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基于改进ByteTrack与YOLOv10的无人机多目标跟踪算法
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作者 张忠民 叶聪 《兵工学报》 北大核心 2026年第1期261-271,共11页
无人机多目标跟踪技术是无人机领域的一个重要研究方向,目前大多数多目标跟踪技术难以平衡跟踪任务的精度和实时性。针对此问题,设计小目标检测算法MT-YOLOv10,采用轻量化特征融合模块MSKFF(Multi-Selective Kernel Feature Fusion)增... 无人机多目标跟踪技术是无人机领域的一个重要研究方向,目前大多数多目标跟踪技术难以平衡跟踪任务的精度和实时性。针对此问题,设计小目标检测算法MT-YOLOv10,采用轻量化特征融合模块MSKFF(Multi-Selective Kernel Feature Fusion)增强特征融合效果,提升无人机空中检测能力。在跟踪算法中,通过向卡尔曼滤波引入自适应因数增强对噪声的自适应能力,同时改变卡尔曼滤波输入的状态向量以及引入轨迹置信度信息,提升对目标位置的预测能力,改进后的跟踪算法命名为PAC-ByteTrack。MT-YOLOv10在VisDrone2019-DET数据集上的检测实验结果显示其精度和mAP 50较基线算法提升4.3%和6.5%。将MT-YOLOv10和PAC-ByteTrack相结合,在VisDrone2019-MOT(Multi-Object Tracking)和UAVDT两大无人机数据集上展开测评,其HOTA(Harmonized Overlap and Tracking Aumulator)分别提升4.467%和1.831%,性能优于大多数现有跟踪算法。新算法实现了稳定连续的跟踪,为无人机跟踪任务提供了新的解决方案。 展开更多
关键词 无人机 YOLOv10 Bytetrack 卡尔曼滤波 多目标跟踪
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Robust current tracking control for three-phase grid-connected inverters with LCL filter
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作者 LIU Wei WU Ben +2 位作者 SUN Wei-jie XUE Ying CAI Feng-huang 《控制理论与应用》 北大核心 2026年第1期41-51,共11页
This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper cons... This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper constructs an internal model to learn the information of the states and input of the grid-connected inverter under steady state.Second,by utilizing the internal model principle,the paper turns the tracking control problem into the robust stabilization control problem based on some appropriate coordinate transformations.Then,The paper designs a dynamics state feedback control law to deal with this robust stabilization problem,and thus the solution of the robust current tracking control problem of three-phase grid-connected inverters can be obtained.This control method can ensure the asymptotic stability of the closedloop system.Finally,the paper illustrates the effectiveness of the proposed control approach through several groups of simulations,and compares it with the feedforward control method to verify the robustness of the proposed control method to uncertain parameters. 展开更多
关键词 grid-connected inverter internal model principle current tracking disturbance suppression robust control
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基于改进YOLO v8n-ByteTrack的温室番茄果实巡检计数方法
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作者 冯青春 李豪博 +2 位作者 陈诗琪 刘静 李亚军 《农业机械学报》 北大核心 2026年第5期127-137,共11页
番茄果实数量的精确统计是产量评估和智能化管理的重要基础。为实现温室环境下丛生枝叶间果实动态检测与计数,提出了以改进YOLO v8n检测模型和ByteTrack跟踪算法组合为主要框架的番茄果实动态计数方法。在YOLO v8n检测模型中引入小波下... 番茄果实数量的精确统计是产量评估和智能化管理的重要基础。为实现温室环境下丛生枝叶间果实动态检测与计数,提出了以改进YOLO v8n检测模型和ByteTrack跟踪算法组合为主要框架的番茄果实动态计数方法。在YOLO v8n检测模型中引入小波下采样模块和P2检测头,并设计MLLA注意力机制,提高模型在复杂背景下的检测性能,并基于ByteTrack引入自适应低分匹配重试策略。最后,基于改进后的ALRM-Track提出一种基于序列区域匹配机制计数。试验结果表明,改进后的YOLO v8n-MAFP模型在番茄果实数据集上的检测平均精度均值达到96.9%,较原始模型提升2.4个百分点;结合YOLO v8n-MAFP改进的ALRM-Track算法,多目标跟踪准确率提升至88.2%,ID跳变次数减少至2次;采用序列区域匹配机制计数,在5组温室视频试验中的平均绝对误差仅为1.4,平均计数精度达到96.6%,显著优于传统划线计数和区域计数方法。温室环境试验表明,基于改进YOLO v8n-ByteTrack模型适用于温室番茄的估产统计需求。 展开更多
关键词 温室 番茄 果实计数 生产巡检 多目标追踪 YOLO v8n Bytetrack
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融合ByteTrack的EAP-YOLOv8无人机Marker点检测与追踪
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作者 唐心亮 潘晓润 +1 位作者 王建超 苏鹤 《计算机科学》 北大核心 2026年第3期266-276,共11页
随着科技不断发展,无人机的应用越来越广泛,实现无人机的精准动作捕捉成为其核心技术。光学动作捕捉系统在对无人机进行检测与追踪时,由于受到复杂环境、飞行速度等多方面的干扰,会出现对无人机所粘贴的Marker点识别不准确的情况。为了... 随着科技不断发展,无人机的应用越来越广泛,实现无人机的精准动作捕捉成为其核心技术。光学动作捕捉系统在对无人机进行检测与追踪时,由于受到复杂环境、飞行速度等多方面的干扰,会出现对无人机所粘贴的Marker点识别不准确的情况。为了解决这一问题,提出一种基于YOLOv8改进的目标检测算法EAP-YOLOv8,以提高Marker点识别检测的准确率。首先,在骨干部分构建新型通道注意力机制MAP-ECA,增强全局视角信息和不同尺度大小的特征,提升了小目标的检测能力;其次,在原有检测头的基础上利用多层次自适应特征融合形成新的检测头D-SASFF,利用多尺度融合来强化小目标特征信息;最后,设计了损失函数PIoUv3,通过改进加快了模型收敛速度,提高了小目标检测能力。为验证EAP-YOLOv8算法的有效性,在自制数据集上进行实验,结果表明,EAP-YOLOv8算法在mAP@0.5和mAP@0.5:0.95上分别达到了96.5%和50.2%,相较于其他算法有显著提升。在此基础之上,通过结合多目标追踪算法ByteTrack显著提高了Marker点的追踪准确率。此外,在公开数据集MOT16上进行追踪实验,结果表明,所提模型在HOTA,MOTA,MOTP上追踪准确率分别达到了37.60%,25.64%,80.76%,相较于当前算法有显著提升,为后续实现无人机精准跟踪提供了有效途径。 展开更多
关键词 EAP-YOLOv8 无人机检测 Marker点 小目标检测 多目标追踪 Bytetrack
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Hypervelocity impact response and protection for the track steels of rocket sled system via light-gas gun experiments
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作者 Siwei Zhao Yi Zeng +5 位作者 Xuewen Zhou Weixing Zhao Botao Xie Jianbin Jing Yan Chen Yilun Liu 《Defence Technology(防务技术)》 2026年第2期282-293,共12页
Hypervelocity rocket sled systems are critical for testing advanced military technologies,yet track damage at speeds exceeding Mach 5 remains a significant challenge for system reliability and performance.In this stud... Hypervelocity rocket sled systems are critical for testing advanced military technologies,yet track damage at speeds exceeding Mach 5 remains a significant challenge for system reliability and performance.In this study,we investigated the hypervelocity impact response and protection for highstrength U71 Mn or bainitic steel used in rocket sled tracks.Flyer plate impact experiments using a two-stage light-gas gun were conducted to study the hypervelocity collision response,followed by the microstructural characterization via optical microscope,scanning electron microscopy equipped with electron backscatter diffraction to reveal underlying damage mechanisms.Then,the calibrated thermalmechanical coupled finite element simulations using the Johnson-Cook constitutive model and MieGrüneisen equation of state were carried out.Results indicated that bainitic steel exhibits superior impact resistance with predominantly smooth scratch-dominated damage due to its higher ductility.In contrast,U71 Mn suffered significant material spallation and crack propagation arising from brittle fracture mechanisms.Zinc-rich epoxy primer coatings effectively mitigated stress concentration and temperature rise in the substrate at impacting velocities below 2.4 km/s,so as to suppress the microstructural damage such as adiabatic shear bands and dynamic recrystallization.However,coating protection diminished at ultra-high-speed impacts due to the coating failure.Dimensional analysis established quantitative relationships of the gouge damage size to projectile mass,impact velocity,and material yield strength.This study provides in-depth insights into damage mechanisms in hypervelocity rail systems,demonstrating that bainitic steel combined with protective coatings can significantly enhance impact resistance and system reliability,offering valuable guidance for the design and optimization of hypervelocity testing platforms. 展开更多
关键词 Hypervelocity rocket sled Gouge of the track steels Two-stage light-gas gun Microstructural characterization Coating protection
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Sensitivity analysis of vibration characteristics and dynamic responses of a tracked vehicle
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作者 Xun Wang Xue Rui +3 位作者 Jinghong Wang Xiaoting Rui Guoping Wang Pingxin Wang 《Defence Technology(防务技术)》 2026年第3期323-348,共26页
This study aims to establish an integrated sensitivity analysis framework for optimization and design of the dynamic performance of mechanical systems such as tracked vehicles,by combining the direct differentiation m... This study aims to establish an integrated sensitivity analysis framework for optimization and design of the dynamic performance of mechanical systems such as tracked vehicles,by combining the direct differentiation method(DDM)with the linear multibody system transfer matrix method(linear MSTMM).The rigid-flexible coupled multibody system dynamics model of a tracked vehicle is established using the linear MSTMM and validated through the modal test.Building upon the existing DDM-based eigenvalue sensitivity analysis method within the linear MSTMM,the DDM is embedded into it to enable programmable and efficient computation of dynamic response sensitivities for mechanical systems.The proposed approach is used to quantitatively evaluate the sensitivities of both natural vibration characteristics(e.g.,natural frequencies and mode shapes)and transient dynamic responses of the tracked vehicle with respect to system parameters,successfully identifying critical structural parameters.Compared to conventional finite difference methods,the developed methodology eliminates sensitivity to perturbation step sizes.The contributions of this work lie in establishing a unified theoretical foundation and analysis framework for guiding dynamics optimization and design of mechanical systems,and extending the applicability of the linear MSTMM to sensitivity analysis of transient dynamic responses. 展开更多
关键词 tracked vehicle Sensitivity analysis Vibration characteristics Dynamic responses Direct differentiation method Linear multibody system transfer matrix method
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基于改进YOLOv8n—ByteTrack模型的海参原位计数方法
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作者 刘可心 王芳 +3 位作者 洪胜呈 林远山 张德轩 黄友富 《中国农机化学报》 北大核心 2026年第3期89-96,共8页
针对海参养殖中人工计数效率低、成本高的问题,提出一种基于改进YOLOv8n与ByteTrack的动态原位计数方法,旨在复杂水下环境中实现高精度的自动化计数。首先,使用GhostConv和GhostC3替换YOLOv8n中的Conv和C2f以减少模型的浮点计算量、参数... 针对海参养殖中人工计数效率低、成本高的问题,提出一种基于改进YOLOv8n与ByteTrack的动态原位计数方法,旨在复杂水下环境中实现高精度的自动化计数。首先,使用GhostConv和GhostC3替换YOLOv8n中的Conv和C2f以减少模型的浮点计算量、参数量,同时使用焦点调制(FM)模块替换YOLOv8n中快速空间金字塔池化(SPPF)模块,并引入SE注意力机制以提高对海参的识别准确率。其次,改进ByteTrack跟踪中的卡尔曼滤波模型,提升跟踪性能。试验结果表明,改进后的模型在检测任务中的平均精度均值、精确率、召回率分别达到88.90%、93.20%和81.20%,在多目标跟踪任务中,高阶跟踪精度、多目标追踪精度和IDF1得分及帧率分别提升为69.95%、72.68%、84.43%和49.84帧/s。在真实养殖场景测试中,模型的计数精度达95.58%,平均绝对误差为2.00,均方根误差仅为2.55。该研究方法能够以更快的速度和更高的准确性统计视频中养殖海参数量,为海参养殖的智慧管理提供科学决策依据。 展开更多
关键词 海参计数 原位计数 无人船 目标检测 多目标跟踪
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基于改进YOLOv8和ByteTrack的桥梁通航船舶识别与追踪 被引量:5
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作者 王浩 王旭 +3 位作者 廖睿轩 茅建校 张一鸣 颜王吉 《东南大学学报(自然科学版)》 北大核心 2025年第5期1380-1387,共8页
针对近年来频发的船桥相撞事故,深入分析了现有桥梁主动防船撞方法的不足,设计并实现了一种基于改进YOLOv8和ByteTrack算法的航道船舶识别与追踪方法。在YOLOv8网络结构的主干网络和颈部网络之间引入了3个卷积块注意力模块(CBAM),以增... 针对近年来频发的船桥相撞事故,深入分析了现有桥梁主动防船撞方法的不足,设计并实现了一种基于改进YOLOv8和ByteTrack算法的航道船舶识别与追踪方法。在YOLOv8网络结构的主干网络和颈部网络之间引入了3个卷积块注意力模块(CBAM),以增强模型对关键特征的捕捉能力。此外,采用了ByteTrack算法来提高船舶追踪的准确性和鲁棒性,并进行对比实验分析。结果表明,改进后的模型在多目标追踪准确性(MOTA)和识别准确度(IDF1)上分别达到了79.8%和84.5%,相比原始YOLOv8模型有了约5%的精度提升,且相比于一些其他主流注意力机制模块也有更大提升。在图像处理速度方面,改进方法相对于多目标追踪算法Bot-SORT算法图像处理速度快约56%,处理相同目标图像耗时更少。 展开更多
关键词 桥梁工程 船舶追踪 深度学习 计算机视觉 YOLOv8 Bytetrack
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A review of current studies on the unmanned aerial vehicle-based moving target tracking methods 被引量:3
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作者 Binbin Yan Yuxin Wei +3 位作者 Shuangxi Liu Wei Huang Ruizhe Feng Xiaoqian Chen 《Defence Technology(防务技术)》 2025年第9期201-219,共19页
Unmanned aerial vehicles(UAVs)have become crucial tools in moving target tracking due to their agility and ability to operate in complex,dynamic environments.UAVs must meet several requirements to achieve stable track... Unmanned aerial vehicles(UAVs)have become crucial tools in moving target tracking due to their agility and ability to operate in complex,dynamic environments.UAVs must meet several requirements to achieve stable tracking,including maintaining continuous target visibility amidst occlusions,ensuring flight safety,and achieving smooth trajectory planning.This paper reviews the latest advancements in UAV-based target tracking,highlighting information prediction,tracking strategies,and swarm cooperation.To address challenges including target visibility and occlusion,real-time prediction and tracking in dynamic environments,flight safety and coordination,resource management and energy efficiency,the paper identifies future research directions aimed at improving the performance,reliability,and scalability of UAV tracking system. 展开更多
关键词 Unmanned aerial vehicle(UAV) tracking methods Moving targets Information prediction tracking strategies Swarm cooperation
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基于改进YOLOv8-Track的芝麻单株蒴果检测计数研究 被引量:1
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作者 李琛昊 王川 +5 位作者 李国强 赵巧丽 杨萍 王凯 常升龙 郑国清 《河南农业科学》 北大核心 2025年第4期155-166,共12页
单株蒴果数是芝麻产量构成的重要因素。为实现单株芝麻蒴果的准确检测计数,使用目标检测、多目标追踪等技术,动态追踪单株蒴果,有助于提高芝麻育种和栽培管理效率。针对芝麻蒴果小目标、生长密集、遮挡重叠等现象,以YOLOv8-Track为基准... 单株蒴果数是芝麻产量构成的重要因素。为实现单株芝麻蒴果的准确检测计数,使用目标检测、多目标追踪等技术,动态追踪单株蒴果,有助于提高芝麻育种和栽培管理效率。针对芝麻蒴果小目标、生长密集、遮挡重叠等现象,以YOLOv8-Track为基准模型,在特征融合网络中引入小目标检测头和Shuffle attention注意力机制,在模型后处理阶段引入MPDIOU损失函数,构建了SD-YOLOv8-Track模型。然后利用模型ByteTrack多目标追踪算法的ID计数方法,以芝麻单株旋转视频作为模型输入,追踪统计芝麻蒴果数。结果表明,以单幅图片为输入,SD-YOLOv8-Track模型检测蒴果的准确率、召回率、平均精度分别为92.25%、92.4%、92.58%,比原模型YOLOv8-Track分别提高5.94、6.6、6.31百分点。以单株旋转视频为输入,SD-YOLOv8-Track模型的多目标追踪准确率、多目标追踪精确率分别为89.42%、88.23%,比原模型分别提高4.23、4.60百分点。SD-YOLOv8-Track模型检测蒴果的平均计数准确率、漏检率、误检率分别为93.27%、3.85%、2.88%,平均计数准确率比原模型提高5.61百分点,漏检率和误检率比原模型分别降低3.84、1.77百分点。改进后的SD-YOLOv8-Track模型具有较好的芝麻单株蒴果检测性能,适用于芝麻单株蒴果的动态完整计数。 展开更多
关键词 芝麻蒴果 检测计数 多目标追踪 动态计数 Shuffle attention MPDIOU YOLOv8-track
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基于ByteTrack和改进YOLOv11算法的行人跟踪算法研究 被引量:1
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作者 刘兆金 谭钦红 +1 位作者 朱嘉浩 李会兵 《激光杂志》 北大核心 2025年第10期56-62,共7页
多目标跟踪(Multi-Object Tracking,MOT)在自动驾驶和智能监控等领域具有广泛应用。针对传统的行人检测与跟踪方法存在复杂度高、人群密集时易漏检以及遮挡影响严重等问题,提出一种基于改进YOLOv11和ByteTrack算法的行人检测与跟踪方法... 多目标跟踪(Multi-Object Tracking,MOT)在自动驾驶和智能监控等领域具有广泛应用。针对传统的行人检测与跟踪方法存在复杂度高、人群密集时易漏检以及遮挡影响严重等问题,提出一种基于改进YOLOv11和ByteTrack算法的行人检测与跟踪方法。在行人检测阶段,将标准卷积(Convolution,Conv)模块替换为ADown模块,以降低算法复杂度;在C2PSA模块中引入多尺度注意力(Efficient Multi-scale Attention,EMA)机制,进一步降低计算开销的同时,保留丰富的通道信息;采用动态目标检测头(DynamicHead,DyHead)提升行人检测精度,缓解摄像头拍摄场景下的漏检问题。在行人跟踪阶段,将ByteTrack算法与改进的YOLOv11算法结合,以实现鲁棒的行人跟踪。改进后的YOLOv11模型在mAP50提高2.2%,参数量减少25.2%,在复杂度与准确性方面能够满足实际应用需求。 展开更多
关键词 行人检测与跟踪 多尺度注意力 YOLOv11 Bytetrack
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Fault-observer-based iterative learning model predictive controller for trajectory tracking of hypersonic vehicles 被引量:3
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作者 CUI Peng GAO Changsheng AN Ruoming 《Journal of Systems Engineering and Electronics》 2025年第3期803-813,共11页
This work proposes the application of an iterative learning model predictive control(ILMPC)approach based on an adaptive fault observer(FOBILMPC)for fault-tolerant control and trajectory tracking in air-breathing hype... This work proposes the application of an iterative learning model predictive control(ILMPC)approach based on an adaptive fault observer(FOBILMPC)for fault-tolerant control and trajectory tracking in air-breathing hypersonic vehicles.In order to increase the control amount,this online control legislation makes use of model predictive control(MPC)that is based on the concept of iterative learning control(ILC).By using offline data to decrease the linearized model’s faults,the strategy may effectively increase the robustness of the control system and guarantee that disturbances can be suppressed.An adaptive fault observer is created based on the suggested ILMPC approach in order to enhance overall fault tolerance by estimating and compensating for actuator disturbance and fault degree.During the derivation process,a linearized model of longitudinal dynamics is established.The suggested ILMPC approach is likely to be used in the design of hypersonic vehicle control systems since numerical simulations have demonstrated that it can decrease tracking error and speed up convergence when compared to the offline controller. 展开更多
关键词 hypersonic vehicle actuator fault tracking control iterative learning control(ILC) model predictive control(MPC) fault observer
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一种基于ByteTrack的前视声呐多目标跟踪算法
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作者 陈美龙 赵新华 叶秀芬 《仪器仪表学报》 北大核心 2025年第7期332-344,共13页
前视声呐在水下远距离目标检测与跟踪中发挥着重要的作用。然而,前视声呐图像序列帧率较低、目标特征不清晰,容易出现目标丢失的问题。在使用前视声呐进行目标跟踪时,需要对声呐载体旋转和目标遮挡进行补偿,避免目标丢失。为解决以上问... 前视声呐在水下远距离目标检测与跟踪中发挥着重要的作用。然而,前视声呐图像序列帧率较低、目标特征不清晰,容易出现目标丢失的问题。在使用前视声呐进行目标跟踪时,需要对声呐载体旋转和目标遮挡进行补偿,避免目标丢失。为解决以上问题,结合声呐图像序列的特征和目标特征,改进现有的跟踪算法。针对ByteTrack算法应用在声呐跟踪上容易出现目标丢失问题,结合前视声呐图像特征,改进关联方式,在第1关联提出了一种基于卡尔曼滤波的运动特征和目标外观特征结合的方式作相似性度量,提升了跟踪的准确性。针对前视声呐载体旋转导致目标运动过快的问题,利用声呐姿态数据对ByteTrack算法加入旋转补偿,提升了匹配的准确性;最后,通过相似性度量算法对比实验,证明了改进后的关联方式和目标外观特征结合的方式的优越性。对比了DeepSort、TransTrack和ByteTrack主流目标跟踪算法,改进后的模型跟踪准确度为76.8%,跟踪召回率为80.6%;改进后的ByteTrack与改进前的ByteTrack相比,跟踪精度提升了9.4%,召回率提升了10.8%,ID切换次数降低了46%。检测与跟踪融合实验表明,改进后的目标检测跟踪融合算法拥有更低的漏检率、误检率,更低的身份切换次数,更能适应前视声呐水下目标的检测和跟踪场景。 展开更多
关键词 前视声呐 目标跟踪 Bytetrack 图像序列
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Nonnegative Group Lasso and Application in Index Tracking
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作者 GAO Ruiyao QI Kai TU Jingwen 《应用概率统计》 北大核心 2025年第6期890-909,共20页
Index tracking is known to be a passive portfolio management strategy by replicating the performance of a real or virtual index.However,the full replication,which considers all the asserts consisted of the index,often... Index tracking is known to be a passive portfolio management strategy by replicating the performance of a real or virtual index.However,the full replication,which considers all the asserts consisted of the index,often suffers from small and illiquid positions and large transaction costs.Thus,it is preferred to purchase sparse portfolios.Besides,existing literature pointed out the phenomenon of the co-movement in assert returns,indicating that the index tracking problems possibly contain group structures together with sparsity.Based on the consideration of the grouping effects and sparsity in index tracking problems,this paper proposes a grouping sparse index tracking model with nonnegative restrictions.We derive a modified version of coordinate decent algorithm for solving the model.The asymptotic properties are also discussed in detail.To show the efficiency of the model,we apply it into the constrained index tracking problem in Shanghai stock market,i.e.tracking SSE 50 Index.By selecting about 10 stocks,the result shows that nonnegative group lasso outperforms nonnegative lasso in assert allocation. 展开更多
关键词 nonnegative group lasso index tracking asymptotic unbiasedness variable selection consistency block-wise coordinate decent algorithm
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基于ByteTrack的对空红外多目标跟踪方法
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作者 吕璐 赵晨阳 张俊 《激光与红外》 北大核心 2025年第11期1797-1804,共8页
对空红外多目标跟踪技术已然成为端侧设备应用热点,在民用和军事领域应用广泛。针对空中红外小目标因检测率低和轨迹关联精度不佳导致的多目标跟踪轨迹不完整问题,本文结合YOLOv10S目标检测算法和ByteTrack多目标跟踪算法,首先通过改进Y... 对空红外多目标跟踪技术已然成为端侧设备应用热点,在民用和军事领域应用广泛。针对空中红外小目标因检测率低和轨迹关联精度不佳导致的多目标跟踪轨迹不完整问题,本文结合YOLOv10S目标检测算法和ByteTrack多目标跟踪算法,首先通过改进YOLOv10S网络结构及损失函数提升红外小目标检测性能,其次提出ByteTrack-DS算法,使用基于距离及形状特征的关联方法,再加入改进的轨迹匹配策略,改善轨迹关联精度,综合提升多目标跟踪轨迹的完整性。在对空红外多目标数跟踪据集上的实验结果表明,本文改进的YOLOv10S结合ByteTrack-DS算法与原始算法相比,在MOTA、IDF1指标上分别提升了4.7%和6.8%。同时,本文提出的算法可在Atlas200I DK平台上高效运行,可为对空红外多目标跟踪在端侧设备上的部署提供技术支持。 展开更多
关键词 红外小目标检测 多目标跟踪 Bytetrack 关联策略
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基于YOLO v9c和改进ByteTrack的群养羊只多目标跟踪方法
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作者 郑芳 夏传宇 +3 位作者 杜小勇 周勇 田芳 李国亮 《农业机械学报》 北大核心 2025年第10期585-595,共11页
基于视频的群养羊只跟踪对于规模化、智能化、无人化养殖具有重要作用。然而,由于羊群存在严重的遮挡、重叠及移动速度过快等问题,在复杂场景下对多只羊只进行精确跟踪较为困难。针对上述问题,为提高跟踪技术对群养羊只的适应性,本文提... 基于视频的群养羊只跟踪对于规模化、智能化、无人化养殖具有重要作用。然而,由于羊群存在严重的遮挡、重叠及移动速度过快等问题,在复杂场景下对多只羊只进行精确跟踪较为困难。针对上述问题,为提高跟踪技术对群养羊只的适应性,本文提出一种基于YOLO v9c与改进ByteTrack相结合的羊只多目标跟踪方法。在目标检测方面,将羊只的行为划分为站立、躺卧和进食3种状态。在多目标跟踪方面,对ByteTrack做了两点改进:引入时间距离匹配模块(Time and distance matching module,TDMM),将未匹配成功的高分框与未匹配轨迹按照丢失轨迹的丢失时长与欧氏距离相结合形成身份关联系数矩阵,再次进行匹配;引入ID延时分配机制,除第1帧外,将ID分配模块移至第3次匹配并加入条件,防止ID过早分配。试验结果表明,HOTA为72.051%,MOTA为88.326%,IDF1为88.237%,IDSW为8。与ByteTrack相比MOTA提高0.242个百分点,HOTA提高2.21个百分点,IDF1提高5.734个百分点,ID跳变次数降低了约46.67%。与算法Bot-SORT和OC-SORT相比,HOTA和IDF1有明显上升,并且ID跳变次数大幅降低。多羊只复杂场景情况下测试结果表明,基于改进ByteTrack算法具有良好的多目标跟踪性能,可以有效提高对群养羊只跟踪的准确性和可靠性。该算法在与YOLO v9c目标检测算法结合对群养羊只进行多目标跟踪并保存跟踪结果时,平均帧率为47.1 f/s相较于Bot-SORT算法(34.2 f/s)提高约37.7%。该算法能够实时可靠地监测羊只,为羊只养殖场管理者及时发现羊只行为异常以及监测羊只健康状况提供了有效的技术手段。 展开更多
关键词 群养羊只 目标跟踪 时间距离匹配模块 ID延时分配 YOLO v9c 改进Bytetrack
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Localization and tracking of multiple quadrotors with collision avoidance:Theory and experiment
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作者 Guang Yang Juntong Qi +4 位作者 Mingming Wang Yan Peng Chong Wu Yuan Ping Hailong Huang 《Defence Technology(防务技术)》 2025年第8期338-350,共13页
Multiple quadrotors target encirclement is widely used in the intelligent field,as it can effectively monitor and control target behavior.However,it faces the danger of collision,as well as difficulties in localizatio... Multiple quadrotors target encirclement is widely used in the intelligent field,as it can effectively monitor and control target behavior.However,it faces the danger of collision,as well as difficulties in localization and tracking.Therefore,we propose a complete target encirclement method.Firstly,based on Hooke's law,a collision avoidance controller is designed to maintain a safe flying distance among quadrotors.Then,based on the consensus theory,a formation tracking controller is designed to meet the requirements of formation transformation and encirclement tasks,and a stability proof based on Lyapunov was provided.Besides,the target detection is designed based on YOLOv5s,and the target location model is constructed based on the principle of pinhole projection and triangle similarity.Finally,we conducted experiments on the built platform,with 3 reconnaissance quadrotors detecting and localization 3 target vehicles and 7 hunter quadrotors tracking them.The results show that the minimum average error for localization targets with reconnaissance quadrotors can reach 0.1354 m,while the minimum average error for tracking with hunter quadrotors is only 0.2960 m.No quadrotors collision occurred in the whole formation transformation and tracking experiment.In addition,compared with the advanced methods,the proposed method has better performance. 展开更多
关键词 Multiple quadrotors Collision avoidance Target localization trackING Outdoor experiments
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Realizing high-speed target tracking by using multi-rate feedforward predictive control for the acquisition, tracking, and pointing system
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作者 Hang Li Gaoliang Peng +4 位作者 Xiaobiao Shan Mingyuan Zhao Wei Zhang Jinghan Wang Feng Cheng 《Defence Technology(防务技术)》 2025年第7期137-151,共15页
The acquisition,tracking,and pointing(ATP)system is widely used in target tracking,counter-UAV operations,and other related fields.As UAV technology develops,there is a growing demand to enhance the tracking capabilit... The acquisition,tracking,and pointing(ATP)system is widely used in target tracking,counter-UAV operations,and other related fields.As UAV technology develops,there is a growing demand to enhance the tracking capabilities of ATP systems.However,in practical applications,ATP systems face various design constraints and functional limitations,making it infeasible to indefinitely improve hardware performance to meet tracking requirements.As a result,tracking algorithms are required to execute increasingly complex tasks.This study introduces a multi-rate feedforward predictive controller to address issues such as low image feedback frequency and significant delays in ATP systems,which lead to tracking jitter,poor tracking performance,low precision,and target loss.At the same time,the pro-posed approach aims to improve the tracking capabilities of ATP systems for high-speed and highly maneuverable targets under conditions of low sampling feedback rates and high feedback delays.The method suggested is also characterized by its low order,fast response,and robustness to model parameter variations.In this study,an actual ATP system is built for target tracking test,and the proposed algorithm is fully validated in terms of simulation and actual system application verification.Results from both simulations and experiments demonstrate that the method effectively compensates for delays and low sampling rates.For targets with relative angular velocities ranging from 0 to 90°/s and angular accelerations between 0 and 470°/s^(2),the system improved tracking accuracy by 70.0%-89.9%at a sampling frequency of 50 Hz and a delay of 30 m s.Moreover,the compensation algorithm demonstrated consistent performance across actuators with varying characteristics,further confirming its robustness to model insensitivity.In summary,the proposed algorithm considerably enhances the tracking accuracy and capability of ATP systems for high-speed and highly maneuverable targets,reducing the probability of target loss from high speed.This approach offers a practical solution for future multi-target tracking across diverse operational scenarios. 展开更多
关键词 Multi-rate systems Predictive feedforward control Target tracking Laser weapon
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Differential flatness ADRC for high-speed steering of tracked tank systems
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作者 XIA Yuanqing SUN Zhongqi +4 位作者 DAI Li ZHAN Yufeng ZHAI Dihua ZHAO Wenjun PU Fan 《Journal of Systems Engineering and Electronics》 2025年第6期1665-1678,共14页
This paper proposes a differential-fatness-based active disturbance rejection control(ADRC)for high-speed steering control of tracked tank systems.Firstly,a high-speed steering model is established by considering the ... This paper proposes a differential-fatness-based active disturbance rejection control(ADRC)for high-speed steering control of tracked tank systems.Firstly,a high-speed steering model is established by considering the lateral component of the centrifugal force acting on the tank on the basis of modeling and analyzing the dynamic model of the low-speed steering system.Secondly,we propose a differential-flatness ADRC approach by converting the under-actuated system to a fully driven flat one.Moreover,we prove the differential flatness of the steering system,which facilitates a two-channel ADRC development.Finally,we show that both the states of the flat system and the original under-actuated system can track the reference trajectory.On the external interference condition,the system is observed to re-track the target signal within 2 s. 展开更多
关键词 tracked tank steering system differential flatness active disturbance rejection control(ADRC)
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Fixed-time distributed average consensus tracking for multiple Euler-Lagrange systems
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作者 SUN Guhao ZENG Qingshuang CAI Zhongze 《Journal of Systems Engineering and Electronics》 2025年第2期523-536,共14页
This paper investigates the sliding-mode-based fixed-time distributed average tracking (DAT) problem for multiple Euler-Lagrange systems in the presence of external distur-bances. The primary objective is to devise co... This paper investigates the sliding-mode-based fixed-time distributed average tracking (DAT) problem for multiple Euler-Lagrange systems in the presence of external distur-bances. The primary objective is to devise controllers for each agent, enabling them to precisely track the average of multiple time-varying reference signals. By averaging these signals, we can mitigate the influence of errors and uncertainties arising dur-ing measurements, thereby enhancing the robustness and stabi-lity of the system. A distributed fixed-time average estimator is proposed to estimate the average value of global reference sig-nals utilizing local information and communication with neigh-bors. Subsequently, a fixed-time sliding mode controller is intro-duced incorporating a state-dependent sliding mode function coupled with a variable exponent coefficient to achieve dis-tributed average tracking of reference signals, and rigorous ana-lytical methods are employed to substantiate the fixed-time sta-bility. Finally, numerical simulation results are provided to vali-date the effectiveness of the proposed methodology, offering insights into its practical application and robust performance. 展开更多
关键词 distributed average tracking(DAT) fixed-time con-vergence Euler-Lagrange systems sliding mode control
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