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An interacting multiple model-based two-stage Kalman filter for vehicle positioning 被引量:2
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作者 徐启敏 李旭 +1 位作者 李斌 宋向辉 《Journal of Southeast University(English Edition)》 EI CAS 2017年第2期177-181,共5页
To address the problem that a general augmented state Kalman filter or a two-stage Kalman filter cannot achieve satisfactory positioning performance when facing uncertain noise of the micro-electro-mechanical system(... To address the problem that a general augmented state Kalman filter or a two-stage Kalman filter cannot achieve satisfactory positioning performance when facing uncertain noise of the micro-electro-mechanical system(MEMS) inertial sensors, a novel interacting multiple model-based two-stage Kalman filter(IMM-TSKF) is proposed to adapt to the uncertain inertial sensor noise. Three bias filters are developed based on different noise characteristics to cover a wide range of noise levels. Then, an accurate estimation of biases is calculated by the interacting multiple model algorithm to correct the bias-free filter. Thus, the vehicle positioning system can achieve good performance when suffering from uncertain inertial sensor noise. The experimental results indicate that the average position error of the proposed IMMTSKF is 25% lower than that of the general TSKF. 展开更多
关键词 interacting multiple model(IMM) two-stage filter uncertain noise vehicle positioning
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深度学习在细粒度图像识别中的应用综述 被引量:15
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作者 张志林 李玉鑑 +1 位作者 刘兆英 张婷 《北京工业大学学报》 CAS CSCD 北大核心 2021年第8期942-953,共12页
深度学习技术在多种视觉任务中表现出优异的性能,特别是深度学习技术的发展大大促进了细粒度图像识别任务的进步.细粒度图像识别的目的在于正确识别子对象类别,例如鸟类中的不同子类别.由于细粒度图像数据通常需要具有专家知识才能够进... 深度学习技术在多种视觉任务中表现出优异的性能,特别是深度学习技术的发展大大促进了细粒度图像识别任务的进步.细粒度图像识别的目的在于正确识别子对象类别,例如鸟类中的不同子类别.由于细粒度图像数据通常需要具有专家知识才能够进行有效识别与标注,获取难度比较高,同时,由于细粒度类别直接具有小的类间差异性和大的类内差异性特点,需要模型能够捕捉到细微的有区分性的局部特征,这两方面原因导致这项任务极具挑战性.首先,介绍了深度学习技术的重要发展历程、细粒度图像识别任务的特点和挑战.随后,介绍了基于深度学习的细粒度识别方法的3种类型,包括基于定位-分类子网络的方法、基于端到端的特征编码方法和利用外部辅助信息的细粒度图像识别方法,并选择有代表性的工作给予了详细的介绍.最后,在常用数据集上比较了相关工作的性能,对细粒度图像识别任务进行了总结和展望. 展开更多
关键词 细粒度图像识别 定位-分类 局部特征 端到端 特征编码 辅助信息
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Quarantine Identification of Dendroctonus punctatus
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作者 李健 陆苗 +4 位作者 张呈伟 李艳华 杨光 梁小松 吴新华 《Agricultural Science & Technology》 CAS 2014年第9期1580-1582,共3页
Dendroctonus spp. is one of the most portable pests in imported and ex- ported timber and wooden packages, and it is an important object of the port quarantine. Making rapid and accurate identification of Dendroctonus... Dendroctonus spp. is one of the most portable pests in imported and ex- ported timber and wooden packages, and it is an important object of the port quarantine. Making rapid and accurate identification of Dendroctonus spp. is an im- portant method to reduce the invasion risk of Dendroctonus spp. for China. In this paper, Dendroctonus punctatus, which belongs to the Dendroctonus spp., is intro- duced in detail from the aspects of taxonomic status, biological characteristics, mor- phological characteristics and the invasion risk, providing reference for the identifica- tion of Dendroctonus punctatus in inspection and quarantine. 展开更多
关键词 Dendroctonus punctatus TAXONOMY Identification characteristics Intro- ducing risk
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C and N stable isotope analysis of human and animal bones at the Beiqian site 被引量:2
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作者 WANG Fen SONG YanBo +3 位作者 LI BaoShuo FAN Rong JIN GuiYun YUAN ShiLing 《Science China Earth Sciences》 SCIE EI CAS 2014年第3期408-414,共7页
The Beiqian site,located in Jimo city,Qingdao,went through three archaeological excavations,and a large number of human and animal bones in the Dawenkou culture and the Zhou Dynasty period were unearthed.By carbon and... The Beiqian site,located in Jimo city,Qingdao,went through three archaeological excavations,and a large number of human and animal bones in the Dawenkou culture and the Zhou Dynasty period were unearthed.By carbon and nitrogen stable isotope analysis,the diet of ancestors is expected to be recovered,and the domesticated plants and animals will be discussed.The investigated results showed that the food structure of ancestors in both periods included food crops,mainly C4 foods,and meat,mainly marine shellfish and livestock.For domestic pigs,they mainly eat C3 plants,and were affected by the lifestyle of ancestors.This study also showed that the diet of ancestors is the shellfish rather than marine fish despite the Beiqian site is located near the shoreline.We can conclude that the diet of ancestors in Dawenkou culture period included millet crops(C4plants),shellfish,marine food,and livestock,representing the lifestyle of farming,domestication,and fishing,supplemented by hunting.In the Zhou dynasty period the meat resource was enriched by domesticated animals and marine fisheries,and the living conditions were significantly improved. 展开更多
关键词 neolithic age Dawenkou culture Zhou Dynasty stable isotope analysis DIET
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