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Fault diagnosis of electrical equipment based on virtual simulation technology 基于虚拟仿真技术的电气设备故障诊断
Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0334
Jing Chang, Huiqin Li, Na Xiao, Pavitar Parkash Singh, Prashant Vats, Chinthalacheruvu Venkata Krishna Reddy
Abstract In order to efficiently and accurately diagnose train electrical faults, we propose a fault diagnosis method for electrical equipment based on virtual simulation technology. First, Creo software was used to build a subway train model. Then, 3DMAX software was used to make animation and demonstrate the working principle and action process of the train electrical system. Finally, using Unity 3D software, a human–computer interaction mechanism was established, achieving presence and realism. This system realizes the functions of knowledge learning, student assessment, principal display, and troubleshooting of the electrical system of subway trains and is compared with the method of manual diagnosis. Experimental results show that in the designed fault diagnosis system, the detection time for various types of faults is shorter than 30 s, whereas the diagnosis time of the manual diagnosis method is 30–52 s. It shows that the electrical equipment fault diagnosis system based on virtual simulation has the advantages such as short fault diagnosis time and high efficiency. In addition, the highest diagnostic accuracy of the manual diagnosis method is 75.48%, which is far lower than the accuracy of the diagnostic system. Conclusion: It is proved that the designed fault diagnosis system has the advantages such as short detection time and high accuracy and can meet the safety requirements of industrial production.
摘要为了高效、准确地诊断列车电气故障,提出了一种基于虚拟仿真技术的电气设备故障诊断方法。首先,使用Creo软件建立地铁列车模型。然后利用3DMAX软件制作动画,演示了列车电气系统的工作原理和动作过程。最后利用Unity 3D软件建立人机交互机制,实现了临场感和真实感。该系统实现了地铁列车电气系统的知识学习、学生评价、主体显示、故障诊断等功能,并与人工诊断方法进行了比较。实验结果表明,所设计的故障诊断系统对各类故障的检测时间均小于30 s,而人工诊断方法的诊断时间为30 ~ 52 s。结果表明,基于虚拟仿真的电气设备故障诊断系统具有诊断时间短、效率高等优点。此外,人工诊断方法的最高诊断准确率为75.48%,远低于诊断系统的准确率。结论:所设计的故障诊断系统具有检测时间短、准确率高的优点,能够满足工业生产的安全要求。
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引用次数: 0
Nonlinear analysis and processing of software development data under Internet of things monitoring system 物联网监控系统下软件开发数据的非线性分析与处理
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0248
Peipeng Zhang, Junya Li, Anjali Sharma
Abstract The most important and core technology of the Internet of things (IoT) is still the internet, and it also includes many other technical fields and is applied to many fields. The various processes of IoT data are the guarantee that the IoT can meet the management and management requirements in a certain application field, so that each application field can better meet the requirements of people’s lives. In order to study the nonlinear analysis and processing of software development data under the IoT monitoring system, this work uses QT software and socket programming to build the detection, control, and transmission module of the system, and uses multiple processes to classify and process the data. The user interface technology is used to display the data in real time. The system can control the type of transmitted data through interface operation. The classified transmission of data is realized, and the transmission speed is guaranteed to be about 50 MB/s. The experimental results show that after the functional design of each module is completed, the whole system is finally tested to determine whether the system can meet the requirements of data transmission, control, and processing. Since these data are simulated data, video playback is used to simulate the occurrence of a real accident. When an abnormal situation occurs, the whole system starts to work. If an accident occurs, a signal is sent after the accident. The system not only ensures the intellectualization of control, but also ensures the rapidity of data transmission.
物联网(Internet of things, IoT)最重要、最核心的技术仍然是互联网,它还包括许多其他技术领域,应用于许多领域。物联网数据的各种处理是物联网能够满足某一应用领域的管理和管理需求的保证,使每个应用领域能够更好地满足人们生活的需求。为了研究物联网监控系统下软件开发数据的非线性分析与处理,本工作采用QT软件和socket编程构建了系统的检测、控制和传输模块,并采用多进程对数据进行分类和处理。采用用户界面技术实现数据的实时显示。该系统可以通过接口操作控制传输数据的类型。实现了数据的分类传输,传输速度保证在50mb /s左右。实验结果表明,在完成各模块的功能设计后,最后对整个系统进行测试,以确定系统是否能够满足数据传输、控制和处理的要求。由于这些数据是模拟数据,所以使用视频回放来模拟真实事故的发生。当出现异常情况时,整个系统开始工作。如果发生事故,则在事故发生后发送信号。该系统既保证了控制的智能化,又保证了数据传输的快速性。
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引用次数: 1
A versatile dynamic noise control framework based on computer simulation and modeling 基于计算机仿真和建模的多功能动态噪声控制框架
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0272
Jie Li, Zonglu Zhang
Abstract This article attempts to effectively reduce the impact of active noise pollution on human life, and to make up for the traditional passive noise control technique. In low-frequency noise control, there are some shortcomings. The making of active noise control (ANC) technique, in low-frequency noise reduction, can achieve very good results. This article proposes a versatile dynamic noise control framework based on computer simulation and modeling. The research is mainly focused on the principle and application of versatile dynamic noise control framework. To accomplish this, a research method combining theoretical analysis, software simulation, and hardware realization is adopted. The derivation process of the adaptive algorithm (LMS algorithm, filter-XLMS algorithm, etc.) is introduced in detail, and the influencing factors of algorithm performance, a variable step size normalization algorithm based on relative error is proposed. Perform simulation calculations on various algorithms in MATLAB, analyze parameters such as step factor, filter order, etc., and the degree of influence on the algorithm’s convergence speed and steady-state performance. Common command set software is used, the path adaptive identification is realized, and the program design of the versatile dynamic noise control framework is used. After completion of software and hardware debugging on the experimental platform of generalized comfort, the experimental equipment layout is completed. Using the additive random noise method, the adaptive offline modeling of the first path of the versatile dynamic noise control framework is realized. Finally, utilizing the experimental platform of generalized comfort, the adaptive ANC experiment of the single-channel filtered least mean square algorithm is conducted, then the experimental data are analyzed, and at last, the actual application effect of the versatile dynamic noise control framework is verified.
本文试图有效降低主动噪声污染对人类生活的影响,弥补传统被动噪声控制技术的不足。在低频噪声控制方面,存在一些不足。主动噪声控制(ANC)技术的研制,在低频降噪方面可以取得很好的效果。本文提出了一种基于计算机仿真和建模的通用动态噪声控制框架。本文主要研究了通用动态噪声控制框架的原理和应用。为此,采用理论分析、软件仿真和硬件实现相结合的研究方法。详细介绍了自适应算法(LMS算法、filter-XLMS算法等)的推导过程,并分析了影响算法性能的因素,提出了一种基于相对误差的变步长归一化算法。在MATLAB中对各种算法进行仿真计算,分析步长因子、滤波器阶数等参数,以及对算法收敛速度和稳态性能的影响程度。采用通用命令集软件,实现了路径自适应识别,采用通用动态噪声控制框架的程序设计。在广义舒适性实验平台上完成软硬件调试后,完成实验设备布置。采用加性随机噪声方法,实现了通用动态噪声控制框架第一路径的自适应离线建模。最后,利用广义舒适性实验平台,对单通道滤波最小均方算法进行了自适应降噪实验,并对实验数据进行了分析,最后验证了通用动态噪声控制框架的实际应用效果。
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引用次数: 0
Optimization of information acquisition security of broadband carrier communication based on linear equation 基于线性方程的宽带载波通信信息采集安全优化
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0249
Liye Peng, Qing Liu, Xiaohua Lyu
Abstract In order to study the optimization of information acquisition security of broadband carrier communication and solve the problem of low baud rate of data acquisition in traditional communication operation data acquisition systems, this article reconstructs the required arrangement of communication operation data signals in the acquisition path by taking broadband carrier communication in the station area as an example through the linear equation method of genetic algorithm. The baud rate of the designed acquisition system is significantly higher than that of the control group, and the acquisition accuracy is 100% by using phase shift key modulation and high carrier frequency. It can solve the problem of low baud rate of data acquisition in traditional communication operation data acquisition systems and improve the security of information acquisition. The security (loss, anti-interference) of broadband carrier communication information collection based on the improved legacy algorithm is better than that of the traditional genetic algorithm, indicating that the security of broadband carrier communication information collection based on the improved legacy algorithm does not increase with the number of iterations and decrease.
摘要为了研究宽带载波通信信息采集安全的优化问题,解决传统通信运营数据采集系统中数据采集波特率低的问题,本文以站区宽带载波通信为例,通过遗传算法的线性方程方法重构了采集路径中通信运营数据信号所需的排列方式。设计的采集系统波特率明显高于对照组,采用相移键调制和高载波频率,采集精度达到100%。解决了传统通信业务数据采集系统中数据采集波特率低的问题,提高了信息采集的安全性。基于改进遗留算法的宽带载波通信信息采集的安全性(损耗、抗干扰性)优于传统遗传算法,说明基于改进遗留算法的宽带载波通信信息采集的安全性不随迭代次数的增加而减少。
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引用次数: 0
Performance evaluation and optimization of fixture adapter for oil drilling top drives 石油钻井顶驱夹具接头性能评价与优化
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0263
Achille Louodom Chedjou, Marnolin Querol, Xiaobo Peng, Jianren Zhou, Jaejong Park
Abstract A top drive is an essential mechanical device in oil field drilling since it provides the necessary torque for the drilling operations. Manufacturers in the oil and gas industry typically perform in-housing testing and classify the Safe Working Load of top drives. Testing a top drive requires a unique test stand, thus making testing top drives from other manufacturers a difficult challenge. A fixture adapter can be designed using geometric constraints and intuition to make testing apparatus semi-universal, yet they are often bulky and heavy, posing more significant safety concerns. This study aims to first numerically assess the existing fixture adapter and then structurally optimize it for enhancing its structural integrity and efficiency under various severe working environments. Therefore, finite element analysis (FEA) was performed on the existing fixture adapter, and compliance minimization topology optimization was employed. Four load and boundary conditions were used from the three most frequent operation scenarios for the fixture adapters: (i) drilling standby, (ii) staging area, (iii) drilling make-up, and (iv) break-up. The FEA results indicated that no safety factor was compromised with a 50% and 60% mass retention constraint via topology optimization compared to the original fixture adapter. The optimized fixture adapter was also tested under compression using printed 3D prototypes to validate the finite analysis and topology optimization processes.
顶驱是油田钻井中必不可少的机械装置,它为钻井作业提供必要的扭矩。石油和天然气行业的制造商通常会进行内部测试,并对顶部驱动器的安全工作负载进行分类。测试顶部驱动器需要一个独特的测试台,因此测试其他制造商的顶部驱动器是一项艰巨的挑战。夹具适配器可以使用几何约束和直觉来设计,使测试设备具有半通用性,但它们通常又大又重,带来更大的安全问题。本研究旨在首先对现有夹具适配器进行数值评估,然后对其进行结构优化,以提高其在各种恶劣工作环境下的结构完整性和效率。因此,对现有夹具适配器进行有限元分析,并采用柔度最小化拓扑优化方法。夹具适配器使用了三种最常见的操作场景中的四种负载和边界条件:(i)钻井备用,(ii)分段区域,(iii)钻井补装和(iv)中断。有限元分析结果表明,与原始夹具适配器相比,通过拓扑优化,在质量保留约束为50%和60%的情况下,安全系数没有受到损害。优化后的夹具适配器还使用打印的3D原型进行了压缩测试,以验证有限分析和拓扑优化过程。
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引用次数: 0
Equilibrium stability of dynamic duopoly Cournot game under heterogeneous strategies, asymmetric information, and one-way R&D spillovers 异质性策略、信息不对称和单向研发溢出下动态双寡头古诺博弈的均衡稳定性
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0313
Jianjun Long, Fenglian Wang
Abstract Bounded rationality, asymmetric information, and R&D spillovers are widely existed in monopoly markets, and they have been researched separately by a large number of literatures; however, there are few works that discussed both R&D spillovers and asymmetric information in oligopolistic games with bounded rational firms. Considering that R&D spillovers only flow from the R&D leader to the R&D follower, a duopoly Cournot game with heterogeneous expectations and asymmetric information is presented. In our model, a firm with private information of his marginal cost is designed, and the coefficient of R&D spillovers is introduced. Interesting findings show the following: (i) In a static duopoly Cournot game with perfect rationality, the equilibrium output of firm 1 with private information is negatively related to R&D spillovers and the probability of high marginal cost, while firm 2’s equilibrium output is positively correlated with them. (ii) In a dynamic duopoly Cournot game with asymmetric information and heterogeneous expectations, if firms adopt adaptive expectation and naïve expectation respectively, the Nash equilibrium is always globally asymptotically stable; if they use adaptive expectation and gradient dynamical expectation respectively, the Nash equilibrium tends to be locally asymptotically stable under certain conditions. Furthermore, the bigger the probability of high marginal cost or R&D spillovers are, the more volatile the monopoly market is, while higher technology innovation efficiency (TIE) of firm 1 is conducive to the stability of the product market. Our study would have theoretical and practical significance to the technological innovation activities of homogeneous products in oligopoly markets.
摘要有限理性、信息不对称和研发溢出在垄断市场中广泛存在,并被大量文献分别研究;然而,在有限理性企业的寡头垄断博弈中,研究R&D溢出效应和信息不对称的研究却很少。考虑到研发溢出只从研发领导者流向研发追随者,本文提出了一个具有异质期望和信息不对称的双寡头古诺博弈。在模型中,我们设计了一个具有边际成本私有信息的企业,并引入了研发溢出系数。有趣的发现表明:(1)在完全理性的静态双寡头古诺博弈中,具有私有信息的企业1的均衡产出与研发溢出和高边际成本概率负相关,而企业2的均衡产出与二者正相关。(ii)在信息不对称和异质性期望的动态双寡头古诺博弈中,如果企业分别采用自适应期望和naïve期望,纳什均衡总是全局渐近稳定的;当分别使用自适应期望和梯度动态期望时,纳什均衡在一定条件下趋于局部渐近稳定。此外,高边际成本或研发溢出的概率越大,垄断市场的波动性越大,而企业1的技术创新效率越高,有利于产品市场的稳定性。本文的研究对寡头垄断市场中同质产品的技术创新活动具有一定的理论和实践意义。
{"title":"Equilibrium stability of dynamic duopoly Cournot game under heterogeneous strategies, asymmetric information, and one-way R&D spillovers","authors":"Jianjun Long, Fenglian Wang","doi":"10.1515/nleng-2022-0313","DOIUrl":"https://doi.org/10.1515/nleng-2022-0313","url":null,"abstract":"Abstract Bounded rationality, asymmetric information, and R&D spillovers are widely existed in monopoly markets, and they have been researched separately by a large number of literatures; however, there are few works that discussed both R&D spillovers and asymmetric information in oligopolistic games with bounded rational firms. Considering that R&D spillovers only flow from the R&D leader to the R&D follower, a duopoly Cournot game with heterogeneous expectations and asymmetric information is presented. In our model, a firm with private information of his marginal cost is designed, and the coefficient of R&D spillovers is introduced. Interesting findings show the following: (i) In a static duopoly Cournot game with perfect rationality, the equilibrium output of firm 1 with private information is negatively related to R&D spillovers and the probability of high marginal cost, while firm 2’s equilibrium output is positively correlated with them. (ii) In a dynamic duopoly Cournot game with asymmetric information and heterogeneous expectations, if firms adopt adaptive expectation and naïve expectation respectively, the Nash equilibrium is always globally asymptotically stable; if they use adaptive expectation and gradient dynamical expectation respectively, the Nash equilibrium tends to be locally asymptotically stable under certain conditions. Furthermore, the bigger the probability of high marginal cost or R&D spillovers are, the more volatile the monopoly market is, while higher technology innovation efficiency (TIE) of firm 1 is conducive to the stability of the product market. Our study would have theoretical and practical significance to the technological innovation activities of homogeneous products in oligopoly markets.","PeriodicalId":37863,"journal":{"name":"Nonlinear Engineering - Modeling and Application","volume":"30 1","pages":""},"PeriodicalIF":8.3,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72958277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Establishment of nonlinear network security situational awareness model based on random forest under the background of big data 大数据背景下基于随机森林的非线性网络安全态势感知模型的建立
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0265
Jinkui He, Weibin Su
Abstract In order to explore the establishment of a nonlinear network security situational awareness model based on random forest in the context of big data, a multi-level network security knowledge system evaluation model based on random forest is proposed. This article proposes a multi-level CSSA analysis system and then uses random memory algorithm to create a CSSA evaluation model. Also, it proposes a CSSA multi-level analysis framework and then uses random forest algorithm to build a CSSA evaluation model. A random vector distribution of the same values is used for all forest trees. In this article, the interval [0,1] is used to quantitatively describe the weight of the security level. The training sample ratio of test samples is 110:40, in order to predict the security of the network, the prediction of knowledge is closer to the true value, and the complexity of multi-level security is predicted. Use unusual forests. The tree returns the most recommended part, which is a more realistic assessment of network security. The experimental results show that considering the network security situation, the prediction performance of this method is closer to the actual value, and the performance is better than the other two methods. Therefore, perception of multi-level security situations can be effectively predicted using random access memory. It is proved that random forest is faster and more efficient in network security.
摘要为了探索大数据背景下基于随机森林的非线性网络安全态势感知模型的建立,提出了基于随机森林的多层次网络安全知识体系评价模型。本文提出了一个多层次的CSSA分析体系,并利用随机记忆算法建立了CSSA评价模型。提出了CSSA多层次分析框架,并利用随机森林算法建立了CSSA评价模型。对所有树木使用相同值的随机向量分布。在本文中,我们使用区间[0,1]来定量描述安全级别的权重。测试样本的训练样本比例为110:40,为了预测网络的安全性,预测的知识更接近真实值,预测多级安全的复杂性。使用不同寻常的森林。该树返回最受推荐的部分,这是对网络安全的更现实的评估。实验结果表明,考虑到网络安全情况,该方法的预测性能更接近实际值,性能优于其他两种方法。因此,使用随机存取存储器可以有效地预测多级安全情况的感知。事实证明,随机森林算法在网络安全方面具有更快、更高效的优点。
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引用次数: 2
Influence of the blade size on the dynamic characteristic damage identification of wind turbine blades 叶片尺寸对风力机叶片动态特性损伤识别的影响
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0261
Peng Chen, Bei Chen
Abstract In this article, the sensitivity coefficients of dynamic characteristic damage identification of blades with different sizes were investigated. The results show that the first third-order vibration modes of the blade before and after damage are consistent, and the wind turbine blade size has no significant effect on the vibration mode; with the increase of the blade size, the first-, third- and fourth-order natural frequency sensitivity coefficients decrease gradually, while the second-, fifth- and sixth-order natural frequency sensitivity coefficients increase gradually; as the blade size increases, the third-order displacement mode sensitivity coefficient of the blade gradually increases, which indicates that the displacement modes identification effect is better with the increase of the blade size. With the increase of the blade size, the first- and third-order strain modal sensitivity coefficients increase gradually, which indicates that when using first- and third-order strain modes for damage identification, the larger the blade size, the better the identification effect; with the increase of the blade size, the second-order strain modal sensitivity coefficient decreases gradually, which indicates that when using second-order strain mode for damage identification, the larger the blade size, the worse the identification effect. This research could provide a theoretical basis for the application of the dynamic characteristic damage identification method in the damage identification of wind turbine blades of different sizes.
摘要研究了不同尺寸叶片动特性损伤识别的敏感性系数。结果表明:损伤前后叶片的一阶三阶振动模态一致,风机叶片尺寸对其振动模态无显著影响;随着叶片尺寸的增大,一、三、四阶固有频率敏感系数逐渐减小,而二、五、六阶固有频率敏感系数逐渐增大;随着叶片尺寸的增大,叶片的三阶位移模态敏感系数逐渐增大,表明随着叶片尺寸的增大,位移模态识别效果越好。随着叶片尺寸的增大,一阶和三阶应变模态灵敏度系数逐渐增大,表明采用一阶和三阶应变模态进行损伤识别时,叶片尺寸越大,识别效果越好;随着叶片尺寸的增大,二阶应变模态敏感系数逐渐减小,说明采用二阶应变模态进行损伤识别时,叶片尺寸越大,识别效果越差。该研究可为动态特性损伤识别方法在不同尺寸风力机叶片损伤识别中的应用提供理论依据。
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引用次数: 1
Derivation of septic B-spline function in n-dimensional to solve n-dimensional partial differential equations 用n维b样条函数求导求解n维偏微分方程
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0298
K. Raslan, K. Ali, M. S. Mohamed
Abstract In this study, a new structure for the septic B-spline collocation algorithm in n-dimensional is presented as a continuation of generating B-spline functions in n-dimensional to solve mathematical models in n-dimensional. The septic B-spline collocation algorithm is displayed in three forms: one dimensional, two dimensional, and three dimensional. In various domains, these constructs are essential for solving mathematical models. The effectiveness and correctness of the suggested method are demonstrated using a few two- and three-dimensional test problems. The proposed new structure provides better results than other methods because it deals with a larger number of points than the field. To create comparisons, we use different numerical approaches accessible in the literature.
本文提出了一种新的n维b样条配置算法结构,作为在n维上生成b样条函数来求解n维数学模型的延续。败血症b样条搭配算法以一维、二维和三维三种形式显示。在许多领域,这些构造对于求解数学模型是必不可少的。通过几个二维和三维试验问题,验证了所提方法的有效性和正确性。所提出的新结构比其他方法提供了更好的结果,因为它处理比字段更多的点。为了进行比较,我们在文献中使用了不同的数值方法。
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引用次数: 0
Self-optimization examination system based on improved particle swarm optimization 基于改进粒子群算法的自优化考试系统
IF 8.3 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-01-01 DOI: 10.1515/nleng-2022-0271
Xiangran Du, M. Zhang, Yu-Lin He
Abstract Artificial intelligence has been applied to many fields successfully and saved many human and material resources. The intelligent examination system is a typical application case, which makes teachers can not only master the study situation of every candidate at any time but also design further study plans with the help of the examination system. A self-optimization examination system is shown in this paper, which is carried out by an improved particle swarm optimization. The intelligent examination system can surmount two difficulties shown in the construction of the traditional examining system, one is the setting of the attributes of the examination questions, and another is the maintenance of the database of the examination questions. The experiment shows that the novel method can not only optimize the attributes of the questions in the examination database intelligently but also maintain the examination database effectively through massive training.
人工智能已经成功地应用于许多领域,节省了大量的人力和物力。智能考试系统是一个典型的应用案例,它使教师不仅可以随时掌握每个考生的学习情况,还可以借助考试系统设计进一步的学习计划。本文提出了一种基于改进粒子群算法的自优化检测系统。智能考试系统可以克服传统考试系统在建设中所表现出的两个困难,一是试题属性的设置,二是试题数据库的维护。实验表明,该方法不仅可以智能地优化试题数据库中的试题属性,而且可以通过大规模训练有效地维护试题数据库。
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引用次数: 0
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Nonlinear Engineering - Modeling and Application
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