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An Intelligent Optimization Approach to Non-stationary Interference Suppression for Wireless Networks
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作者 Lichuan Liu 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第2期452-459,共8页
In this paper, we propose a new technique to effectively suppress non-stationary interference signal for wireless networks. This technique combines a new scheme of interference signal estimation with the intelligent o... In this paper, we propose a new technique to effectively suppress non-stationary interference signal for wireless networks. This technique combines a new scheme of interference signal estimation with the intelligent optimization projection. In order to capture interference signal's subspace, a time-varying method is used to estimate the non-stationary interference.Orthogonal polynomials are used for the basis function instead of the power of the time to reduce the computational complexity.The interference is then removed from the corrupted signal by subspace projection, resulting in less distortion to the desired signal. The performance of this approach is validated by computer simulation. 展开更多
关键词 INTERFERENCE non-STATIONARY PROJECTION suppression TIME-VARYING wireless networks
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Using a Suppression Subtractive Library-Based Approach to Identify Non-Heading Chinese Cabbage Genes Up-Regulated in Early Response to Elicitor PB90
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作者 GAN Yun-zhe ZHANG Zheng-guang WANG Yuan-chao ZHENG Xiao-bo 《Agricultural Sciences in China》 CAS CSCD 2008年第3期303-313,共11页
Monitoring expression at the transcriptional level is the first essential step for the functional analysis of plant genes. Genes-encoding proteins directly involved in early response to elicitor constitute only a smal... Monitoring expression at the transcriptional level is the first essential step for the functional analysis of plant genes. Genes-encoding proteins directly involved in early response to elicitor constitute only a small fraction of all the genes affected by elicitor. Transcriptional responses to various elicitors have been extensively studied in different plants including Nicotiana and Arabidopsis thaliana; however, corresponding data aren't available for non-heading Chinese cabbage. To address this problem, we describe a suppression subtractive library-based approach to isolate the plant's ESTs up-regulated in the early induction/execution of the HR induced by elicitor PB90 from Phytophthora boehmeriae. According to their putative identification in BLAST searches against the three genome databases, 70 up-regulated genes were classified into 9 parts: some aspect of primary 'metabolism' or 'energy' production; 'protein synthesis' or 'protein fate'; cellular communication/signal transduction mechanism; cell fates including Beclin, SPT1, and SPT2; HLA-B and AGO1 which participate in transcription; cellular transport and hypothetical proteins or proteins for which a function has yet to be determined. Seven selected genes such as Beclin, thioredoxin, HLA-B, MAP3K, SPT1, SPT2, and AGO1 were up-regulated induced by PB90, suggesting that the genes may play an important role in PB90-triggered HR. 展开更多
关键词 PB90 non-heading Chinese cabbage suppression subtractive hybridization up-regulated hypersensitive response
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Elevation estimation for low-angle target based on reffection paths suppression 被引量:2
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作者 Hou Yuguan Shen Yiying Zhang Zhongzhao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第1期71-75,共5页
In the signal processing for metrewave radar, the reflection paths of target echoes can cause severe error in the elevation estimation for the low-angle target tracking. The exact angles of the reflection paths are un... In the signal processing for metrewave radar, the reflection paths of target echoes can cause severe error in the elevation estimation for the low-angle target tracking. The exact angles of the reflection paths are unknown beforehand, and therefore, the reflection paths can not be suppressed easily. Therefore, in this article, an improved reflection paths suppression approach is presented. A block matrix aggregate is constructed based on the possible angles of the reflection paths. Combined with the beamforming-like processing, a generalized maximum likelihood estimation is derived to optimize the estimation. Moreover, the noise reduction method based on the Toeplitz covariance matrix is used for better performance. This approach is applied to the real data collected by the low-angle tracking radar with 8-channel vertical array. The experiment results show that the reflection effects are reduced and the accuracy of the elevation estimate is improved. 展开更多
关键词 elevation estimation low-angle target tracking reflection paths suppression generalized maximum likelihood estimation.
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The Introduction of Specific Water and Maximum Airborne Specific Water &the Improvement of Dynamic Equations on Non-Uniform Saturated Moist Atmosphere 被引量:1
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作者 Xingrong Wang Yan Feng 《Atmospheric and Climate Sciences》 2015年第3期245-256,共12页
To eliminate the irrational supposition that condensed liquid water always falls immediately, specific water m?and maximum airborne specific water mm are introduced into the dynamic framework on non-uniform saturated ... To eliminate the irrational supposition that condensed liquid water always falls immediately, specific water m?and maximum airborne specific water mm are introduced into the dynamic framework on non-uniform saturated moist atmosphere (m?is the ratio of the airborne liquid water mass to the moist air mass in unit cubage moist air, mm is its maximum value with , , and are airborne coefficient, vertical velocity and saturated specific humidity respectively). The balance equation between water vapor and airborne liquid water is derived. From the balance equation, a new formula of precipitate rate is got. The analysis shows that in the air stream with some upward vertical velocity ( ), the condensed liquid water can precipitate under the condition with (q is specific humidity) and? only, otherwise it is detained in the air and becomes airborne liquid water. Not only does precipitating liquid water contain condensed liquid water, but also contains converged and existing airborne liquid water. Following above discussion, improved dynamic equations on non-uniform saturated moist atmosphere are provided. 展开更多
关键词 AIRBORNE Liquid WATER SPECIFIC WATER maximum AIRBORNE SPECIFIC WATER AIRBORNE Coefficient Dynamic on non-UNIFORM Saturated Moist ATMOSPHERE
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Analysis of trace elements in air particulate matters by non-suppressed ion chromatography
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作者 Feng Yingsheng(Y.S.Fung) and Tan Weiming (W.M.Tam)Department of Chemistry,Hong Kong University,Hong Kong 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1991年第1期29-39,共11页
The application of non-suppressed ion chromatography for monitoring of trace elements in air particulate matter was studied in the present investigation. The results indicate that the use of microwave acid digestion m... The application of non-suppressed ion chromatography for monitoring of trace elements in air particulate matter was studied in the present investigation. The results indicate that the use of microwave acid digestion method is superior in comparison with the conventional thermal acid digestion method as it leads to higher recovery, better reproducibility, lower volatility loss, better protection against environmental contamination and much less digestion time (5 minutes vs. 24 hours). The use of eluent as extractant is shown to reduce the water dip problem in the chro-matogram. The addition of chelating agent in the eluent coupled with UV detection is shown to provide satisfactory chromatographic separation and good sensitivity for the analysis of transition metals present in the air particulate matter. Using the U.S. National Bureau of Standards Reference Material 1648 Urban Particulate Matter as standard for checking, the analytical procedure is shown to give good recovery and reproducibility for the detection of the following cations and anions in air particulate matter: Fe2 Cu, Mn, Pb, Zn, Mg, Na, HN4+, Cl-, NO3- and SO42-. Field test was also performed to check the applicability of the method and the results obtained were discussed in the present paper. 展开更多
关键词 non-suppressed ion chromatography air particulate matter trace metals analysis anions analysis microwave digestion.
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Immune Clone Maximum Likelihood Estimation of Improved Non-homogeneous Poisson Process Model Parameters
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作者 任丽娜 芮执元 雷春丽 《Journal of Donghua University(English Edition)》 EI CAS 2014年第6期801-804,共4页
Aiming at the solving problem of improved nonhomogeneous Poisson process( NHPP) model in engineering application,the immune clone maximum likelihood estimation( MLE)method for solving model parameters was proposed. Th... Aiming at the solving problem of improved nonhomogeneous Poisson process( NHPP) model in engineering application,the immune clone maximum likelihood estimation( MLE)method for solving model parameters was proposed. The minimum negative log-likelihood function was used as the objective function to optimize instead of using iterative method to solve complex system of equations,and the problem of parameter estimation of improved NHPP model was solved by immune clone algorithm. And the interval estimation of reliability indices was given by using fisher information matrix method and delta method. An example of failure truncated data from multiple numerical control( NC) machine tools was taken to prove the method. and the results show that the algorithm has a higher convergence rate and computational accuracy, which demonstrates the feasibility of the method. 展开更多
关键词 improved non-homogeneous Poisson process immune clone algorithm maximum likelihood estimation(MLE) interval estimation multiple NC machine tools
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Modeling Rainfall Intensity-Duration-Frequency (IDF) and Establishing Climate Change Existence in Uyo-Nigeria Using Non-Stationary Approach
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作者 Masi G. Sam Ify L. Nwaogazie +2 位作者 Chiedozie Ikebude Ubong J. Inyang Jonathan O. Irokwe 《Journal of Water Resource and Protection》 CAS 2023年第5期194-214,共21页
This study aims at establishing if climate change exists in the Niger Delta environment using non-stationary rainfall Intensity-Duration-Frequency (IDF) modelling incorporating time-variant parameters. To compute the ... This study aims at establishing if climate change exists in the Niger Delta environment using non-stationary rainfall Intensity-Duration-Frequency (IDF) modelling incorporating time-variant parameters. To compute the intensity levels, the open-access R-studio software was used based on the General Extreme Value (GEV) distribution function. Among the four linear parameter models adopted for integrating time as a covariate, the fourth linear model incorporating scale and location with the shape function constant produced the least corrected Akaike Information Criteria (AICc), varying between 306.191 to 101.497 for 15 and 1440 minutes, respectively, selected for calibration of the GEV distribution equation. The non-stationary intensities yielded higher values above those of stationary models, proving that the assumption of stationary IDF models underestimated extreme events. The difference of 13.71 mm/hr (22.71%) to 14.26 mm/hr (17.0%) intensities implies an underestimation of the peak flood from a stationary IDF curve. The statistical difference at a 95% confidence level between stationary and non-stationary models was significant, confirming evidence of climatic change influenced by time-variant parameters. Consequently, emphasis should be on applying shorter-duration storms for design purposes occurring with higher intensities to help reduce the flood risk and resultant infrastructural failures. 展开更多
关键词 Precipitation Annual maximum Series Stationary non-STATIONARY Intensity-Duration-Frequency Models Trends
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非圆齿轮滚齿切削力波动特性及抑制研究
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作者 韩江 李大柱 +1 位作者 田晓青 夏链 《合肥工业大学学报(自然科学版)》 CAS 北大核心 2024年第2期169-175,245,共8页
滚齿是非圆齿轮加工实现的重要方法,用于节曲线外凸直或斜齿非圆齿轮的高效高精制造,节曲线非圆特性导致滚切力呈现较大幅度波动,影响制造过程稳定性及加工精度,是非圆齿轮滚齿领域需要研究的重要课题。文章基于单位切削力计算原理及圆... 滚齿是非圆齿轮加工实现的重要方法,用于节曲线外凸直或斜齿非圆齿轮的高效高精制造,节曲线非圆特性导致滚切力呈现较大幅度波动,影响制造过程稳定性及加工精度,是非圆齿轮滚齿领域需要研究的重要课题。文章基于单位切削力计算原理及圆柱齿轮滚切力的研究成果,采用单次断续切削产生的未变形切屑体积表征滚切力波动态势,构建非圆齿轮滚切未变形切屑模型的获取方法。选取大偏心率卵形齿轮为研究对象,分析滚刀恒速不窜刀联动加工模型所产生的滚切力波动特性,得出该联动加工模型所对应峰值切削力的波动规律。提出一种滚刀恒速并附加窜刀的联动加工模型,该模型具有恒定弧长增量加工特性,对抑制整周滚切力波动具有重要意义,并开展不同滚切深度所对应滚切力波动规律研究,研究结果为非圆齿轮滚切方案的优化制定提供一定的理论依据。 展开更多
关键词 非圆齿轮 滚齿 切削力 切屑体积 力波动 抑制
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Non-Regular Example of Confidence-Interval Construction
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作者 Jan Vrbik 《Open Journal of Endocrine and Metabolic Diseases》 2023年第4期475-491,共17页
When dealing with a regular (fixed-support) one-parameter distribution, the corresponding maximum-likelihood estimator (MLE) is, to a good approximation, normally distributed. But, when the support boundaries are func... When dealing with a regular (fixed-support) one-parameter distribution, the corresponding maximum-likelihood estimator (MLE) is, to a good approximation, normally distributed. But, when the support boundaries are functions of the parameter, finding good approximation for the sampling distribution of MLE (needed to construct an accurate confidence interval for the parameter’s true value) may get very challenging. We demonstrate the nature of this problem, and show how to deal with it, by a detailed study of a specific situation. We also indicate several possible ways to bypass MLE by proposing alternate estimators;these, having relatively simple sampling distributions, then make constructing a confidence interval rather routine. . 展开更多
关键词 non-Regular Parameter Estimation maximum-Likelihood Estimator Asymptotic Distribution Largest-Order Statistic Monte-Carlo Simulation
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Non-Regular Example of Confidence-Interval Construction
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作者 Jan Vrbik 《Open Journal of Statistics》 2023年第4期475-491,共17页
When dealing with a regular (fixed-support) one-parameter distribution, the corresponding maximum-likelihood estimator (MLE) is, to a good approximation, normally distributed. But, when the support boundaries are func... When dealing with a regular (fixed-support) one-parameter distribution, the corresponding maximum-likelihood estimator (MLE) is, to a good approximation, normally distributed. But, when the support boundaries are functions of the parameter, finding good approximation for the sampling distribution of MLE (needed to construct an accurate confidence interval for the parameter’s true value) may get very challenging. We demonstrate the nature of this problem, and show how to deal with it, by a detailed study of a specific situation. We also indicate several possible ways to bypass MLE by proposing alternate estimators;these, having relatively simple sampling distributions, then make constructing a confidence interval rather routine. . 展开更多
关键词 non-Regular Parameter Estimation maximum-Likelihood Estimator Asymptotic Distribution Largest-Order Statistic Monte-Carlo Simulation
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非理想运行条件下双馈感应发电机转矩脉动抑制方法综述
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作者 刘毅 张茂鑫 +4 位作者 徐伟 葛健 陈亚红 李明贤 董义鹏 《电工技术学报》 EI CSCD 北大核心 2024年第15期4733-4754,共22页
在非正弦和不平衡运行条件下,双馈感应发电机会面临显著的转矩脉动问题,严重威胁系统的安全稳定运行,因此有必要采取转矩脉动抑制措施。近些年,诸多学者针对该问题进行了广泛研究,并取得了一系列的科研成果,但鲜有对其进行总结归纳的文... 在非正弦和不平衡运行条件下,双馈感应发电机会面临显著的转矩脉动问题,严重威胁系统的安全稳定运行,因此有必要采取转矩脉动抑制措施。近些年,诸多学者针对该问题进行了广泛研究,并取得了一系列的科研成果,但鲜有对其进行总结归纳的文献。为此,该文首先介绍了双馈感应发电机系统结构,分析了非正弦和不平衡运行条件下转矩脉动成因,并明确了转矩脉动抑制的主要目标。其次,从硬件结构改进法和控制策略改进法两方面对现有技术方案进行归类总结,并从七个维度进行综合对比分析。最后,从软硬件协同抑制、参数鲁棒性提升、谐波损耗抑制和故障穿越四个方面对双馈感应发电机转矩脉动抑制方法的未来发展趋势进行了展望。 展开更多
关键词 非正弦运行 不平衡运行 双馈感应发电机 转矩脉动抑制
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改进YOLOv5的无人机航拍图像目标检测算法
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作者 李校林 刘大东 +1 位作者 刘鑫满 陈泽 《计算机工程与应用》 CSCD 北大核心 2024年第11期204-214,共11页
针对无人机航拍图像目标检测中目标尺度多样、相似目标众多、目标聚集导致的目标漏检、误检问题,提出了改进YOLOv5的无人机航拍图像目标检测算法DA-YOLO。提出由特征图注意力生成器和动态权重学习模块组成的多尺度动态特征加权融合网络... 针对无人机航拍图像目标检测中目标尺度多样、相似目标众多、目标聚集导致的目标漏检、误检问题,提出了改进YOLOv5的无人机航拍图像目标检测算法DA-YOLO。提出由特征图注意力生成器和动态权重学习模块组成的多尺度动态特征加权融合网络,特征图注意力生成器融合处理不同尺度目标更重要的特征,权重学习模块自适应地调节对不同尺度目标特征的学习,该网络可增强在目标尺度多样下的辨识度从而降低目标漏检。设计一种并行选择性注意力机制(PSAM)添加到特征提取网络中,该模块通过动态融合空间信息和通道信息,加强特征的表达获得更优质的特征图,提高网络对相似目标的区分能力以减少误检。使用Soft-NMS代替YOLOv5中采用的非极大值抑制(NMS)以改善目标聚集场景下的漏检、误检。实验结果表明,改进算法在VisDrone数据集上检测精度达到37.79%,相比于YOLOv5s算法精度提高了5.59个百分点,改进后的算法可以更好地应用于无人机航拍图像目标检测中。 展开更多
关键词 无人机航拍图像处理 特征图注意力生成器 动态特征加权融合 注意力机制 非极大值抑制
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基于序列贝叶斯更新的锂电池剩余寿命预测
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作者 赵斐 郭明 刘学娟 《计算机集成制造系统》 EI CSCD 北大核心 2024年第2期635-642,共8页
针对贝叶斯方法在更新模型参数时无法充分利用历史退化数据的问题,提出基于序列贝叶斯的在线更新方法实时估计锂电池退化模型参数。构建基于指数函数的非线性维纳退化模型描述变工况下锂电池容量的退化路径,并采用最大似然估计法估计初... 针对贝叶斯方法在更新模型参数时无法充分利用历史退化数据的问题,提出基于序列贝叶斯的在线更新方法实时估计锂电池退化模型参数。构建基于指数函数的非线性维纳退化模型描述变工况下锂电池容量的退化路径,并采用最大似然估计法估计初始时刻的模型参数;利用实时容量监测数据,基于序列贝叶斯更新方法在线更新退化模型中的漂移系数;推导锂电池剩余寿命的概率密度函数并预测剩余寿命。通过对不同工况下的锂电池退化数据进行实例验证表明,与基于幂指数和线性函数的退化模型相比,由于序列贝叶斯方法能够实时更新锂电池非线性退化模型参数,采用所提模型预测的剩余寿命精度更高。 展开更多
关键词 维纳过程 最大似然估计 序列贝叶斯更新 剩余寿命 非线性退化
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非单频声场中耦合双泡振动特性研究
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作者 李娜 《云南大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第1期67-73,共7页
利用Keller-Miksis方程,计算了初始半径分别为2、5μm的耦合气泡在非单频声场中气泡半径、次Bjerknes力的变化规律.计算结果表明,非单频驱动声场中耦合双泡的半径、次Bjerknes力与驱动声压幅值、声压幅值之比、驱动频率有关.当声压幅值... 利用Keller-Miksis方程,计算了初始半径分别为2、5μm的耦合气泡在非单频声场中气泡半径、次Bjerknes力的变化规律.计算结果表明,非单频驱动声场中耦合双泡的半径、次Bjerknes力与驱动声压幅值、声压幅值之比、驱动频率有关.当声压幅值比、驱动频率一定时,驱动声压越大,最大膨胀半径越大、次Bjerknes力越大;驱动声压、驱动频率一定时,声压幅值比越大,最大膨胀半径越大、次Bjerknes力越大;当驱动声压的振幅、声压幅值比一定时,驱动频率越大,最大膨胀半径越小、次Bjerknes力越小. 展开更多
关键词 非单频驱动 耦合双泡 最大膨胀半径 次Bjerknes力
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自适应特征融合与cosIoU-NMS的目标检测算法 被引量:1
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作者 马素刚 李宁博 +2 位作者 彭冠升 杨小宝 侯志强 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2024年第1期112-121,共10页
针对经典的有锚框检测算法RetinaNet、无锚框检测算法FCOS等目标检测算法中存在漏检以及重复检测的问题,提出一种自适应特征融合与cosIoU-NMS的目标检测算法.首先采用自适应特征融合模块对多尺度特征中相邻3层特征加权融合,获取丰富的... 针对经典的有锚框检测算法RetinaNet、无锚框检测算法FCOS等目标检测算法中存在漏检以及重复检测的问题,提出一种自适应特征融合与cosIoU-NMS的目标检测算法.首先采用自适应特征融合模块对多尺度特征中相邻3层特征加权融合,获取丰富的上下文信息和空间信息;然后采用cosIoU计算检测框之间的余弦相似度与重叠面积,使目标定位更准确;最后使用cosIoU-NMS代替Greedy-NMS抑制置信度分数较高的冗余框,保留更准确的检测结果.以RetinaNet和FCOS为基准,在PASCAL VOC数据集上的实验结果表明,所提算法的检测精度达到81.3%和82.3%,分别提升2.8个百分点和1.2个百分点;在MSCOCO数据集上检测精度达到36.8%和38.0%,分别提升1.0个百分点和0.7个百分点;该算法能够增强特征表征能力,筛除多余的检测框,有效地提高检测性能. 展开更多
关键词 深度学习 目标检测 多尺度特征融合 交并比 非极大值抑制 余弦相似度
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汽车前底盘装配视觉检测系统设计与应用
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作者 李硕 苑明哲 +4 位作者 王文洪 史洪岩 肖金超 宋纯贺 曹飞道 《仪表技术与传感器》 CSCD 北大核心 2024年第6期79-85,共7页
为解决汽车底盘混流装配错装、漏装和人工检测效率低的问题,设计了基于YOLOv3-Tiny的在线检测系统。该检测系统利用4套光源-相机组合的成像系统,从多角度获取前底盘模块的全貌图像,利用基于差分统计的条纹识别算法剔除低质量图像;根据... 为解决汽车底盘混流装配错装、漏装和人工检测效率低的问题,设计了基于YOLOv3-Tiny的在线检测系统。该检测系统利用4套光源-相机组合的成像系统,从多角度获取前底盘模块的全貌图像,利用基于差分统计的条纹识别算法剔除低质量图像;根据检测目标特性,简化非极大值抑制算法,优化检测过程。实验和现场运行结果表明:检测系统目标无遮挡检出率达到100%,综合识别准确率达到99.95%,平均检测时间3.5 s,较之前人工检测效率提升94.55%,检测系统具有较高的准确度和检测效率,在汽车工业中实现了柔性化和智能化的目标检测应用。 展开更多
关键词 汽车制造 汽车装配部件检测 YOLOv3 条纹检测 非极大值抑制
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改进YOLOv8的多尺度轻量型车辆目标检测算法 被引量:5
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作者 张利丰 田莹 《计算机工程与应用》 CSCD 北大核心 2024年第3期129-137,共9页
针对传统车辆目标检测模型设备需求高、检测精度低、重叠目标漏检率高等问题,提出了一种改进YOLOv8的车辆目标检测算法RBT-YOLO。采用多尺度融合的方式对主干网络进行重构。对BiFPN进行改进,增加卷积操作以及调整输入输出通道个数以适应... 针对传统车辆目标检测模型设备需求高、检测精度低、重叠目标漏检率高等问题,提出了一种改进YOLOv8的车辆目标检测算法RBT-YOLO。采用多尺度融合的方式对主干网络进行重构。对BiFPN进行改进,增加卷积操作以及调整输入输出通道个数以适应YOLOv8,加强其特征融合能力。在Neck部分输出的特征图之后加入轻量型注意力机制Triplet Attention,提升模型的特征提取能力。针对真实情况下车辆目标重叠度较高的问题,使用SoftNMS(soft non-maximum suppression)替换原有NMS,使模型对候选框的处理方式更为温和,增强了模型对目标的检测能力,提升了召回率。在Pascal VOC和MS COCO数据集上进行实验,结果表明提出的RBT-YOLO性能超越原始模型,参数量和计算量下降60%左右,mAP分别提高了2.6和3.0个百分点,并在体积和精度上优于其他经典检测模型,具有很强的实用性。 展开更多
关键词 车辆检测 多尺度 注意力机制 YOLOv8 非极大值抑制
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CAG-YOLO:轻量级网球检测
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作者 赵雨欣 杨武 +1 位作者 李迎江 卢玲 《计算机工程与设计》 北大核心 2024年第6期1822-1828,共7页
为实现智能网球回收机器人的高精度实时网球检测,提出一种轻量级网球检测算法CAG-YOLO。提出融合坐标注意力的Ghost残差块(coordinate attention ghostbottleneck, CAG),构建轻量型骨干网络CAG-Backbone,采用加权双向特征金字塔网络加... 为实现智能网球回收机器人的高精度实时网球检测,提出一种轻量级网球检测算法CAG-YOLO。提出融合坐标注意力的Ghost残差块(coordinate attention ghostbottleneck, CAG),构建轻量型骨干网络CAG-Backbone,采用加权双向特征金字塔网络加强特征融合。采用SCYLLA-IoU计算坐标回归损失,改进非极大值抑制的后处理方法解决网球重叠问题。算法在Wtennis数据集上的实验结果表明,CAG-YOLO较基线方法的精度提高8.6%且模型体积减少31.7%,检测速度为21 ms,性能优于其它算法。CAG-YOLO能够用小规模参数提升检测精度,易于移植至移动智能设备。 展开更多
关键词 目标检测 网球回收 深度学习 鬼影残差块 坐标注意力机制 双向特征金字塔 非极大值抑制
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基于改进SSD的合成孔径声纳图像感兴趣小目标检测方法
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作者 李宝奇 黄海宁 +2 位作者 刘纪元 刘正君 韦琳哲 《电子学报》 EI CAS CSCD 北大核心 2024年第3期762-771,共10页
轻量化目标检测模型SSD-MV3(Single Shot Detection-MobileNet V3)因输入图像尺寸限制无法直接检测高分辨率大尺寸合成孔径声纳(Synthetic Aperture Sonar,SAS)图像中感兴趣小目标.为此,本文提出了一种新的目标检测方法HRSSD(High Resol... 轻量化目标检测模型SSD-MV3(Single Shot Detection-MobileNet V3)因输入图像尺寸限制无法直接检测高分辨率大尺寸合成孔径声纳(Synthetic Aperture Sonar,SAS)图像中感兴趣小目标.为此,本文提出了一种新的目标检测方法HRSSD(High Resolution Single Shot Detection),该方法通过冗余切割确保SSD-MV3输入图像尺寸的规范以及感兴趣小目标的完整,并利用二次非极大值抑制保证检测结果的唯一.此外,提出了一种尺度、空间和通道注意力机制联合的特征提取模块,并利用该模块重新设计了SSD-MV3的基础网络和附加特征提取网络,记作SSD-MV3P(Single Shot Detection-MobileNet V3 Pro),使得SSD-MV3P能更有效的感知感兴趣小目标特征信息.实验结果表明,在感兴趣小目标检测数据集SST(Sonar Small Targets)上,SSD-MV3P的平均检测精度(mean Average Precision,mAP)比SSD-MV3提升4.39%.HRSSD实现了高分辨率大尺寸SAS图像感兴趣小目标的检测,并且保证了同一位置上检测结果的完整性和唯一性. 展开更多
关键词 合成孔径声纳 感兴趣小目标检测 轻量化目标检测模型 注意力机制 二次非极大值抑制
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改进YOLOv5的无人机航拍图像密集小目标检测算法 被引量:2
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作者 陈佳慧 王晓虹 《计算机工程与应用》 CSCD 北大核心 2024年第3期100-108,共9页
无人机航拍图像中小目标实例多、尺寸变化剧烈且存在密集遮挡等问题,为解决现有目标检测算法难以检测到航拍图像中的小目标物体,提出了一种针对密集小目标的RDS-YOLOv5检测算法。在YOLOv5的三个检测层上新增一个小目标检测层,以保留更... 无人机航拍图像中小目标实例多、尺寸变化剧烈且存在密集遮挡等问题,为解决现有目标检测算法难以检测到航拍图像中的小目标物体,提出了一种针对密集小目标的RDS-YOLOv5检测算法。在YOLOv5的三个检测层上新增一个小目标检测层,以保留更丰富的特征信息,增强网络对小目标特征的提取能力,并改善误检漏检情况;为了提高网络的多尺度特征表征能力以及抑制冲突的产生,设计了具有等级制的残差结构的多尺度特征提取模块C3Res2Block;使用解耦检测头Decoupled Head避免不同任务之间的差异所带来的预测偏差,提升了模型的定位精度和检测精度;采用软化非极大值抑制Soft NMS算法对候选框的置信度进行优化,提高模型对密集小目标的检测精度。通过VisDrone数据集的实验结果表明,与基准模型YOLOv5相比,RDS-YOLOv5在mAP0.5上提升了12.9个百分点,mAP0.5:0.95上提升了10.6个百分点,与目前主流的目标检测算法相比也取得更优的检测精度,能够有效完成无人机航拍图像的密集小目标检测任务。 展开更多
关键词 小目标检测层 残差结构 解耦 软化非极大值抑制 YOLOv5
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