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验证和识别相融合的深度行人识别网络 被引量:1
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作者 蔡晓东 杨超 +1 位作者 王丽娟 甘凯今 《计算机应用》 CSCD 北大核心 2016年第9期2550-2554,共5页
找到能减小类内距离、增大类间距离的特征表示方法是行人识别的一个挑战。提出一种基于行人验证和识别相融合的深度网络模型来解决这一问题。首先,识别监督学习网络模型增加不同个人的类间间距,验证监督学习网络模型减少同一个行人的类... 找到能减小类内距离、增大类间距离的特征表示方法是行人识别的一个挑战。提出一种基于行人验证和识别相融合的深度网络模型来解决这一问题。首先,识别监督学习网络模型增加不同个人的类间间距,验证监督学习网络模型减少同一个行人的类内间距;然后,将行人验证和识别的深度网络融合,提取到更有分辨能力的行人特征向量;最后,采用了联合贝叶斯的行人比对方法,通过监督学习排名的方式,提高行人比对的准确率。实验结果表明,所提方法在VIPeR库上同其他深度网络相比有较高的识别准确率,融合网络与单独的识别和验证网络相比有更高的收敛速度和识别准确率。 展开更多
关键词 行人识别 深度验证网络 深度识别网络 验证和识别相融合 联合贝叶斯
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基于小波变换和反馈的时间序列相似模式搜索算法 被引量:2
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作者 秦吉胜 王淑静 宋瀚涛 《北京理工大学学报》 EI CAS CSCD 北大核心 2004年第12期1070-1073,1095,共5页
为得到有价值的相似时间序列,分析小波变换及其在寻找相似时间序列上的优越性;指出了现有的基于小波变换的相似时间序列搜索算法的2个缺点,提出了基于小波变换和加权反馈的时间序列相似模式匹配算法和基于验证深度的验证方法;通过实验... 为得到有价值的相似时间序列,分析小波变换及其在寻找相似时间序列上的优越性;指出了现有的基于小波变换的相似时间序列搜索算法的2个缺点,提出了基于小波变换和加权反馈的时间序列相似模式匹配算法和基于验证深度的验证方法;通过实验证明了算法的有效性和实用性. 展开更多
关键词 时间序列 相似模式 小波变换 反馈 验证深度
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Modeling and verification of comprehensive errors of real-time wear-depth detecting for spherical plain bearing tester 被引量:1
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作者 LI Wei HU Zhan-qi +2 位作者 YANG Vu-lin FAN Bing-li ZHOU Hai-li 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第3期533-545,共13页
Because of various error factors,the detecting errors in the real-time experimental data of the wear depth affect the accuracy of the detecting data.The self-made spherical plain bearing tester was studied,and its tes... Because of various error factors,the detecting errors in the real-time experimental data of the wear depth affect the accuracy of the detecting data.The self-made spherical plain bearing tester was studied,and its testing principle of the wear depth of the spherical plain bearing was introduced.Meanwhile,the error factors affecting the wear-depth detecting precision were analyzed.Then,the comprehensive error model of the wear-depth detecting system of the spherical plain bearing was built by the multi-body system theory(MBS).In addition,the thermal deformation of the wear-depth detecting system caused by varying the environmental temperature was detected.Finally,according to the above experimental parameters,the thermal errors of the related parts of the comprehensive error model were calculated by FEM.The results show that the difference between the simulation value and the experimental value is less than 0.005 mm,and the two values are close.The correctness of the comprehensive error model is verified under the thermal error experimental conditions. 展开更多
关键词 spherical plain bearing tester self-lubricating spherical plain bearing wear depth multi-body system theory comprehensive error model thermal error
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Meta-analysis of commercial Pt/C measurements for oxygen reduction reactions via data mining
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作者 Mingbo Ruan Jing Liu +1 位作者 Ping Song Weilin Xu 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 2022年第1期116-121,共6页
The rotating disk electrode technique is commonly used for screening and characterizing the performance of electrocatalysts for the oxygen reduction reaction(ORR).However,a reliable performance comparison of different... The rotating disk electrode technique is commonly used for screening and characterizing the performance of electrocatalysts for the oxygen reduction reaction(ORR).However,a reliable performance comparison of different electrocatalysts from different labs remains a challenge because of the inconsistency in the measurement of commercial Pt/C.Commercial Pt/C has been adopted extensively as a reference for evaluating the ORR performance of a new electrocatalyst.However,the reported ORR performances of commercial Pt/C from different labs could be significantly different because of multiple factors.Herein,we conducted a meta‐analysis of the ORR performance of commercial Pt/C via data mining of the literature.This revealed the optimal testing conditions for the most repeatable ORR performance,with commercial Pt/C in both acid and alkaline electrolytes;the optimal Pt loading was 20μg/cm^(2) on a 4 mm glassy carbon working electrode.The value of 0.84±0.03 V was suggested as the“Golden reference”of the commercial Pt/C(with Pt 20 wt%)ORR half‐wave potential for the performance evaluation of other ORR catalysts in both acid and alkaline electrolytes.The conclusion obtained through the meta‐analysis was confirmed by experiments.This study provides general guidance for a reliable measurement of the ORR performance of commercial Pt/C as a reference. 展开更多
关键词 Oxygen reduction reaction Commercial Pt/C Deep-analysis Verification experiment
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Chip Formation in Micro-cutting
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作者 Franqois Ducobu Edouard Rivi~re-Lorph~vre Enrico Filippi 《Journal of Mechanics Engineering and Automation》 2013年第7期441-448,共8页
The miniaturisation context leads to the rise of micro-machining processes. Micro-milling is one of the most flexible and fast of them. Although it is based on the same principles as macro-cutting, it is not a simple ... The miniaturisation context leads to the rise of micro-machining processes. Micro-milling is one of the most flexible and fast of them. Although it is based on the same principles as macro-cutting, it is not a simple scaling-down of it. This down-sizing involves new phenomena in the chip formation, such as the minimum chip thickness below which no chip is formed. This paper presents a review of the current state of the art in this field from an experimental and a numerical point of view. A 2D finite element model is then developed to study the influence of the depth of cut on the chip formation. After the model validation in macro-cutting, it highlights the phenomena reported in literature and allows to perform a minimum chip thickness estimation. 展开更多
关键词 Chip formation MICRO-CUTTING minimum chip thickness orthogonal cutting saw-toothed chip Ti6AI4V.
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离线PET-CT在体生物验证量化评估质子放疗精准度的临床研究
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作者 张福全 洪正善 +9 位作者 张建岗 卢艳 盛尹祥子 章青 尤丹 宋少莉 蒋国梁 孙筠 周荣 程竞仪 《中华放射肿瘤学杂志》 CSCD 北大核心 2022年第11期1017-1021,共5页
目的精确评估乳腺癌保乳术后辅助质子放疗患者自由呼吸对质子束流末端截止位置的影响。方法选取20例乳腺癌保乳术后质子放疗患者,照射结束后10 min左右进行PET‐CT扫描,图像在Raystation RV工作站上进行感兴趣区的确定和采样线的抽提,... 目的精确评估乳腺癌保乳术后辅助质子放疗患者自由呼吸对质子束流末端截止位置的影响。方法选取20例乳腺癌保乳术后质子放疗患者,照射结束后10 min左右进行PET‐CT扫描,图像在Raystation RV工作站上进行感兴趣区的确定和采样线的抽提,计算同一空间位置的预测感生放射性和由PET采集得到的真实感生放射性之间的空间差异ΔR_(50),将每对采样线的深度误差值ΔR_(50)进行二维转化和束流视野投影。结果20例乳腺癌患者中位随访时间22个月,随访期内未观察到放射性肺炎的发生。20例患者进行了21例次验证,结果显示均匀分布的主视野、副视野的深度误差分别为(-0.75±1.89)mm、(-0.82±2.06)mm,序贯治疗的主视野、副视野深度误差分别为(1.81±1.87)mm、(1.32±1.74)mm,同步加量的主视野、副视野的深度误差分别为(-1.47±1.44)mm、(-1.48±2.11)mm。结论离线PET‐CT在体生物验证结果显示,乳腺癌质子射线的束流末端截止误差在3 mm内,满足临床与物理师对乳腺癌治疗的精度要求。 展开更多
关键词 质子放疗 离线PET-CT 在体验证 深度验证
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基于序贯器官功能衰竭评分的LASSO-Logistic诊断模型在脓毒症中的效能分析
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作者 张立琳 章金鹏 +3 位作者 金律 王雷 蔡榕松 杨亚东 《武汉大学学报(医学版)》 CAS 2024年第10期1207-1212,共6页
目的:使用LASSO-Logistic分析影响脓毒症发生的相关因素,构建基于序贯器官功能衰竭评分(SOFA)的脓毒症诊断模型,并进行深度验证。方法:本研究回顾性收集了长江大学附属黄冈市中心医院重症医学科在2020年7月至2022年10月间收治的危重症... 目的:使用LASSO-Logistic分析影响脓毒症发生的相关因素,构建基于序贯器官功能衰竭评分(SOFA)的脓毒症诊断模型,并进行深度验证。方法:本研究回顾性收集了长江大学附属黄冈市中心医院重症医学科在2020年7月至2022年10月间收治的危重症患者在入科24 h内包括实验室检测指标在内的临床数据,采用SOFA评分评估患者器官功能障碍。依据患者入住ICU后的诊断分为脓毒症组和非脓毒症组,采用最小绝对收缩和选择算子(LASSO)回归模型初步筛选变量,使用多因素Logistic回归建立脓毒症诊断模型,计算曲线下面积(AUC),应用K折交叉验证深度评估模型效能。结果:共纳入患者235例,其中130例诊断为脓毒症,非脓毒症患者105例。LASSO-Logistic分析显示,抗凝血酶Ⅲ活性物质(ATⅢ)、纤维蛋白原(FIB)、超敏C反应蛋白(hs-CRP)和SOFA评分被评定为独立危险因子,将其构建联合模型,模型的AUC值为0.928(95%CI:0.896~0.960),优于各单项指标(P<0.05),100次10折交叉验证提示模型具有较好的泛化能力。结论:基于SOFA评分构建LASSO-Logistic诊断模型,对脓毒症诊断表现出较好预测效能和泛化能力,可提高对脓毒症患者的早期诊断。 展开更多
关键词 脓毒症 SOFA评分 LASSO回归 预后分析 K折交叉验证 深度验证
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Determination of residual stress distribution combining slot milling method and finite element approach 被引量:2
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作者 ZHU RongHua ZHANG Qi +2 位作者 XIE HuiMin YU XingZhe LIU ZhanWei 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2018年第7期965-970,共6页
Residual stress plays a vital role in the structural strength and stability. The determination of residual stress at single-point has become mature at present. However, the method to determine residual stress distribu... Residual stress plays a vital role in the structural strength and stability. The determination of residual stress at single-point has become mature at present. However, the method to determine residual stress distribution is still in shortage. For this problem, a finite element approach combined with slot milling method was developed in this study. In the method, firstly a slot is milled on the specimen surface to release the residual stress and then the released displacement field is measured by optical method, such as digital image correlation (DIC), finally the finite element approach is used to determine the residual stress distribution along the slot. In order to verify the feasibility of the method, it was applied to study the residual stress introduced by shot peening, mainly about the stress distribution along the direction vertical to the shot peened surface. Since the influence depth of shot peening was too small, we utilized focused ion beam (FIB) to determine the microscale residual stress distribution. The result measured by X-ray diffraction (XRD) demonstrated that the method was feasible to determine the residual stress distribution. 展开更多
关键词 residual stress finite element approach digital image correlation focused ion beam slot milling method
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