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基于SVM的类别增量人体活动识别方法 被引量:4
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作者 邢云冰 龙广玉 +1 位作者 胡春雨 忽丽莎 《计算机科学》 CSCD 北大核心 2022年第5期78-83,共6页
基于人体活动识别(Human Activity Recognition,HAR)的健康监护是发现健康异常的一种重要手段。然而,在日常活动识别中,很难提前获取包含所有可能活动类别的训练样本。当预测阶段出现新增类别时,传统的支持向量机(Support Vector Machin... 基于人体活动识别(Human Activity Recognition,HAR)的健康监护是发现健康异常的一种重要手段。然而,在日常活动识别中,很难提前获取包含所有可能活动类别的训练样本。当预测阶段出现新增类别时,传统的支持向量机(Support Vector Machine,SVM)会将其错误地分类为已知类别。一个鲁棒的分类器应该能够分辨出新增类别,以便后续区别于已知类别并对其进行处理。文中提出一种基于SVM的类别增量人体活动识别方法,引入超球面的思想,既能高精度地识别已知活动类别,又能检测出新增类别。通过训练得到的多个超球面将整个特征空间进行划分,使分类器具有对新增活动类别的检测能力。实验结果表明,与传统多分类SVM方法相比,该方法能够在不显著降低已知类别分类效果的前提下实现对新增类别的检测,从而提高分类器在开放环境下的人体活动识别能力。 展开更多
关键词 人体活动识别 支持向量机 超球面 聚类可分 别增量
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Reliability Analysis of Sensor Networks 被引量:2
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作者 金岩 杨孝宗 王玲 《Journal of Donghua University(English Edition)》 EI CAS 2005年第3期28-32,共5页
To Integrate the capacity of sensing, communication, computing, and actuating, one of the compelling technological advances of these years has been the appearance of distributed wireless sensor network (DSN) for infor... To Integrate the capacity of sensing, communication, computing, and actuating, one of the compelling technological advances of these years has been the appearance of distributed wireless sensor network (DSN) for information gathering tasks. In order to save the energy, multi-hop routing between the sensor nodes and the sink node is necessary because of limited resource. In addition, the unpredictable conditional factors make the sensor nodes unreliable. In this paper, the reliability of routing designed for sensor network and some dependability issues of DSN, such as MTTF (mean time to failure) and the probability of connectivity between the sensor nodes and the sink node are analyzed. Unfortunately, we could not obtain the accurate result for the arbitrary network topology, which is #P-hard problem. And the reliability analysis of restricted topologies clustering-based is given. The method proposed in this paper will show us a constructive idea about how to place energy-constrained sensor nodes in the network efficiently from the prospective of reliability. 展开更多
关键词 distributed sensor network DEPENDABILITY fault tolerant CLUSTERING reliability MTTF
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Propylene Polymerization Catalysts with Sulfonyl Amines as Internal Electron Donors
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作者 Wang Liang Yin Baozuo +1 位作者 Yi Jianjun Cui Chunming 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2013年第2期19-23,共5页
Three sulfonyl aliphatic amines [(R2SO2)2NR1, viz.: compound 1, in which RI=Me, and R2=Ph; compound 2, in which R1=n-Bu, and R2=CF3; and compound 3, in which RI=C8H17, and R2=CF3], have been synthesized and employe... Three sulfonyl aliphatic amines [(R2SO2)2NR1, viz.: compound 1, in which RI=Me, and R2=Ph; compound 2, in which R1=n-Bu, and R2=CF3; and compound 3, in which RI=C8H17, and R2=CF3], have been synthesized and employed as internal electron donors (IED) for the preparation of Ziegler-Natta catalysts for the polymerization of propylene. The contents of Ti, H and C in these catalysts have been determined by elemental analysis and UV-vis spectrophotometry. The effect of the structure and dosage of the electron donor, the A1/Ti ratio and the polymerization temperature on the catalyst performance has been studied. Under optimized conditions, the catalyst with a highest activity yielded polypropylene with high isotacticity in the absence of external electron donors. 展开更多
关键词 heterogeneous catalyst POLYPROPYLENE internal electron donor POLYMERIZATION
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