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动态损失与加强特征融合的目标检测算法 被引量:1
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作者 肇启明 张涛 孙俊 《计算机科学与探索》 CSCD 北大核心 2023年第12期2942-2953,共12页
目标检测是计算机视觉领域最火热的方向之一,为了进一步提升目标检测算法性能,解决目标检测算法在训练过程中位置损失函数存在的局限性,提出了基于交并比(IoU)的动态交并比损失函数(DYIoU Loss),充分考虑到了位置损失函数内部各组成部... 目标检测是计算机视觉领域最火热的方向之一,为了进一步提升目标检测算法性能,解决目标检测算法在训练过程中位置损失函数存在的局限性,提出了基于交并比(IoU)的动态交并比损失函数(DYIoU Loss),充分考虑到了位置损失函数内部各组成部分之间的联系,可以在训练的不同阶段,动态给予位置损失组成部分不同的权重,以达到更有针对性地约束网络的目的,即让网络在训练的初期、中期和后期能够更符合目标检测任务的特性去优化不同部分。其次,为了解决目标检测网络在特征融合环节存在的不足,将可变形卷积应用到PAN结构当中,设计了一种可以即插即用的基于可变形卷积的DePAN Neck来提升模型对多尺度特征的融合能力,进而提升模型对小目标物体的检测效果。将上述方法应用到YOLOv6-N、YOLOv6-T、YOLOv6-S三个体量的YOLOv6模型上,在COCO2017数据集上设计了丰富实验,验证方法的有效性,平均精度(mAP)平均提升2.0个百分点。 展开更多
关键词 目标检测 深度学习 位置损失 特征融合
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一种基于改进Yolov3的弹载图像多目标检测方法 被引量:7
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作者 杨传栋 刘桢 +1 位作者 马翰宇 谢瑞超 《弹箭与制导学报》 北大核心 2020年第4期149-153,共5页
针对弹载目标检测具有目标图像尺度变化大、位置定位精度要求高、实时性要求高等特点,基于YOLOv3方法进行改进。对多尺度预测分支特征图上的先验框尺寸进行K-means维度聚类,增强了尺度适应性;改进位置损失函数,提高了位置定位能力;使用... 针对弹载目标检测具有目标图像尺度变化大、位置定位精度要求高、实时性要求高等特点,基于YOLOv3方法进行改进。对多尺度预测分支特征图上的先验框尺寸进行K-means维度聚类,增强了尺度适应性;改进位置损失函数,提高了位置定位能力;使用快速NMS算法加速预测过程,提高了网络实时性。实验结果表明,在构建的11类目标数据集上,改进算法的mAP达到93.08%,帧速率达到46.59帧/s,比原始YOLOv3算法分别提高1.47%和1.14帧/s,满足弹载目标检测准确度和实时性要求。 展开更多
关键词 弹载图像 目标检测 YOLOv3 位置损失 快速NMS
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Distributed Generators Location and Capacity Effect on Voltage Profile Improvement and Power Losses Reduction Using Genetic Algorithm
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作者 Mohamad Fawzy Kotb 《Journal of Energy and Power Engineering》 2012年第3期446-455,共10页
This paper presents a powerful approach to find the optimal size and location of distributed generation units in a distribution system using GA (Genetic Optimization algorithm). It is proved that GA method is fast a... This paper presents a powerful approach to find the optimal size and location of distributed generation units in a distribution system using GA (Genetic Optimization algorithm). It is proved that GA method is fast and easy tool to enable the planners to select accurate and the optimum size of generators to improve the system voltage profile in addition to reduce the active and reactive power loss. GA fitness function is introduced including the active power losses, reactive power losses and the cumulative voltage deviation variables with selecting weight of each variable. GA fitness function is subjected to voltage constraints, active and reactive power losses constraints and DG size constraint. 展开更多
关键词 GA (genetic algorithm) DG (distributed generators) cumulative voltage deviation active and reactive power loss WEIGHT MATLAB load flow.
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Effects of Airfoil-probe Tubes on the Flow Field of a Compressor Cascade 被引量:5
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作者 MA Hongwei JIN Chao +1 位作者 ZHAO Lianpeng MA Rong 《Journal of Thermal Science》 SCIE EI CAS CSCD 2017年第4期321-330,共10页
To explore the effects of airfoil-probe tubes and its installment position on the flow field of the compressor cas- cade, and find out the mechanism that how the airfoil-probes affect the aerodynamic characteristics o... To explore the effects of airfoil-probe tubes and its installment position on the flow field of the compressor cas- cade, and find out the mechanism that how the airfoil-probes affect the aerodynamic characteristics of the com- pressor cascade, this paper performed both numerical and experimcntal works on the same compressor cascade. The experiment mainly focused on the cases of low Mach number (Ma = 0.1), and cases with different Mach numbers (0.1, 0.3, 0.7) and different incidence angles (-5, 0, 5) are investigated by the numerical method. The case without the airfoil-probe tube was referenced as the baseline, and other three cases with the airfoil-probe tubes installed in different chordwise positions O0%, 50%, 70% of the chord length) were studied. The diameter of the airfoil-probe tube is 3ram, which is configured as 300% amplification of some particular airfoil-probe ac- cording to the geometrical similarity principle. The results show that the airfoil-probe tubes have a negative in- fluenc~ on the flow capacity of the cascade at all investigation points. The separations and the large scale stream- wise vortices that induced by the airfoil-probe tube on the pressure side cause most the losses at the high Mach number. The influence of the airfoil-probe tube on the flow field in the vicinity of the pressure side surface is lo- cal separation at the low Mach number. The airfoil-probe tubes also have a clearly effect on the leakage flow. It decreases the mass flow of the leakage flow and weakens the intensity of the leakage vortex, but enlarges the in- fluence area. The total pressure loss of the case that the tube is installed at the half chordwise position is generally lower than other cases especially at the high Mach number, it can even decrease the losses compared with the ba- sic case. 展开更多
关键词 airfoil-probe compressor cascade installment position 5-hole probe
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