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基于Matrix Profile的可扩展时间序列的算法研究
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作者 袁鸿燕 崔明星 《信息与电脑》 2020年第22期72-77,共6页
信息化时代的到来,正改变着人们的生活和学习方式.从时间序列数据库中提取频繁模式是一项重要的数据挖掘任务,这些模式也称为模体.发现时间序列中的模体是数据挖掘领域的新课题,在各个领域都拥有良好的应用前景,为许多预测开辟了新途径... 信息化时代的到来,正改变着人们的生活和学习方式.从时间序列数据库中提取频繁模式是一项重要的数据挖掘任务,这些模式也称为模体.发现时间序列中的模体是数据挖掘领域的新课题,在各个领域都拥有良好的应用前景,为许多预测开辟了新途径.虽然模体数据挖掘技术应用广泛,但在水文领域的应用研究还有待深入.本文以发现基于相似度的时间序列定长模体为基础目标,研究基于Matrix Profile的可扩展时间序列的算法,即STAMP算法,发现利用卷积来计算点积很明显优于直接计算,并对STAMP算法和BF算法进行了比较. 展开更多
关键词 时间序列 模体挖掘 matrix Profile
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基于Matrix Profile的时间序列变长模体挖掘
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作者 朱旭 朱晓晓 王继民 《计算机与现代化》 2021年第5期44-50,共7页
已有的变长模体发现算法存在速度慢、可扩展性较差,且结果中包含过短、过长和平凡匹配等无意义模体的问题。本文提出一种基于Matrix Profile的时间序列变长模体挖掘算法。该算法使用STOMP算法作为子程序,使用结合了增量计算的下界距离... 已有的变长模体发现算法存在速度慢、可扩展性较差,且结果中包含过短、过长和平凡匹配等无意义模体的问题。本文提出一种基于Matrix Profile的时间序列变长模体挖掘算法。该算法使用STOMP算法作为子程序,使用结合了增量计算的下界距离来加速候选模体提取过程;采用长度相似性条件和模体分组等价类方法踢除过短、过长和平凡匹配等无意义的模体。在数据集UCR上的实验表明,提出的算法在发现变长模体时,能够有效地过滤无意义模体,且具有较高的效率和准确率。 展开更多
关键词 时间序列 模体挖掘 matrix Profile 变长模体
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Study of plasma-based stable and ultrawideband electromagnetic wave absorption for stealth application
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作者 Xuyang CHEN Fangfang SHEN +2 位作者 Yanming LIU Wei AI Xiaoping LI 《Plasma Science and Technology》 SCIE EI CAS CSCD 2018年第6期78-88,共11页
A plasma-based stable,ultra-wideband electromagnetic(EM) wave absorber structure is studied in this paper for stealth applications.The stability is maintained by a multi-layer structure with several plasma layers an... A plasma-based stable,ultra-wideband electromagnetic(EM) wave absorber structure is studied in this paper for stealth applications.The stability is maintained by a multi-layer structure with several plasma layers and dielectric layers distributed alternately.The plasma in each plasma layer is designed to be uniform,whereas it has a discrete nonuniform distribution from the overall view of the structure.The nonuniform distribution of the plasma is the key to obtaining ultra-wideband wave absorption.A discrete Epstein distribution model is put forward to constrain the nonuniform electron density of the plasma layers,by which the wave absorption range is extended to the ultra-wideband.Then,the scattering matrix method(SMM) is employed to analyze the electromagnetic reflection and absorption of the absorber structure.In the simulation,the validation of the proposed structure and model in ultra-wideband EM wave absorption is first illustrated by comparing the nonuniform plasma model with the uniform case.Then,the influence of various parameters on the EM wave reflection of the plasma are simulated and analyzed in detail,verifying the EM wave absorption performance of the absorber.The proposed structure and model are expected to be superior in some realistic applications,such as supersonic aircraft. 展开更多
关键词 plasma stealth ultra wideband Epstein profile scattering matrix method(SMM) electromagnetic(EM) wave absorption stable wave absorption
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Flatness and Profile Integration Control Model for Tandem Cold Mills 被引量:3
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作者 SHAN Xiu-ying1,2,3, LIU Hong-min1,2, JIA Chun-yu1,2, SUN Jian-liang1,2 (1. Engineering Research Center of Rolling Equipment and Complete Technology of Ministry of Education, Yanshan University, Qinhuangdao 066004, Hebei, China 2. State Key Laboratory of Metastable Materials Science and Technology, Yanshan University, Qinhuangdao 066004, Hebei, China 3. Hot Tandem Rolling Factory, Jinan Iron and Steel Co Ltd, Jinan 250101, Shandong, China) 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2012年第3期31-37,共7页
Using the effective matrix methods of flatness and profile control synthetically, the flatness and profile in- tegration control scheme for tandem cold mills is built in order to increase flatness and profile control ... Using the effective matrix methods of flatness and profile control synthetically, the flatness and profile in- tegration control scheme for tandem cold mills is built in order to increase flatness and profile control precision of tan- dem cold mills. Corresponding control strategies are adopted for various control objectives of different stands and the coordination control strategies of various stands are given, which makes the on-line flatness control cooperate with on-line profile control and implements the parallel control of different stands. According to the measured flatness and profile data of some 1550 mm tandem cold mills, the control scheme is verified and the result indicates that the scheme has high flatness and profile control precision with steady and reliable control process. A new way and method is supplied for researching shade control of tandem cold mills. 展开更多
关键词 FLATNESS profile shape effective matrix tandem cold mill
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