杨文青 《航空学报》 北大核心 2025年第19期224-237,共14页
为解决飞机试飞过程中由于超出飞行包线而导致的试飞安全事故问题,降低事故风险,根据飞机当前状态信息和舵面偏转的角度数据,预测飞机后续姿态演化过程,为辅助飞行员决策提供依据。结合飞行动力学方程与物理信息神经网络(PINNs)方法,构... 为解决飞机试飞过程中由于超出飞行包线而导致的试飞安全事故问题,降低事故风险,根据飞机当前状态信息和舵面偏转的角度数据,预测飞机后续姿态演化过程,为辅助飞行员决策提供依据。结合飞行动力学方程与物理信息神经网络(PINNs)方法,构建了飞机姿态实时预测(FD-PINN)模型,解决了基于神经网络(NN)的飞机姿态预测模型预测精度不足、泛化能力差的问题。考虑大气环境参数的随机性和飞机操纵输入的不确定性条件下,通过FlightGear获取飞行仿真数据对模型进行了验证,计算结果表明FD-PINN模型比NN模型泛化能力更强,预测精度更高,其中迎角预测结果的均方误差降低了68.5%。 展开更多
关键词 姿态预测 物理信息神经网络 飞行动力学 试飞安全 飞行试验
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基于有限状态机引导的网络协议模糊测试方法
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作者 袁斌 任家俊 +3 位作者 陈群锦明 张驰 邹德清 金海 《软件学报》 北大核心 2025年第8期3726-3743,共18页
模糊测试技术能够自动化挖掘软件当中的漏洞,然而目前针对网络协议的模糊测试工具对于协议实现内部状态空间探索有限,导致覆盖率较低.有限状态机技术能够对网络协议实现进行全方位建模,以深入了解网络协议实现的系统行为和内部状态空间... 模糊测试技术能够自动化挖掘软件当中的漏洞,然而目前针对网络协议的模糊测试工具对于协议实现内部状态空间探索有限,导致覆盖率较低.有限状态机技术能够对网络协议实现进行全方位建模,以深入了解网络协议实现的系统行为和内部状态空间.将有限状态机技术和模糊测试技术相结合,提出一种基于有限状态机引导的网络协议模糊测试方法.以广泛使用的TLS协议为研究对象,利用有限状态机学习来对于TLS协议实现进行建模,用来反映协议内部状态空间及其系统行为.随后,基于有限状态机对于TLS协议模糊测试进行引导,使模糊测试的深度更深、覆盖代码更广.为此,实现一个原型系统SNETFuzzer,并且通过一系列对比实验发现SNETFuzzer在覆盖率等重要指标中优于已有工作.SNETFuzzer在实验中成功发现多个漏洞,其中包含两个新漏洞,证明了其实用性和有效性. 展开更多
关键词 软件测试 模糊测试 网络协议 有限状态机
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Quantitative Interpretation for the Magnetic Flux Leakage Testing Data Based on Neural Network
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作者 SONG Xiaochun~(1.2) HUANG Songling~1 ZHAO Wei~1 1.State Key Lab of Power Systems,Dept.of Electrical Engineering,Tsinghna University,Beijing 100084,China 2.School of Mechanical Engineering,Hubei University of Technology,Wuhan 430068,China 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S2期443-447,共5页
In order to interpret the magnetic flux leakage (MFL) testing data quantitatively and size the defects accurately, some defect profiles inversion methods from the MFL signals are studied on the basis of the neural net... In order to interpret the magnetic flux leakage (MFL) testing data quantitatively and size the defects accurately, some defect profiles inversion methods from the MFL signals are studied on the basis of the neural network.Because the wavelet ba- sis function neural network (WBFNN) has good accuracy in the forward calculation and the radial basis function neural network (RBFNN) has reliable precision in the inversion modeling respectively,a new neural network scheme combining WBFNN and RBFNN is presented to solve the nonlinear inversion problem for the MFL data and reconstruct the defect shapes.And such details as the choice of wavelet basis function,the initialization of the weight value and the input normalization are analyzed,the train- ing and testing algorithm for the network are also studied.The inversion results demonstrate that the proposed network scheme has good reliability to interpret the MFL data for some defects. 展开更多
关键词 NEURAL networks magnetic FLUX leakage(MFL) QUANTITATIVE INTERPRETATION NONDESTRUCTIVE testing
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基于决策路径的DNN模型鲁棒性测试样本扰动生成方法
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作者 吴际 聂彦凯 +3 位作者 曹鸿宇 樊湘钰 孙青 杨海燕 《宇航计测技术》 2025年第2期72-82,共11页
随着深度神经网络(DNN)内部结构日益复杂化,人们对其内部运行机理很难有直观的了解,模型出错的概率也大大增加,因此需要一种有效的DNN鲁棒性测试方法来解决模型的信任危机,以保证软件系统的可靠性和安全性。现有DNN鲁棒性测试方法多以... 随着深度神经网络(DNN)内部结构日益复杂化,人们对其内部运行机理很难有直观的了解,模型出错的概率也大大增加,因此需要一种有效的DNN鲁棒性测试方法来解决模型的信任危机,以保证软件系统的可靠性和安全性。现有DNN鲁棒性测试方法多以神经元覆盖率为目标进行扰动样本的生成,并没有引入更多有关模型内部的信息,导致扰动程度过高,且生成的扰动样本存在大量冗余,对模型鲁棒性的提升能力十分有限。为此,提出了基于DNN决策路径的鲁棒性测试样本扰动生成方法(DEPIPE),用待测模型最后一层卷积层构造决策树,对决策树中决策路径涉及的滤波器进行归因分析并求出影响因子,最后利用决策路径和影响因子来指导扰动样本的生成。试验结果表明,所生成的扰动样本在扰动程度上平均比现有更先进的模糊测试方法DLFuzz降低了78%,在扰动的原始样本数量上平均增加27.7%。 展开更多
关键词 深度神经网络 鲁棒性测试 决策树 特征归因 扰动样本
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Development and Initial Validation of the Multi-Dimensional Attention Rating Scale in Highly Educated Adults
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作者 Xin-Yang Zhang Karen Spruyt +15 位作者 Jia-Yue Si Lin-Lin Zhang Ting-Ting Wu Yan-Nan Liu Di-Ga Gan Yu-Xin Hu Si-Yu Liu Teng Gao Yi Zhong Yao Ge Zhe Li Zi-Yan Lin Yan-Ping Bao Xue-Qin Wang Yu-Feng Wang Lin Lu 《Chinese Medical Sciences Journal》 2025年第2期100-110,I0001,共12页
Objective To report the development,validation,and findings of the Multi-dimensional Attention Rating Scale(MARS),a self-report tool crafted to evaluate six-dimension attention levels.Methods The MARS was developed ba... Objective To report the development,validation,and findings of the Multi-dimensional Attention Rating Scale(MARS),a self-report tool crafted to evaluate six-dimension attention levels.Methods The MARS was developed based on Classical Test Theory(CTT).Totally 202 highly educated healthy adult participants were recruited for reliability and validity tests.Reliability was measured using Cronbach's alpha and test-retest reliability.Structural validity was explored using principal component analysis.Criterion validity was analyzed by correlating MARS scores with the Toronto Hospital Alertness Test(THAT),the Attentional Control Scale(ACS),and the Attention Network Test(ANT).Results The MARS comprises 12 items spanning six distinct dimensions of attention:focused attention,sustained attention,shifting attention,selective attention,divided attention,and response inhibition.As assessed by six experts,the content validation index(CVI)was 0.95,the Cronbach's alpha for the MARS was 0.78,and the test-retest reliability was 0.81.Four factors were identified(cumulative variance contribution rate 68.79%).The total score of MARS was correlated positively with THAT(r=0.60,P<0.01)and ACS(r=0.78,P<0.01)and negatively with ANT's reaction time for alerting(r=−0.31,P=0.049).Conclusion The MARS can reliably and validly assess six-dimension attention levels in real-world settings and is expected to be a new tool for assessing multi-dimensional attention impairments in different mental disorders. 展开更多
关键词 ATTENTION Attentional Control Scale Toronto Hospital Alertness test Attention network test
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基于动态贝叶斯网络的地下道路行车风险评估 被引量:1
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作者 尚婷 郭明洋 +1 位作者 唐伯明 徐钰婷 《交通运输系统工程与信息》 北大核心 2025年第3期232-245,共14页
为探究地下道路不同交通标志信息密度下驾驶员行车风险动态演变规律,本文以驾驶员视觉负荷为表征指标,利用自然驾驶试验采集驾驶员眼动数据,基于动态贝叶斯网络理论构建驾驶员行车风险评价模型。基于香农信息熵量化交通标志信息量,构建... 为探究地下道路不同交通标志信息密度下驾驶员行车风险动态演变规律,本文以驾驶员视觉负荷为表征指标,利用自然驾驶试验采集驾驶员眼动数据,基于动态贝叶斯网络理论构建驾驶员行车风险评价模型。基于香农信息熵量化交通标志信息量,构建考虑交通标志信息量呈现速率的交通标志信息密度模型。选取解放碑地下道路4种不同交通标志信息密度的路段开展实车试验,提取并分析不同路段的驾驶员视觉特性指标。引入动态贝叶斯网络理论动态概率预测及推理评估驾驶员行车风险,由诊断推理、敏感性分析和影响链分析得到影响驾驶员行车风险的关键风险因素。结果表明:驾驶员注视持续时间、水平/垂直扫视幅度、水平/垂直扫视速度及瞳孔面积变化速率与交通标志信息密度呈正相关,眨眼频率与交通标志信息密度呈负相关;驾驶员行车风险发生概率随时间呈动态变化,先上升,后趋于平缓,且随交通标志信息密度的增加,4个路段的风险概率分别稳定于22.6%,35.7%,40.1%和43.8%;驾驶员行车风险受注视状态等环节风险因素影响较大,包括注视持续时间、瞳孔面积变化速率和眨眼频率等关键风险因素。 展开更多
关键词 交通工程 视觉负荷 动态贝叶斯网络 地下道路 实车试验 风险评估
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装备自然环境试验数据工程建设方法与实践 被引量:1
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作者 张伦武 周堃 +5 位作者 谭甜甜 王竟成 舒畅 周俊炎 李旭 谢婧 《装备环境工程》 2025年第1期186-195,共10页
简要介绍了装备自然环境试验数据的内涵及其重要性,分析了国外自然环境试验站网、数据资源深层次开发利用、数据共享服务等建设现状。重点从基础设施与服务保障能力、数据治理管控模式等方面,概述了国内装备自然环境试验数据工程建设现... 简要介绍了装备自然环境试验数据的内涵及其重要性,分析了国外自然环境试验站网、数据资源深层次开发利用、数据共享服务等建设现状。重点从基础设施与服务保障能力、数据治理管控模式等方面,概述了国内装备自然环境试验数据工程建设现状与成效,提出了要进一步激活要素价值潜能、创新数据共建共享服务模式、创新数据服务体制机制、加快推进产业数字化等建议。 展开更多
关键词 数据工程 自然环境试验站网 环境适应性 数据治理 共建共享 数字化转型
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基于MobileNetV3卷积神经网络的农用机械发动机水泵气密性检测方法
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作者 王胜 杨晨 惠向晖 《智能化农业装备学报(中英文)》 2025年第1期91-98,共8页
农业机械装备智能化升级是目前农业机械领域研究的热点。机器视觉技术应用于农作物的修剪、采摘等领域的研究,已取得初步成果,但是在农业机械装备中进行机器视觉的缺陷检测鲜有研究。研究针对农用机械发动机水泵气密性能缺陷,进行基于... 农业机械装备智能化升级是目前农业机械领域研究的热点。机器视觉技术应用于农作物的修剪、采摘等领域的研究,已取得初步成果,但是在农业机械装备中进行机器视觉的缺陷检测鲜有研究。研究针对农用机械发动机水泵气密性能缺陷,进行基于机器视觉的自动化检测技术进行相关试验研究。采用基于MobileNetV3卷积神经网络的深度学习算法进行气泡识别。在进行气密性检测试验中,首先需要对气泡原始图像进行气泡区域提取算法处理,以降低图像的分辨率,然后将处理后的图像用于MobileNetV3卷积神经网络进行深度学习,训练后的神经网络模型就可以实现气密性检测中对气泡进行识别和定位。将识别结果与人工标注结果进行对比,计算出气泡识别算法的气泡漏检率。试验结果表明,气泡识别算法的漏检率与气泡平均直径存在较大关联,总体上表现为气泡平均直径越小,气泡的漏检率越高,气泡平均直径与发动机水泵壳体上的泄漏孔大小成正比关系。当气泡平均直径大于0.2mm时,气泡漏检率均在2%以下;平均直径小于0.2 mm的气泡,漏检情况相对较多,漏检率在5%~10%波动。研究提出的气泡识别算法能够对图像中的气泡进行识别和标记,从而检测出发动机水泵壳体的气密性能。算法对于小尺寸气泡的识别能力有待进一步提高,以增强对微小气泡特征的捕捉能力。 展开更多
关键词 发动机水泵 卷积神经网络 气密性检测 漏检率
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