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A sensor transaction scheduling algorithm for maintaining real-time data temporal validity 被引量:1
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作者 白天 李国徽 刘云生 《Journal of Central South University》 SCIE EI CAS 2011年第6期2068-2073,共6页
A new scheduling algorithm called deferrable scheduling with time slice exchange (DS-EXC) was proposed to maintain the temporal validity of real-time data. In DS-EXC, the time slice exchange method was designed to fur... A new scheduling algorithm called deferrable scheduling with time slice exchange (DS-EXC) was proposed to maintain the temporal validity of real-time data. In DS-EXC, the time slice exchange method was designed to further defer the release time of transaction instances derived by the deferrable scheduling algorithm (DS-FP). In this way, more CPU time would be left for lower priority transactions and other transactions. In order to minimize the scheduling overhead, an off-line scheme was designed. In particular, the schedule for a transaction set is generated off-line until a repeating pattern is found, and then the pattern is used to construct the schedule on-line. The performance of DS-EXC was evaluated by sets of experiments. The results show that DS-EXC outperforms DS-FP in terms of increasing schedulable ratio. It also provides better performance under mixed workloads. 展开更多
关键词 temporal validity real-time database sensor transaction
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Exploring the material basis and mechanisms of the action of Hibiscus mutabilis L. for its anti-inflammatory effects based on network pharmacology and cell experiments
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作者 Wenyuan Chen Xiaolan Chen +2 位作者 Jing Wan Qin Deng Yong Gao 《日用化学工业(中英文)》 北大核心 2026年第1期55-64,共10页
To explore the material basis and mechanisms of the anti-inflammatory effects of Hibiscus mutabilis L..The active ingredients and potential targets of Hibiscus mutabilis L.were obtained through the literature review a... To explore the material basis and mechanisms of the anti-inflammatory effects of Hibiscus mutabilis L..The active ingredients and potential targets of Hibiscus mutabilis L.were obtained through the literature review and SwissADME platform.Genes related to the inflammation were collected using Genecards and OMIM databases,and the intersection genes were submitted on STRING and DAVID websites.Then,the protein interaction network(PPI),gene ontology(GO)and pathway(KEGG)were analyzed.Cytoscape 3.7.2 software was used to construct the“Hibiscus mutabilis L.-active ingredient-target-inflammation”network diagram,and AutoDockTools-1.5.6 software was used for the molecular docking verification.The antiinflammatory effect of Hibiscus mutabilis L.active ingredient was verified by the RAW264.7 inflammatory cell model.The results showed that 11 active components and 94 potential targets,1029 inflammatory targets and 24 intersection targets were obtained from Hibiscus mutabilis L..The key anti-inflammatory active ingredients of Hibiscus mutabilis L.are quercetin,apigenin and luteolin.Its action pathway is mainly related to NF-κB,cancer pathway and TNF signaling pathway.Cell experiments showed that total flavonoids of Hibiscus mutabilis L.could effectively inhibit the expression of tumor necrosis factor(TNF-α),interleukin 8(IL-8)and epidermal growth factor receptor(EGFR)in LPS-induced RAW 264.7 inflammatory cells.It also downregulates the phosphorylation of human nuclear factor ĸB inhibitory protein α(IĸBα)and NF-κB p65 subunit protein(p65).Overall,the anti-inflammatory effect of Hibiscus mutabilis L.is related to many active components,many signal pathways and targets,which provides a theoretical basis for its further development and application. 展开更多
关键词 Hibiscus mutabilis L. INFLAMMATION network pharmacology molecular docking cell validation
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Sinicization and psychometric validation of the German Pelvic Floor Questionnaire for Pregnant and Postpartum Women
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作者 ZHU Liping ZHOU Chengyu +2 位作者 LI Xuhong HOU Qiao YANG Shuo 《中南大学学报(医学版)》 北大核心 2025年第1期72-80,共9页
Objective:Pelvic floor dysfunction is common among pregnant and postpartum women and significantly impacts quality of life.This study aims to translate the German Pelvic Floor Questionnaire for Pregnant and Postpartum... Objective:Pelvic floor dysfunction is common among pregnant and postpartum women and significantly impacts quality of life.This study aims to translate the German Pelvic Floor Questionnaire for Pregnant and Postpartum Women into Chinese and to evaluate its reliability and validity in the Chinese population.Methods:The questionnaire was translated using the Brislin model.A cross-sectional study was conducted among pregnant and postpartum women to assess the content validity,construct validity,Cronbach’sαcoefficient,test-retest reliability,and split-half reliability of the Chinese version.Results:A total of 72 women were included,with 6.9% being pregnant and 93.1% postpartum;the age was(32.3±3.6)years.The Chinese version of the questionnaire contains 4 dimensions and 45 items.The content validity index of individual items ranged from 0.833 to 1.000,with a scale-level content validity index of 0.977 and intraclass correlation coefficients(ICCs)exceeding 0.90.The overall Cronbach’s α coefficient was 0.891,with subscale coefficients ranging from 0.732 to 0.884(all ICCs>0.70).The testretest reliability of the total scale was 0.833,and for the 4 dimensions,bladder,bowel,prolapse,and sexual function,the values were 0.776,0.579,0.732,and 0.645,respectively.The split-half reliability was 0.74.Conclusion:The Chinese version of the questionnaire demonstrated good reliability and validity,indicating its applicability in assessing pelvic floor dysfunction and associated risk factors during pregnancy and postpartum. 展开更多
关键词 pelvic floor dysfunction PREGNANCY postpartum women QUESTIONNAIRE RELIABILITY validity
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A Study on College English Test Construction and Evaluation
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作者 黄雅彬 《黑龙江生态工程职业学院学报》 2008年第1期101-103,共3页
Testing is a universal feature of social life.Throughout history people have been put to the test to prove their capabilities or to establish qualifications.Language tests play an important role in many people's l... Testing is a universal feature of social life.Throughout history people have been put to the test to prove their capabilities or to establish qualifications.Language tests play an important role in many people's lives,acting as gateways at important transitional moments in education.The college English test paper was reviewed and checked against the test specifications to see its content coverage and representative.To evaluate the test,this includes item analysis,descriptive statistics,validity,and what we see as the strong points and the weaknesses of the test based on the analysis and the testing conditions,both of which provided validity evidence.In order to gather details of the test items,item analysis was done to find out the difficulty and discrimination of each item and identify misfit items for further discussion. 展开更多
关键词 ITEM ANALYSIS validity ITEM DISCRIMINATION
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雅思口语测试的效度、信度和实用性探析(英文) 被引量:2
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作者 任勤 《思想战线》 CSSCI 北大核心 2010年第S1期281-283,共3页
IELTS conforms to the highest international standards of language assessment, testing four language skills-listening, reading, writing and speaking, which are equally weighted with scores reported on a 9-band scale of... IELTS conforms to the highest international standards of language assessment, testing four language skills-listening, reading, writing and speaking, which are equally weighted with scores reported on a 9-band scale of ability. Every candidate needs to take the same Listening and Speaking modules. The Speaking test of IELTS measures a candidate’s general proficiency in speaking in everyday situations via a structured, five-phase oral interview. As a performance test, the IELTS Speaking test has been one of the most important issues in the assessment of English proficiency. Assessment needs to be theory driven. For this reason, this paper will focus on validity, reliability and practicality of the IELTS Speaking test, qualities that affect assessment design. 展开更多
关键词 IELTS SPEAKING TEST validity RELIABILITY PRACTICALITY
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农田土壤微量元素的空间变异及Kriging估值 被引量:26
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作者 苏伟 聂宜民 +2 位作者 胡晓洁 李强 张建国 《华中农业大学学报》 CAS CSCD 北大核心 2004年第2期222-226,共5页
采用差分式GPS定位的方法,在山东省龙口市北马镇面积为10 km2的科技示范区内采用200 m×170 m网格式设置205个土壤采样点。用EDTA提取-原子吸收分光光度计测定法对示范区土壤微量元素铜、锌、铁、锰、硼的有效态含量进行了测定分析... 采用差分式GPS定位的方法,在山东省龙口市北马镇面积为10 km2的科技示范区内采用200 m×170 m网格式设置205个土壤采样点。用EDTA提取-原子吸收分光光度计测定法对示范区土壤微量元素铜、锌、铁、锰、硼的有效态含量进行了测定分析。在此基础上,选择Arcinfo地理信息系统软件,采用GeostatisticsAnalyst地统计分析模块中的Kriging插值方法对微量元素的空间变异性进行研究,该工作的关键是Kriging插值模型的选择及Cross-Validation交叉验证法的检验与系数修正。结果表明,龙口市北马镇0~20 cm耕层土壤中铜、锌、铁、锰、硼微量元素含量空间相关性中等,其中锌空间变异性相对较强,铜空间变异性相对弱一些。 展开更多
关键词 农田土壤微量元素 空间变异 KRIGING插值 Cross—Validation交叉验证法 Arcinfo地理信息系统 地统计学
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面向切面的数据验证组件研究与实现 被引量:3
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作者 赵广利 《计算机工程与设计》 CSCD 北大核心 2010年第1期206-209,共4页
传统的数据验证方法会造成数据验证代码纠缠在一起,使得软件的维护性与重用性大大降低。面向切面编程技术(AOP)可将应用程序中的"横切关注点"从"纵向关注点"中分离出来并被封装到一个可重用的模块中,再利用反转控制... 传统的数据验证方法会造成数据验证代码纠缠在一起,使得软件的维护性与重用性大大降低。面向切面编程技术(AOP)可将应用程序中的"横切关注点"从"纵向关注点"中分离出来并被封装到一个可重用的模块中,再利用反转控制(IoC)实现数据验证逻辑与其它业务逻辑间的松散耦合。在此基础上具体构建了一个基于服务器端的数据验证组件—All4Vali-date,并将其以低侵入的方式融入到现有的J2EE/EJB开发过程的组件产品中,有效地解决了传统数据验证方法的弊端,并极大地提高软件的开发效率。 展开更多
关键词 面向切面编程技术 反转控制模式 数据验证 All4Validate组件 耦合
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效标关联效度 被引量:2
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《中国护理管理》 CSCD 2015年第7期819-819,共1页
效标关联效度(criterion-related validity),指某研究工具与其他测量标准之间的关系,但并不表示该测量工具与其所测量概念的相符合程度。相关系数越高,表示测量工具的效度越好。例如,编制了一个测量生活质量的新量表,其测量的结果与... 效标关联效度(criterion-related validity),指某研究工具与其他测量标准之间的关系,但并不表示该测量工具与其所测量概念的相符合程度。相关系数越高,表示测量工具的效度越好。例如,编制了一个测量生活质量的新量表,其测量的结果与世界卫生组织的生活素质量表的结果相似,即新量表得分高者,在世界卫生组织的生活素质量表中的得分也高,表明新量表的校标关联度好。效标关联度可分为"同时效度"和"预测效度"。 展开更多
关键词 效标关联效度 测量标准 同时效度 相关系数 validity 预测效度 质量表 生活质量 CRITERION 护理学
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Qualities of Language Tests
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作者 曾华 《陕西师范大学学报(哲学社会科学版)》 CSSCI 北大核心 2000年第S1期270-273,共4页
This paper is concerned on the six qualities of language tests. They are: reliability, construct, validity, authenticity, interactiveness, impact and praticality. The six factors dependent on each other and are consid... This paper is concerned on the six qualities of language tests. They are: reliability, construct, validity, authenticity, interactiveness, impact and praticality. The six factors dependent on each other and are considered the essential basis for quality control of language tests. 展开更多
关键词 RELIABILITY CONSTRUCT validity AUTHENTICITY interactiveness praticality
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Economics Analysis for Information Flow of the Leader Dynamic Management in Virtual Enterprise
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作者 HUANG Rui-hua, PENG Xiao-chun, LIN Jian (School of Management, Xi’an Jiaotong University, Xi’an 710049, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期234-,共1页
The virtual enterprise will play a more and more im po rtant role in economy development. The virtual enterprise leader raises market a daptability and group cooperation ability through its dynamic management. Thus t ... The virtual enterprise will play a more and more im po rtant role in economy development. The virtual enterprise leader raises market a daptability and group cooperation ability through its dynamic management. Thus t he validity and efficiency of leader’s dynamic management determines the efficie ncy of the virtual enterprise operation, and the validity of the information flo w is one of the main factors. In this paper, the validity of the information flo w in the course of the leader’s dynamic management in the virtual enterprise is analyzed by using the economic searching theory and the information theory, and the possible ways to improve the validity and efficiency of leader’s dynamic man agement are indicated. Firstly, the basic concepts such as leader’s dynamic management, virtual enterpr ise, and its leader are defined. The dynamic management procedure for the virtua l enterprise leader is analyzed with the dynamic theory raised by Mowshowitz. Secondly, the model for the dynamic management of the virtual enterprise leader is constructed using multi-goal selection. The information flow validity for th e leader during the stages of the identification and the establishment is analyz ed with the economic searching theory and the information theory. Meanwhile, the value of the dynamic management policy is discussed with the information va lue theory. Finally, two ways to improve the validity of the information flow are obtained. The first way is to process the various kinds of information of the existing mem bers in the virtual enterprise for the future cooperative usage and to extend th e selective objects for the leader, and to make the detailed and clear mechanism of the object evaluation and selection (the market chance and the cooperative partner). The other way is to build the system of the effective transfer and process of the feedback information flow during the operation of the virtual ent erprise based on the information technology. 展开更多
关键词 virtual enterprise LEADER dynamic management i nformation flow validity and efficiency
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New method for plugging channeling in oil field by nitrogen foam
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作者 杨朝蓬 高树生 +3 位作者 岳湘安 吕毓刚 睢宏刚 魏浩光 《Journal of Central South University》 SCIE EI CAS 2014年第2期677-683,共7页
In order to present a new method for plugging channeling in oil field,the injection modes and validity period of foam system which plugged the formation water layer were studied by means of the experimental model whic... In order to present a new method for plugging channeling in oil field,the injection modes and validity period of foam system which plugged the formation water layer were studied by means of the experimental model which simulated the real conditions of oil wells existing channeling.Above all,the influence factors including reservoir pressure,permeability,oil saturation and gas-to-liquid ratio were studied through dynamic experiment.Then,in light of the technology characteristics of foam injection in oil field,the comparison between gas-liquid and liquid-gas injection modes was studied.The result shows that the gas-liquid injection mode can ensure the foam injectivity and plugging performance.The plugging validity of nitrogen foam injected into the formation water layer was evaluated in different plugging pressure gradients by the dynamic method which is more reasonable than the static evaluation method in laboratory.The research demonstrates that the plugging validity period of foam decreases with plugging pressure gradient increasing.If the plugging pressure gradient is 0.15 MPa/m,the validity period is 160 h.Finally,a empirical equation and a plate about the plugging validity and the plugging pressure gradient were obtained for forecasting the validity period of foam. 展开更多
关键词 foam system plugging performance CHANNELING injection mode plugging validity
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Assessment criteria for nonverbal interaction contents in r-learning
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作者 CHOI Jong-hong LEE Jong-yun YOON Heung-seob 《Journal of Central South University》 SCIE EI CAS 2013年第9期2388-2398,共11页
r-learning,which is based on e-learning and u-learning,is defined as a learning support system that intelligent robots serve verbal and nonverbal interactions on ubiquitous computing environment.In order to guarantee ... r-learning,which is based on e-learning and u-learning,is defined as a learning support system that intelligent robots serve verbal and nonverbal interactions on ubiquitous computing environment.In order to guarantee the advantages of r-learning contents with no limits of timc and place and with nonverbal interaction which are not in e-learning contents,in recent years,assessment criteria for r-learning contents are urgently rcquired.Therefore,the reliable and valid assessment criteria were developed for nonverbal interaction contents in r-learning,and its detailed research content is as follows.First,assessment criteria for nonverbal interaction in r-learning contents will be specified into gesture,facial expression,semi-verbal message,distance,physical contact and time.Second,the validity of the developed assessment criteria will be proved by statistics.Consequently,the assessment criteria for nonverbal interaction contents will be helpful when choosing the better r-learning content and producing the better r-learning content,and the reliability of school education is improved ultimately. 展开更多
关键词 r-learning r-learning contents assessment criteria nonverbal interaction contents confirmatory factor analysis construct validity
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同时效度
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《中国护理管理》 CSCD 2015年第7期785-785,共1页
同时效度(concurrent validity),指研究工具与现有标准之间的相关程度。例如,要验证测量"腋下温度"是否是测量体温的有效方法,已知口温是有效的测量体温的方法,可以用口温数据作为参考标准,计算腋温与口温数值之间的相关程度。
关键词 同时效度 腋下温度 口温 腋温 CONCURRENT 现有标准 validity 护理学
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预测效度
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《中国护理管理》 CSCD 2015年第7期789-789,共1页
预测效度(predictive validity),指测量工具作为未来情况预测指标的有效程度。例如,研究者用一个"社会支持"量表测量一组血液透析患者的社会支持程度,并预测该组患者未来的状况。等一段时间后,如一年或两年后再次测量这组研究对象... 预测效度(predictive validity),指测量工具作为未来情况预测指标的有效程度。例如,研究者用一个"社会支持"量表测量一组血液透析患者的社会支持程度,并预测该组患者未来的状况。等一段时间后,如一年或两年后再次测量这组研究对象的实际情况,并与预测的结果进行比较,即可得出预测效度。 展开更多
关键词 预测效度 社会支持 血液透析 PREDICTIVE validity 情况预测 护理学
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结构效度
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《中国护理管理》 CSCD 2015年第6期725-725,共1页
结构效度(construct validity)指研究工具内在的属性,也即一个研究工具能测量些什么?结构效度的好坏反映的是研究工具与其依据的理论或概念架构的密切程度。一种常用于估计结构效度的计算方法是因子分析(factor analysis)。它是将... 结构效度(construct validity)指研究工具内在的属性,也即一个研究工具能测量些什么?结构效度的好坏反映的是研究工具与其依据的理论或概念架构的密切程度。一种常用于估计结构效度的计算方法是因子分析(factor analysis)。它是将一个量表中原有的全部问题的得分用数学方式重组,成为若干个数值上互不相关的因子,并将各因子与量表中各条目之间作相关分析,然后再将各因子相关程度高的条目重组、解读、确定各因子的特性;最后将各因子加起来看是否包含于理论或概念架构之内。 展开更多
关键词 结构效度 因子分析 数学方式 相关分析 因子相关 validity 计算方法 护理学
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中国近海海面高度异常资料再处理 被引量:4
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作者 陈亚飞 王晓春 刘屹岷 《海洋科学》 CAS CSCD 北大核心 2016年第7期151-159,共9页
卫星海面高度异常产品再处理的研究多集中在欧洲和美国近海,中国近海尚未有过。在产生AVISO(Archiving Validation and Interpolation of Satellite Oceanographic Data)全球0.25°多颗卫星海面高度异常产品时,只用了1/3~1/2的部分... 卫星海面高度异常产品再处理的研究多集中在欧洲和美国近海,中国近海尚未有过。在产生AVISO(Archiving Validation and Interpolation of Satellite Oceanographic Data)全球0.25°多颗卫星海面高度异常产品时,只用了1/3~1/2的部分沿轨资料,给区域海洋动力学研究造成了一定的限制。本研究尝试利用多颗卫星的所有沿轨资料及25个测潮站的观测资料,通过最优插值方法产生一份新的中国近海海面高度异常资料。新资料的空间分辨率仍为0.25°,但使用了来自3颗卫星(Jason-1、Jason-2、Cryo Sat-2)的所有沿轨资料及25个测潮站的观测资料。新资料的范围为10°S^50°N、90°~160°E。新资料与AVISO资料的对比分析表明新资料更接近沿轨海面高度异常观测,同时也更接近测潮站资料。与AVISO资料相比,新资料与沿轨海面高度异常观测的均方根误差降低了10.03%,与测潮站资料的均方根误差降低了9.6%。 展开更多
关键词 海面高度异常 中国近海 再处理 高度计 AVISO(Archiving VALIDATION and INTERPOLATION of SATELLITE Oceanographic Data) 测潮站 AVISO(Archiving VALIDATION and INTERPOLATION of SATELLITE Oceanographic Data)
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Control system design of flying-wing UAV based on nonlinear methodology 被引量:11
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作者 Ji-guang LI Xin CHEN +1 位作者 Ya-juan LI Rong ZHANG 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2017年第6期397-405,共9页
In this paper, A fluid vector rudder flying-wing UAV is employed as the design object, so as to study the nonlinear design method and flight validation. For the maneuvering flight control, this paper presents a contro... In this paper, A fluid vector rudder flying-wing UAV is employed as the design object, so as to study the nonlinear design method and flight validation. For the maneuvering flight control, this paper presents a control structure. This control structure included the inner loop linearization decoupling methods to eliminate the known negative coupling and the outer loop backstepping methods for trajectory tracking control. The stability of the control structure has been proved in this paper. Compared with the traditional backstepping control method, this controller increases the inner loop decoupling structure and retains the aerodynamic damping term which makes the linearized system a weak nonlinear system.This structure can not only reduce the conservatism of the outer loop controller design, but also is convenient for engineering implementation. Simulation and flight validation results show that the proposed control scheme is effective. 展开更多
关键词 UAV PAPER FLIGHT validation
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Verification and validation of detonation modeling 被引量:8
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作者 Xiao Liang Rui-li Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2019年第3期398-408,共11页
The mathematical model used to describe the detonation multi-physics phenomenon is usually given by highly coupled nonlinear partial differential equations. Numerical simulation and the computer aided engineering (CAE... The mathematical model used to describe the detonation multi-physics phenomenon is usually given by highly coupled nonlinear partial differential equations. Numerical simulation and the computer aided engineering (CAE) technique has become the third pillar of detonation research, along with theory and experiment, due to the detonation phenomenon is difficult to explain by the theoretical analysis, and the cost required to accredit the reliability of detonation products is very high, even some physical experiments of detonation are impossible. The numerical simulation technique can solve these complex problems in the real situation repeatedly and reduce the design cost and time stunningly. But the reliability of numerical simulation software and the serviceability of the computational result seriously hinders the extension, application and the self-restoration of the simulation software, restricts its independently innovational ability. This article deals with the physical modeling, numerical simulation, and software development of detonation in a unified way. Verification and validation and uncertainty quantification (V&V&UQ) is an important approach in ensuring the credibility of the modeling and simulation of detonation. V&V of detonation is based on our independently developed detonation multiphysics software-LAD2D. We propose the verification method based on mathematical theory and program function as well as availability of its program execution. Validation is executed by comparing with the experiment data. At last, we propose the future prospect of numerical simulation software and the CAE technique, and we also pay attention to the research direction of V&V&UQ. 展开更多
关键词 VERIFICATION and validation DETONATION EQUATION of state DETONATION DIFFRACTION REACTION rate LAW
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A micro-chip exploding foil initiator based on printed circuit board technology 被引量:9
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作者 Zhi Yang Peng Zhu +4 位作者 Qing-yun Chu Qiu Zhang Ke Wang Hao-tian Jian Rui-qi Shen 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第8期1435-1444,共10页
Conventional exploding foil initiator (EFI) in ignition or detonation applications hosts many performance advantages, but was hindered by the bulky, inaccurate, inefficient and expensive shortcomings. We highlight a n... Conventional exploding foil initiator (EFI) in ignition or detonation applications hosts many performance advantages, but was hindered by the bulky, inaccurate, inefficient and expensive shortcomings. We highlight a novel micro-chip exploding foil initiator (McEFI) using printed circuit board (PCB) technology. The structural parameters were determined based on energy coupling relationship at the component interfaces. Next, the prototype McEFI has been batch-fabricated using PCB technology, with a monolithic structure of 7.0 mm (l) × 4.5 mm (w) × 4.0 mm (δ). As expected, this PCB-McEFI illustrated the successful firing validations for explosives pellets. This paper has addressed the cost problem in both military munitions and civil markets wherever reliable, insensitive and timing-dependent ignition or detonation are involved. 展开更多
关键词 Exploding foil initiator Printed circuit board Monolithic structure Firing validations
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Fast cross validation for regularized extreme learning machine 被引量:9
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作者 Yongping Zhao Kangkang Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期895-900,共6页
A method for fast 1-fold cross validation is proposed for the regularized extreme learning machine (RELM). The computational time of fast l-fold cross validation increases as the fold number decreases, which is oppo... A method for fast 1-fold cross validation is proposed for the regularized extreme learning machine (RELM). The computational time of fast l-fold cross validation increases as the fold number decreases, which is opposite to that of naive 1-fold cross validation. As opposed to naive l-fold cross validation, fast l-fold cross validation takes the advantage in terms of computational time, especially for the large fold number such as l 〉 20. To corroborate the efficacy and feasibility of fast l-fold cross validation, experiments on five benchmark regression data sets are evaluated. 展开更多
关键词 extreme learning machine (ELM) regularization theory cross validation neural networks.
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