首页 > 最新文献

2018 International Conference on Control, Automation and Information Sciences (ICCAIS)最新文献

英文 中文
Research on Comprehensive Performance Improvement of Laser-Guided Missile System 激光制导导弹系统综合性能改进研究
Kai Yang, Nizhi Wang, Fei Ma, Lihao Wang
This paper focuses on the problems as the fault mechanism of the laser guided air-to-ground missile dropped at close range fault and flied over target fault. A temperature compensation algorithm on the seeker's output slope has been proposed, which can improve the missile hit accuracy. Mathematical simulation and hardware-in-the-loop simulation have shown that the algorithm can effectively solve the technical problems of the missile in practical applications and improve the comprehensive performance of the weapon system.
本文重点研究了激光制导空空导弹近距离坠落故障和飞越目标故障的故障机理等问题。提出了一种导引头输出斜率的温度补偿算法,提高了导弹的命中精度。数学仿真和硬件在环仿真表明,该算法能有效解决导弹在实际应用中的技术问题,提高武器系统的综合性能。
{"title":"Research on Comprehensive Performance Improvement of Laser-Guided Missile System","authors":"Kai Yang, Nizhi Wang, Fei Ma, Lihao Wang","doi":"10.1109/ICCAIS.2018.8570486","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570486","url":null,"abstract":"This paper focuses on the problems as the fault mechanism of the laser guided air-to-ground missile dropped at close range fault and flied over target fault. A temperature compensation algorithm on the seeker's output slope has been proposed, which can improve the missile hit accuracy. Mathematical simulation and hardware-in-the-loop simulation have shown that the algorithm can effectively solve the technical problems of the missile in practical applications and improve the comprehensive performance of the weapon system.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116869705","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
Image Copy-Move Forgery Detection Based on SIFT-BRISK 基于SIFT-BRISK的图像复制-移动伪造检测
Tianyang Du, Lihua Tian, Chen Li
Copy-move forgery is the most common type of image forgery. SIFT is widely used in copy-move forgery detection due to its excellent scale invariance and rotation invariance. However, the detection efficiency of the traditional SIFT-based method has not performed very well because its high-dimensional feature descriptors leads to a long time of feature extracting and matching. In this paper we propose an efficient method for copy-move forgery detection. First, for the forged image, we determine the SIFT keypoints with scale and position information. Then, we use BRISK algorithm to generate a binary feature descriptor for each keypoint. Finally, we can use Hamming distance to quickly match similar keypoints. The experimental results show that the proposed method obtains a significant improvement in the speed of forgery detection under the premise of better robustness.
复制-移动伪造是最常见的图像伪造类型。SIFT具有良好的尺度不变性和旋转不变性,被广泛应用于复制-移动伪造检测中。然而,传统的基于sift的方法由于其高维特征描述子导致特征提取和匹配时间过长,检测效率不高。本文提出了一种有效的复制-移动伪造检测方法。首先,针对伪造图像,利用尺度和位置信息确定SIFT关键点;然后,我们使用BRISK算法为每个关键点生成一个二进制特征描述符。最后,我们可以利用汉明距离快速匹配相似的关键点。实验结果表明,该方法在具有较好鲁棒性的前提下,显著提高了伪造检测速度。
{"title":"Image Copy-Move Forgery Detection Based on SIFT-BRISK","authors":"Tianyang Du, Lihua Tian, Chen Li","doi":"10.1109/ICCAIS.2018.8570513","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570513","url":null,"abstract":"Copy-move forgery is the most common type of image forgery. SIFT is widely used in copy-move forgery detection due to its excellent scale invariance and rotation invariance. However, the detection efficiency of the traditional SIFT-based method has not performed very well because its high-dimensional feature descriptors leads to a long time of feature extracting and matching. In this paper we propose an efficient method for copy-move forgery detection. First, for the forged image, we determine the SIFT keypoints with scale and position information. Then, we use BRISK algorithm to generate a binary feature descriptor for each keypoint. Finally, we can use Hamming distance to quickly match similar keypoints. The experimental results show that the proposed method obtains a significant improvement in the speed of forgery detection under the premise of better robustness.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126512191","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
A Ranking Distance Based Diversity Measure for Multiple Classifier Systems 基于排序距离的多分类器系统多样性度量
Yi Yang, Deqiang Han, J. Dezert
Multiple classifier fusion belongs to the decision-level information fusion, which has been widely used in many pattern classification applications, especially when the single classifier is not competent. However, multiple classifier fusion can not assure the improvement of the classification accuracy. The diversity among those classifiers in the multiple classifier system (MCS) is crucial for improving the fused classification accuracy. Various diversity measures for MCS have been proposed, which are mainly based on the average sample-wise classification consistency between different member classifiers. In this paper, we propose to define the diversity between member classifiers from a different standpoint. If different member classifiers in an MCS are good at classifying different classes, i.e., there exist expert-classifiers for each concerned class, the improvement of the accuracy of classifier fusion can be expected. Each classifier has a ranking of classes in term of the classification accuracies, based on which, a new diversity measure is implemented using the ranking distance. A larger average ranking distance represents a higher diversity. The new proposed diversity measure is used together with each single classifier's performance on training samples to design and optimize the MCS. Experiments, simulations, and related analyses are provided to illustrate and validate our new proposed diversity measure.
多分类器融合属于决策级信息融合,在许多模式分类应用中得到了广泛的应用,特别是在单分类器不能胜任的情况下。然而,多分类器融合并不能保证分类精度的提高。多分类器系统中分类器之间的多样性是提高融合分类精度的关键。MCS的多样性测度主要基于不同成员分类器之间的平均样本分类一致性。在本文中,我们提出从不同的角度来定义成员分类器之间的多样性。如果MCS中的不同成员分类器擅长对不同的类进行分类,即每个相关类都存在专家分类器,则可以期望分类器融合精度的提高。每个分类器根据分类精度对分类进行排序,在此基础上利用排序距离实现新的多样性度量。平均排序距离越大,多样性越高。将新提出的多样性度量与每个单个分类器在训练样本上的性能结合起来设计和优化MCS。实验,模拟和相关分析提供了说明和验证我们的新提出的多样性测量。
{"title":"A Ranking Distance Based Diversity Measure for Multiple Classifier Systems","authors":"Yi Yang, Deqiang Han, J. Dezert","doi":"10.1109/ICCAIS.2018.8570328","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570328","url":null,"abstract":"Multiple classifier fusion belongs to the decision-level information fusion, which has been widely used in many pattern classification applications, especially when the single classifier is not competent. However, multiple classifier fusion can not assure the improvement of the classification accuracy. The diversity among those classifiers in the multiple classifier system (MCS) is crucial for improving the fused classification accuracy. Various diversity measures for MCS have been proposed, which are mainly based on the average sample-wise classification consistency between different member classifiers. In this paper, we propose to define the diversity between member classifiers from a different standpoint. If different member classifiers in an MCS are good at classifying different classes, i.e., there exist expert-classifiers for each concerned class, the improvement of the accuracy of classifier fusion can be expected. Each classifier has a ranking of classes in term of the classification accuracies, based on which, a new diversity measure is implemented using the ranking distance. A larger average ranking distance represents a higher diversity. The new proposed diversity measure is used together with each single classifier's performance on training samples to design and optimize the MCS. Experiments, simulations, and related analyses are provided to illustrate and validate our new proposed diversity measure.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128883567","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: 3
Research on Integrity Monitoring Performance Test Method of GNSS-Based Train Positioning Units 基于gnss的列车定位单元完整性监测性能测试方法研究
Mei-Hao Yang, Jiang Liu, B. Cai, Tao Wen
With the rapid increasing applications of Global Navigation Satellite System (GNSS) technology in railway train control systems, the specific performance test and evaluation methods and platforms for train positioning units have received more attention in recent years. Considering the varieties and uncertainties in the environmental conditions and critical requirement of safety for railway trains, commercial grade GNSS receivers may not meet specified requirements in safety-related railway operations. In this paper, composition of the GNSS-based train positioning units is presented, where an overlay module for autonomous integrity monitoring is integrated. It enables the implementation of GNSS-based train positioning units under different conditions, even with faults or failures in the raw measurements. Performance properties and the test process of the positioning units are introduced, and the integrity monitoring performance test method dedicated to the train positioning application is designed. Based on results from different testing objects, the feasibility of the frame for test and effectiveness of the presented performance evaluation method are demonstrated, which show the potentials in safety-related GNSS railway applications in the future.
随着全球卫星导航系统(GNSS)技术在铁路列控系统中的应用迅速增加,列车定位单元的具体性能测试与评估方法和平台近年来受到越来越多的关注。考虑到环境条件的多样性和不确定性以及铁路列车安全的关键要求,商业级GNSS接收机在与安全相关的铁路运营中可能无法满足规定的要求。本文介绍了基于gnss的列车定位单元的组成,其中集成了用于自主完整性监测的叠加模块。它可以在不同条件下实现基于gnss的列车定位单元,即使在原始测量中存在故障或失败。介绍了定位单元的性能特性和测试过程,设计了专用于列车定位应用的完整性监测性能测试方法。基于不同测试对象的测试结果,验证了测试框架的可行性和所提出的性能评估方法的有效性,显示了未来GNSS在安全相关铁路应用中的潜力。
{"title":"Research on Integrity Monitoring Performance Test Method of GNSS-Based Train Positioning Units","authors":"Mei-Hao Yang, Jiang Liu, B. Cai, Tao Wen","doi":"10.1109/ICCAIS.2018.8570500","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570500","url":null,"abstract":"With the rapid increasing applications of Global Navigation Satellite System (GNSS) technology in railway train control systems, the specific performance test and evaluation methods and platforms for train positioning units have received more attention in recent years. Considering the varieties and uncertainties in the environmental conditions and critical requirement of safety for railway trains, commercial grade GNSS receivers may not meet specified requirements in safety-related railway operations. In this paper, composition of the GNSS-based train positioning units is presented, where an overlay module for autonomous integrity monitoring is integrated. It enables the implementation of GNSS-based train positioning units under different conditions, even with faults or failures in the raw measurements. Performance properties and the test process of the positioning units are introduced, and the integrity monitoring performance test method dedicated to the train positioning application is designed. Based on results from different testing objects, the feasibility of the frame for test and effectiveness of the presented performance evaluation method are demonstrated, which show the potentials in safety-related GNSS railway applications in the future.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127843766","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: 0
An Approach to Multi-Sensor Decision Fusion Based on the Improved Jousselme Evidence Distance 基于改进Jousselme证据距离的多传感器决策融合方法
Lifan Sun, Yayuan Zhang, Zhumu Fu, Guoqianhg Zheng, Zishu He, J. Pu
Multi-sensor systems are able to obtain various measurement data, but their accuracy and reliability are difficult to be guaranteed, thus the decision-makings using these data are likely contrary to the facts. In view of this, an approach to multi-sensor decision fusion based on improved Jousselme evidence distance is proposed in the framework of D-S evidence theory. By rationally dividing the similarity Jaccard coefficient matrix, the evidences about conflicted sensor node are described accurately and their weights are reallocated by correction. This facilitates the final decision fusion. Numerical experimental results demonstrate that the proposed decision fusion approach based on the improved Jousselme distance achieves better performance than some existed approaches and largely reduces the uncertainty of the fused decision. To sum up, our approach not only recognizes the evidence about conflicted sensor node rapidly, but also has less risk of decision-makings.
多传感器系统可以获得各种测量数据,但其准确性和可靠性难以保证,因此使用这些数据进行决策可能与事实相反。鉴于此,在D-S证据理论框架下,提出了一种基于改进Jousselme证据距离的多传感器决策融合方法。通过合理划分相似度Jaccard系数矩阵,准确地描述了冲突传感器节点的证据,并通过校正重新分配了它们的权重。这有助于最终的决策融合。数值实验结果表明,本文提出的基于改进Jousselme距离的决策融合方法比现有的一些方法具有更好的性能,并大大降低了融合决策的不确定性。综上所述,我们的方法不仅能够快速识别出冲突传感器节点的证据,而且具有较小的决策风险。
{"title":"An Approach to Multi-Sensor Decision Fusion Based on the Improved Jousselme Evidence Distance","authors":"Lifan Sun, Yayuan Zhang, Zhumu Fu, Guoqianhg Zheng, Zishu He, J. Pu","doi":"10.1109/ICCAIS.2018.8570551","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570551","url":null,"abstract":"Multi-sensor systems are able to obtain various measurement data, but their accuracy and reliability are difficult to be guaranteed, thus the decision-makings using these data are likely contrary to the facts. In view of this, an approach to multi-sensor decision fusion based on improved Jousselme evidence distance is proposed in the framework of D-S evidence theory. By rationally dividing the similarity Jaccard coefficient matrix, the evidences about conflicted sensor node are described accurately and their weights are reallocated by correction. This facilitates the final decision fusion. Numerical experimental results demonstrate that the proposed decision fusion approach based on the improved Jousselme distance achieves better performance than some existed approaches and largely reduces the uncertainty of the fused decision. To sum up, our approach not only recognizes the evidence about conflicted sensor node rapidly, but also has less risk of decision-makings.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127855347","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: 4
Multi-path Data Association for Over-the-Horizon Radar Using Linear Multitarget Integrated Probabilistic Data Association 基于线性多目标综合概率数据关联的超视距雷达多路径数据关联
Yuan Huang, S. Chong, T. Song, J. Lee
In over-the-horizon radar (OTHR) applications, one target can generate multiple detections due to the multiple signal propagation paths through the ionosphere. Traditional joint multiple detection data association algorithms suffer from the high computational load when they are applied to OTHR. Different from the traditional joint multiple detection data association structures, a novel scheme is developed based on the modulated clutter measurement density. When a measurement cell, which contains one or more measurements, is associated to a track, the proposed scheme considers not only the possibility that this measurement cell is generated by clutter but also the possibility that this measurement cell is generated from other targets. Using the modulated clutter measurement density, a single target data association structure can be applied to multitarget data association. The simulation results show that the proposed algorithm is much more computationally efficient compared to the traditional joint multiple detection joint data association structures.
在超视距雷达(OTHR)应用中,由于信号通过电离层的多种传播路径,一个目标可以产生多个探测。传统的联合多检测数据关联算法在应用于OTHR时存在计算量大的问题。与传统的联合多重检测数据关联结构不同,提出了一种基于调制杂波测量密度的新方案。当包含一个或多个测量值的测量单元与航迹相关联时,该方案不仅考虑该测量单元由杂波产生的可能性,而且考虑该测量单元由其他目标产生的可能性。利用调制后的杂波测量密度,可以将单目标数据关联结构应用于多目标数据关联。仿真结果表明,与传统的联合多检测联合数据关联结构相比,该算法的计算效率大大提高。
{"title":"Multi-path Data Association for Over-the-Horizon Radar Using Linear Multitarget Integrated Probabilistic Data Association","authors":"Yuan Huang, S. Chong, T. Song, J. Lee","doi":"10.1109/ICCAIS.2018.8570333","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570333","url":null,"abstract":"In over-the-horizon radar (OTHR) applications, one target can generate multiple detections due to the multiple signal propagation paths through the ionosphere. Traditional joint multiple detection data association algorithms suffer from the high computational load when they are applied to OTHR. Different from the traditional joint multiple detection data association structures, a novel scheme is developed based on the modulated clutter measurement density. When a measurement cell, which contains one or more measurements, is associated to a track, the proposed scheme considers not only the possibility that this measurement cell is generated by clutter but also the possibility that this measurement cell is generated from other targets. Using the modulated clutter measurement density, a single target data association structure can be applied to multitarget data association. The simulation results show that the proposed algorithm is much more computationally efficient compared to the traditional joint multiple detection joint data association structures.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130096823","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: 2
Speckle Reduction for Long Distance Fourier Ptychography Using Truncated Amplitude Flow and Filtering 截断振幅流和滤波用于长距离傅立叶平面成像的散斑抑制
Zhixin Li, Desheng Wen, Zongxi Song
Fourier Ptychography (FP) is a new method for long-distance, sub-diffraction imaging. However, due to the coherence of laser-illumination and the scattering of the objects' surface, there will be obvious laser speckle noise in measured images. In this work, we reconstruct the high-resolution image following two steps: the first step is to recover the Fourier spectrum using truncated amplitude flow algorithm, and the second step is to enhance the noisy recovered images using denoisers during reconstruction. It's demonstrated that this method can effectively suppress speckle noise, improve PSNR about 7dB and improve SSIM about 0.2 compared with other algorithms.
傅里叶平面摄影(FP)是一种远距离亚衍射成像的新方法。然而,由于激光照明的相干性和物体表面的散射,在被测图像中会存在明显的激光散斑噪声。在这项工作中,我们通过两个步骤重建高分辨率图像:第一步是使用截断幅度流算法恢复傅里叶谱,第二步是在重建过程中使用去噪器增强噪声恢复图像。实验表明,与其他算法相比,该方法能有效抑制散斑噪声,提高PSNR约7dB, SSIM约0.2。
{"title":"Speckle Reduction for Long Distance Fourier Ptychography Using Truncated Amplitude Flow and Filtering","authors":"Zhixin Li, Desheng Wen, Zongxi Song","doi":"10.1109/ICCAIS.2018.8570521","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570521","url":null,"abstract":"Fourier Ptychography (FP) is a new method for long-distance, sub-diffraction imaging. However, due to the coherence of laser-illumination and the scattering of the objects' surface, there will be obvious laser speckle noise in measured images. In this work, we reconstruct the high-resolution image following two steps: the first step is to recover the Fourier spectrum using truncated amplitude flow algorithm, and the second step is to enhance the noisy recovered images using denoisers during reconstruction. It's demonstrated that this method can effectively suppress speckle noise, improve PSNR about 7dB and improve SSIM about 0.2 compared with other algorithms.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"104 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132096059","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
Fault Detection Method Based on Improved Isomap and SVM in Noise-Containing Nonlinear Process 基于改进等高图和支持向量机的含噪非线性过程故障检测方法
Yankun Han, Qianshuai Cheng, Yandong Hou
In order to solve the problem of high dimension and nonlinearity of monitoring data in chemical process, a fault detection method based on the combination of improved isometric mapping (Isomap) and Support Vector Machines (SVM) is proposed. First of all, a new method of Isomap improvement is proposed in this paper, called Standardized Residuals-Isomap (SR-Isomap), to solve the problem that Isomap algorithm is easily affected by noise. Then based on the statistic-proximity ratio r, the residuals are analyzed and the noise is separated within the confidence intervals [-2, 2] to accurately extract the low-dimensional principal components in the high-dimensional and Nonlinear manifold under the noisy environment, the robustness of Isomap algorithm to noise is enhanced. Finally, based on the feature of minimizing the structural risk of support vector machines, an SR-Isomap-SVM fault detection model is constructed and the radial basis function suitable for process monitoring signal is chosen to train and learn the low-dimensional clustering data to realize the fault detection of nonlinear monitoring data with noise. The simulation results of Tennessee Eastman(TE) Process show that this method can effectively realize the fault detection of non-linear chemical process with noise.
为了解决化工过程监测数据的高维和非线性问题,提出了一种基于改进等距映射(Isomap)和支持向量机(SVM)相结合的故障检测方法。首先,针对等高图算法容易受噪声影响的问题,本文提出了一种新的等高图改进方法——标准化残差等高图(SR-Isomap)。然后基于统计接近比r对残差进行分析,在置信区间[- 2,2]内分离噪声,在噪声环境下准确提取高维非线性流形中的低维主成分,增强Isomap算法对噪声的鲁棒性。最后,基于支持向量机结构风险最小化的特点,构建SR-Isomap-SVM故障检测模型,选择适合过程监测信号的径向基函数对低维聚类数据进行训练学习,实现含噪声非线性监测数据的故障检测。田纳西伊士曼过程的仿真结果表明,该方法可以有效地实现含噪声的非线性化工过程的故障检测。
{"title":"Fault Detection Method Based on Improved Isomap and SVM in Noise-Containing Nonlinear Process","authors":"Yankun Han, Qianshuai Cheng, Yandong Hou","doi":"10.1109/ICCAIS.2018.8570478","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570478","url":null,"abstract":"In order to solve the problem of high dimension and nonlinearity of monitoring data in chemical process, a fault detection method based on the combination of improved isometric mapping (Isomap) and Support Vector Machines (SVM) is proposed. First of all, a new method of Isomap improvement is proposed in this paper, called Standardized Residuals-Isomap (SR-Isomap), to solve the problem that Isomap algorithm is easily affected by noise. Then based on the statistic-proximity ratio r, the residuals are analyzed and the noise is separated within the confidence intervals [-2, 2] to accurately extract the low-dimensional principal components in the high-dimensional and Nonlinear manifold under the noisy environment, the robustness of Isomap algorithm to noise is enhanced. Finally, based on the feature of minimizing the structural risk of support vector machines, an SR-Isomap-SVM fault detection model is constructed and the radial basis function suitable for process monitoring signal is chosen to train and learn the low-dimensional clustering data to realize the fault detection of nonlinear monitoring data with noise. The simulation results of Tennessee Eastman(TE) Process show that this method can effectively realize the fault detection of non-linear chemical process with noise.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114264981","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
The Research of Hierarchical Synchronization Mechanism About 2-Vote-2 Safety Computer 2-Vote-2安全计算机分层同步机制研究
Yan Gao, Lian-chuan Ma, Yuan Cao
In order to improve the safety and reliability of the safety computer of the next generation train operation control system, the safety computer using the structure of 2-vote-2 is playing an increasingly important role, and the requirements for the performance and reliability are getting higher and higher. As a real-time system, the synchronization problem of the safety computer is the key to achieving reliability. Therefore, this paper focuses on the analysis and studies on the synchronization problems of the 2-vote-2 safety computer. First of all, the structure of the 2-vote-2 safety computer is analyzed and the synchronization mechanism is designed. A new hierarchical synchronization mechanism is proposed, the bidirectional timing supervision monitor is set up between different levels to achieve the synchronization process of the 2-vote-2 safety computer. Based on this, system software uses task cycle scheduling control and dual-module communication to process the input, calculation and output tasks, synchronize in each task point of the control cycle and achieve the task synchronization. The system's model is built by UPPAAL which based on timed automata, the model is verified and the verification results showed that the designed hierarchical synchronization mechanism conformed to the requirements of design specifications.
为了提高下一代列车运行控制系统安全计算机的安全性和可靠性,采用2-vote-2结构的安全计算机发挥着越来越重要的作用,对其性能和可靠性的要求也越来越高。作为一个实时系统,安全计算机的同步问题是实现可靠性的关键。因此,本文着重对2-投票-2安全计算机的同步问题进行了分析和研究。首先,分析了2-投票-2安全计算机的结构,设计了同步机构。提出了一种新的分级同步机制,在不同级别之间设置双向定时监督监控器,实现2-投票-2安全计算机的同步过程。在此基础上,系统软件采用任务周期调度控制和双模块通信对输入、计算和输出任务进行处理,在控制周期的各个任务点同步,实现任务同步。采用基于时间自动机的UPPAAL方法建立了系统模型,并对模型进行了验证,验证结果表明所设计的分层同步机制符合设计规范的要求。
{"title":"The Research of Hierarchical Synchronization Mechanism About 2-Vote-2 Safety Computer","authors":"Yan Gao, Lian-chuan Ma, Yuan Cao","doi":"10.1109/ICCAIS.2018.8570615","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570615","url":null,"abstract":"In order to improve the safety and reliability of the safety computer of the next generation train operation control system, the safety computer using the structure of 2-vote-2 is playing an increasingly important role, and the requirements for the performance and reliability are getting higher and higher. As a real-time system, the synchronization problem of the safety computer is the key to achieving reliability. Therefore, this paper focuses on the analysis and studies on the synchronization problems of the 2-vote-2 safety computer. First of all, the structure of the 2-vote-2 safety computer is analyzed and the synchronization mechanism is designed. A new hierarchical synchronization mechanism is proposed, the bidirectional timing supervision monitor is set up between different levels to achieve the synchronization process of the 2-vote-2 safety computer. Based on this, system software uses task cycle scheduling control and dual-module communication to process the input, calculation and output tasks, synchronize in each task point of the control cycle and achieve the task synchronization. The system's model is built by UPPAAL which based on timed automata, the model is verified and the verification results showed that the designed hierarchical synchronization mechanism conformed to the requirements of design specifications.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122370025","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: 0
Modeling and Simulation Analysis of Hybrid Energy Storage System Based on Wind Power Generation System 基于风力发电系统的混合储能系统建模与仿真分析
Jiancheng Wang, Yonghua Xu, Meilei Lv
Hybrid energy storage system(HESS) based on wind power generation system(WPGS) plays an important role in smoothing wind power fluctuations. In consideration of limited advantage of single energy storing dielectric, the hybrid energy storage system has a good application prospect with its merits complementation. In this paper, take super-capacitors(SC) and batteries for example, the advantages and disadvantages of different topology structures of power type and energy type are analyzed. Firstly, The HESS topology is built. Then, the model of wind power and principle of bidirectional DC/DC converters for charging and discharging is introduced and a current control is designed. Lastly, fuzzy sliding control strategy of hybrid energy storage system was set. Fuzzy controller can eliminate chattering of sliding controller, and it is used to smooth the power fluctuations and optimize power distribution among each energy unit, according to their different characteristics. A simulation model of the system is built in MATLAB/SIMULINK for WPGS. The results show that the proposed energy management strategy can be used to smooth power fluctuations, and optimize power distribution effectively.
基于风力发电系统(WPGS)的混合储能系统(HESS)在平滑风力发电波动方面发挥着重要作用。考虑到单一储能介质的有限优势,混合储能系统具有良好的应用前景,两者优点互补。本文以超级电容器和电池为例,分析了功率型和能量型不同拓扑结构的优缺点。首先,构建HESS拓扑结构。然后,介绍了风力发电的模型和双向DC/DC变换器的充放电原理,并设计了电流控制装置。最后,建立了混合储能系统的模糊滑动控制策略。模糊控制器可以消除滑动控制器的抖振,并根据各能量单元的不同特性,平滑其功率波动,优化其功率分配。在MATLAB/SIMULINK中建立了WPGS系统的仿真模型。结果表明,所提出的能量管理策略可以有效地平滑电力波动,优化电力分配。
{"title":"Modeling and Simulation Analysis of Hybrid Energy Storage System Based on Wind Power Generation System","authors":"Jiancheng Wang, Yonghua Xu, Meilei Lv","doi":"10.1109/ICCAIS.2018.8570660","DOIUrl":"https://doi.org/10.1109/ICCAIS.2018.8570660","url":null,"abstract":"Hybrid energy storage system(HESS) based on wind power generation system(WPGS) plays an important role in smoothing wind power fluctuations. In consideration of limited advantage of single energy storing dielectric, the hybrid energy storage system has a good application prospect with its merits complementation. In this paper, take super-capacitors(SC) and batteries for example, the advantages and disadvantages of different topology structures of power type and energy type are analyzed. Firstly, The HESS topology is built. Then, the model of wind power and principle of bidirectional DC/DC converters for charging and discharging is introduced and a current control is designed. Lastly, fuzzy sliding control strategy of hybrid energy storage system was set. Fuzzy controller can eliminate chattering of sliding controller, and it is used to smooth the power fluctuations and optimize power distribution among each energy unit, according to their different characteristics. A simulation model of the system is built in MATLAB/SIMULINK for WPGS. The results show that the proposed energy management strategy can be used to smooth power fluctuations, and optimize power distribution effectively.","PeriodicalId":223618,"journal":{"name":"2018 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114992323","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: 4
期刊
2018 International Conference on Control, Automation and Information Sciences (ICCAIS)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1