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基于改进YOLOv8和ByteTrack的桥梁通航船舶识别与追踪
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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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基于改进YOLOv8-Track的芝麻单株蒴果检测计数研究
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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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Co-phasing method for sparse aperture optical systems based on multichannel fringe tracking
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作者 AN Qi-chang WANG Kun +2 位作者 LIU Xin-yue LI Hong-wen ZHU Jia-kang 《中国光学(中英文)》 北大核心 2025年第2期401-413,共13页
To realize effective co-phasing adjustment in large-aperture sparse-aperture telescopes,a multichannel stripe tracking approach is employed,allowing simultaneous interferometric measurements of multiple optical paths ... To realize effective co-phasing adjustment in large-aperture sparse-aperture telescopes,a multichannel stripe tracking approach is employed,allowing simultaneous interferometric measurements of multiple optical paths and circumventing the need for pairwise measurements along the mirror boundaries in traditional interferometric methods.This approach enhances detection efficiency and reduces system complexity.Here,the principles of the multibeam interference process and construction of a co-phasing detection module based on direct optical fiber connections were analyzed using wavefront optics theory.Error analysis was conducted on the system surface obtained through multipath interference.Potential applications of the interferometric method were explored.Finally,the principle was verified by experiment,an interferometric fringe contrast better than 0.4 is achieved through flat field calibration and incoherent digital synthesis.The dynamic range of the measurement exceeds 10 times of the center wavelength of the working band(1550 nm).Moreover,a resolution better than one-tenth of the working center wavelength(1550 nm)was achieved.Simultaneous three-beam interference can be achieved,leading to a 50%improvement in detection efficiency.This method can effectively enhance the efficiency of sparse aperture telescope co-phasing,meeting the requirements for observations of 8-10 m telescopes.This study provides a technological foundation for observing distant and faint celestial objects. 展开更多
关键词 stripe tracking wavefront aberration sparse aperture telescope co-phasing adjustment
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Development of an active-detection mid-wave infrared search and track system based on "cat-eye effect"
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作者 ZHOU Pan-Wei DING Xue-Zhuan +1 位作者 LI Fan-Ming YE Xi-Sheng 《红外与毫米波学报》 北大核心 2025年第4期617-629,共13页
In order to meet the urgent need of infrared search and track applications for accurate identification and positioning of infrared guidance aircraft,an active-detection mid-wave infrared search and track system(ADMWIR... In order to meet the urgent need of infrared search and track applications for accurate identification and positioning of infrared guidance aircraft,an active-detection mid-wave infrared search and track system(ADMWIRSTS)based on"cat-eye effect"was developed.The ADMWIRSTS mainly consists of both a light beam control subsystem and an infrared search and track subsystem.The light beam control subsystem uses an integrated opto-mechanical two-dimensional pointing mirror to realize the control function of the azimuth and pitch directions of the system,which can cover the whole airspace range of 360°×90°.The infrared search and track subsystem uses two mid-wave infrared cooled 640×512 focal plane detectors for co-aperture beam expanding,infrared and illumination laser beam combining,infrared search,and two-stage track opto-mechanical design.In this work,the system integration design and structural finite-element analysis were conducted,the search imaging and two-stage track imaging for external scenes were performed,and the active-detection technologies were experimentally verified in the laboratory.The experimental investigation results show that the system can realize the infrared search and track imaging,and the accurate identification and positioning of the mid-wave infrared guidance,or infrared detection system through the echo of the illumination laser.The aforementioned work has important technical significance and practical application value for the development of compactly-integrated high-precision infrared search and track,and laser suppression system,and has broad application prospects in the protection of equipment,assets and infrastructures. 展开更多
关键词 active-detection mid-wave infrared search and track "cat-eye effect" illumination laser light beam control
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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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A review of current studies on the unmanned aerial vehicle-based moving target tracking methods
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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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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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基于改进YOLOv8和Byte Track的鲈鱼个体运动特征提取方法
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作者 于佳禾 刘丽伟 +2 位作者 徐玲 于辉辉 陈英义 《农业工程学报》 北大核心 2025年第5期182-190,共9页
鱼类个体运动特征提取是分析鱼类行为的重要环节,为进一步解决鲈鱼行为识别中存在小目标个体和复杂背景导致检测难,以及在多条鲈鱼跟踪过程中因遮挡和非线性运动而频繁发生的ID错误切换问题,该研究提出了一种基于改进YOLOv8和ByteTrack... 鱼类个体运动特征提取是分析鱼类行为的重要环节,为进一步解决鲈鱼行为识别中存在小目标个体和复杂背景导致检测难,以及在多条鲈鱼跟踪过程中因遮挡和非线性运动而频繁发生的ID错误切换问题,该研究提出了一种基于改进YOLOv8和ByteTrack的鱼类个体运动特征提取方法。首先对YOLOv8n模型进行了轻量化优化,用ODConv替换了主干网络的下采样卷积,并用Wise-IoUv3 Loss代替了原有的CIoU Loss,以此降低模型大小并提高检测速度和精度。然后对ByteTrack算法分别进行优化,通过应用扩展和线性卡尔曼滤波来适应目标的非线性运动和加速变化,以及引入高斯轨迹插值后处理策略,减少了遮挡情况下的错误身份切换。改进后的YOLOv8算法在模型大小和参数上与原YOLOv8模型分别降低了约2/3,精度、召回率分别提升了0.4和0.5个百分点,具有较高的检测精度及良好的鲁棒性和实时性。改进后的ByteTrack算法平均多目标跟踪准确率(multiple object tracking accuracy,MOTA)为88.7%,多目标跟踪精度(multiple object tracking precision,MOTP)为83.8%,平均每个测试视频的ID切换次数(identity switches,IDs)仅为37,帧率(frames per second,FPS)为95帧/s,能够满足实时跟踪需求。该研究提出的改进YOLOv8和ByteTrack的鲈鱼个体运动特征提取方法能够在实际养殖场景下实现较为稳定的鲈鱼个体实时跟踪,可为大规模无接触式实际水产养殖监测提供技术支持。 展开更多
关键词 计算机视觉 深度学习 特征提取 目标检测 多目标跟踪
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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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Design of a novel discrete dual-switching tracking differentiator
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作者 HAN Kun ZHANG Hao-bo 《Journal of Central South University》 2025年第6期2208-2223,共16页
Signal filtering and differential acquisition are classic yet challenging issues in control engineering.The discrete-time optimal control(DTOC)based on classic tracking differentiator(TD)can effectively extract differ... Signal filtering and differential acquisition are classic yet challenging issues in control engineering.The discrete-time optimal control(DTOC)based on classic tracking differentiator(TD)can effectively extract differentiation signals and filter signals,while eliminating the chattering problem that arises during the discretization of the continuous solution.However,under external disturbance,the convergence mode may change,leading to overshoot and noise amplification.In this paper,a dual-switching strategy is proposed,which can alternate between the base double-integral system and its dual system according to the quadrant of the system’s state.And a novel linearized control law is also introduced,deriving a novel dual-switch tracking differentiator.Further analysis of system convergence and time optimality is provided.Simulation results show that the application of this dual-switching strategy notably reduces overshoot in both tracking and differential signals while enhancing noise filtering performance.Moreover,experiments conducted on a permanent magnet synchronous motor(PMSM)platform,where the proposed TD acts as a filter in the speed feedback loop,demonstrate that the standard deviation between the reference speed and the target speed(at a constant speed of 378 r/min)decreased from 5.63 r/min to 4.93 r/min,compared to the moving average algorithm. 展开更多
关键词 tracking differentiator discrete time optimal control dual-switching strategy speed filtering
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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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Optimized joint repair effects on damage evolution and arching mechanism of CRTS II slab track under extreme thermal conditions
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作者 CAI Xiao-pei CHEN Ze-lin +3 位作者 CHEN Bo-jing ZHONG Yang-long ZHOU Rui HUANG Yi-chen 《Journal of Central South University》 2025年第6期2273-2287,共15页
To address the issue of extreme thermal-induced arching in CRTS II slab tracks due to joint damage,an optimized joint repair model was proposed.First,the formula for calculating the safe temperature rise of the track ... To address the issue of extreme thermal-induced arching in CRTS II slab tracks due to joint damage,an optimized joint repair model was proposed.First,the formula for calculating the safe temperature rise of the track was derived based on the principle of stationary potential energy.Considering interlayer evolution and structural crack propagation,an optimized joint repair model for the track was established and validated.Subsequently,the impact of joint repair on track damage and arch stability under extreme temperatures was studied,and a comprehensive evaluation of the feasibility of joint repair and the evolution of damage after repair was conducted.The results show that after the joint repair,the temperature rise of the initial damage of the track structure can be increased by 11℃.Under the most unfavorable heating load with a superimposed temperature gradient,the maximum stiffness degradation index SDEG in the track structure is reduced by about 81.16%following joint repair.The joint repair process could effectively reduce the deformation of the slab arching under high temperatures,resulting in a reduction of 93.96%in upward arching deformation.After repair,with the damage to interfacing shear strength,the track arch increases by 2.616 mm. 展开更多
关键词 CRTS II slab track optimized joint repair arching mechanism temperature load damage initiation and evolution
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Impact performance of a floating slab with a longitudinal connection track under fatigue loading
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作者 LI Pei-cheng ZENG Zhi-ping +3 位作者 WANG Wei-dong LI Ping YE Meng-xuan LI Qiu-yi 《Journal of Central South University》 2025年第2期678-690,共13页
In order to accommodate higher speeds,heavier axle weights,and vibration damping criteria,a new floating slab structure was proposed.The new type of floating slab track structure was composed of three prefabricated fl... In order to accommodate higher speeds,heavier axle weights,and vibration damping criteria,a new floating slab structure was proposed.The new type of floating slab track structure was composed of three prefabricated floating slabs longitudinally interconnected with magnesium ammonium phosphate concrete(MPC).This study investigated the dynamic performance of the structure.We constructd a full-scale indoor experimental model to scrutinize the disparities in the impact performance between a longitudinally connected floating slab track and its longitudinally disconnected counterpart.Additionally,a long-term fatigue experiment was conducted to assess the impact performance of longitudinally connected floating slab tracks under fatigue loading.The findings are described in the following.1)The new structure effectively suppresses ground vibrations,exhibiting a well-balanced energy distribution profile.However,the imposition of fatigue loading leads to a reduction in the damping performance of the steel spring damping system,thereby reducing its capacity to attenuate structural vibrations and leading to an increase in ground vibration energy;2)After 107 loading cycles,the attenuation rate of the vibration acceleration for the MPC increases by 171.9%.Conversely,at the corresponding disconnected location,the attenuation rate of ground vibration acceleration decreases by 65.6%.In conclusion,longitudinally connected floating slab tracks exhibit superior vibration reduction performance.While the vibration reduction performance of longitudinally connected floating slab tracks may diminish to some extent during long-term service,these tracks continue to meet specific vibration reduction requirements. 展开更多
关键词 longitudinally connected floating slab track full-scale experimental model fatigue experiment drop hammer in impact dynamic response
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Fault-observer-based iterative learning model predictive controller for trajectory tracking of hypersonic vehicles
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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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A tracking algorithm based on adaptive Kalman filter with carrier-to-noise ratio estimation under solar radio bursts interference
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作者 ZHU Xuefen LI Ang +2 位作者 LUO Yimei LIN Mengying TU Gangyi 《Journal of Systems Engineering and Electronics》 2025年第4期880-891,共12页
Solar radio burst(SRB)is one of the main natural interference sources of Global Positioning System(GPS)signals and can reduce the signal-to-noise ratio(SNR),directly affecting the tracking performance of GPS receivers... Solar radio burst(SRB)is one of the main natural interference sources of Global Positioning System(GPS)signals and can reduce the signal-to-noise ratio(SNR),directly affecting the tracking performance of GPS receivers.In this paper,a tracking algorithm based on the adaptive Kalman filter(AKF)with carrier-to-noise ratio estimation is proposed and compared with the conventional second-order phase-locked loop tracking algo-rithms and the improved Sage-Husa adaptive Kalman filter(SHAKF)algorithm.It is discovered that when the SRBs occur,the improved SHAKF and the AKF with carrier-to-noise ratio estimation enable stable tracking to loop signals.The conven-tional second-order phase-locked loop tracking algorithms fail to track the receiver signal.The standard deviation of the carrier phase error of the AKF with carrier-to-noise ratio estimation out-performs 50.51%of the improved SHAKF algorithm,showing less fluctuation and better stability.The proposed algorithm is proven to show more excellent adaptability in the severe envi-ronment caused by the SRB occurrence and has better tracking performance. 展开更多
关键词 solar radio burst(SRB) global positioning system(GPS) adaptive Kalman filter(AKF) tracking algorithm.
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基于改进YOLOv8s与ByteTrack的养殖海参计数方法
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作者 王芳 洪胜呈 +3 位作者 刘可心 温佳伟 张滨 林远山 《农业工程学报》 北大核心 2025年第13期234-242,共9页
为解决海参养殖过程中人工采样计数方法成本高、效率低、误差大等问题,该研究提出一种基于改进YOLOv8s和ByteTrack的自动化养殖海参计数方法。该方法由检测、跟踪和计数3个部分组成:在检测部分,针对YOLO系列检测器在水下环境中检测性能... 为解决海参养殖过程中人工采样计数方法成本高、效率低、误差大等问题,该研究提出一种基于改进YOLOv8s和ByteTrack的自动化养殖海参计数方法。该方法由检测、跟踪和计数3个部分组成:在检测部分,针对YOLO系列检测器在水下环境中检测性能不足问题,提出改进模型YOLOv8s-BB。通过在Backbone和Neck部位分别引入BCAM(BiFormer convolutional attention module)和BiFormer注意力模块增强其特征提取和融合能力,提升检测精度;在跟踪部分,针对ByteTrack算法在水下环境中对目标关联匹配性能不佳问题,提出基于三级级联匹配的TriSORT跟踪算法,提升跟踪稳定性;在计数部分,设计了未激活轨迹去除计数法,对比分析了其与过线计数的性能差异。结果表明:YOLOv8s-BB检测器的平均精度达88.9%,召回率为77.8%,F1值为84.2%,相较于YOLOv8s、YOLOv7-tiny、YOLOv9s和YOLOv11s检测模型,均保持领先优势;TriSORT的多目标跟踪准确度(MOTA)和ID调和平均数(IDF1)达74.00%和85.03%,较ByteTrack分别提高6.55和5.54个百分点;未激活轨迹去除计数法平均计数精度达95.46%,绝对误差为1.90,明显优于过线计数法。该研究通过检测-跟踪-计数的全流程优化,实现了高效、准确的自动化养殖海参计数,为海参养殖的生物量估算、投喂管理、销售决策等关键环节提供可靠的数据支持。 展开更多
关键词 水产养殖 目标跟踪 种群计数 海参 水下视觉 深度学习
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Track-MT3:一种基于Transformer的新型多目标跟踪算法 被引量:1
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作者 陈辉 杜双燕 +1 位作者 连峰 韩崇昭 《雷达学报(中英文)》 EI CSCD 北大核心 2024年第6期1202-1219,共18页
针对复杂环境中多目标跟踪数据关联难度大、难以实现目标长时间稳定跟踪的问题,该文创新性地提出了一种基于Transformer网络的端到端多目标跟踪模型Track-MT3。首先,引入了检测查询和跟踪查询机制,隐式地执行量测-目标的数据关联并且实... 针对复杂环境中多目标跟踪数据关联难度大、难以实现目标长时间稳定跟踪的问题,该文创新性地提出了一种基于Transformer网络的端到端多目标跟踪模型Track-MT3。首先,引入了检测查询和跟踪查询机制,隐式地执行量测-目标的数据关联并且实现了目标的状态估计任务。然后,采用跨帧目标对齐策略增强跟踪轨迹的时间连续性。同时,设计了查询变换与时间特征编码模块强化目标运动建模能力。最后,在模型训练中采用了集体平均损失函数,实现了模型性能的全局优化。通过构造多种复杂的多目标跟踪场景,并利用多重性能指标进行评估,Track-MT3展现了优于MT3等基线方法的长时跟踪性能,与JPDA和MHT方法相比整体性能分别提高了6%和20%,能够有效挖掘时序信息,在复杂动态环境下实现稳定、鲁棒的多目标跟踪。 展开更多
关键词 多目标跟踪 数据关联 TRANSFORMER 长时跟踪 注意力机制
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基于改进Tracktor的行人多目标跟踪算法 被引量:3
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作者 谌海云 黄忠义 +1 位作者 王海川 余鸿皓 《计算机工程与应用》 CSCD 北大核心 2024年第8期242-249,共8页
在多目标视频跟踪中,针对受交互遮挡等影响导致检测偏差从而致使目标身份丢失的问题,提出一种基于改进Tracktor的行人多目标跟踪算法DUTracktor。在检测框回归中设计一个动态更新模块,利用孪生网络对建议框进一步检测定位;利用时序信息... 在多目标视频跟踪中,针对受交互遮挡等影响导致检测偏差从而致使目标身份丢失的问题,提出一种基于改进Tracktor的行人多目标跟踪算法DUTracktor。在检测框回归中设计一个动态更新模块,利用孪生网络对建议框进一步检测定位;利用时序信息增强模块更新当前帧更适合的模板,建立全局上下文关系;并通过像素相关进行特征融合,从而增强目标边缘信息和尺度信息;利用相机运动补偿和融合相似矩阵构建二级关联跟踪机制,建立检测框和轨迹更强大的关联性,提高目标跟踪的鲁棒性。在公开的MOT16数据集上进行实验测试,并与当前主流算法相比,该算法跟踪精度表现较优,具有良好的鲁棒性,FPS稳定在24帧。 展开更多
关键词 计算机视觉 多目标跟踪 tracktor 孪生网络
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BEVTrack:基于难例挖掘训练的端到端三维多目标跟踪方法 被引量:1
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作者 张弘 万家旭 +2 位作者 陈海波 张健 李旭亮 《信号处理》 CSCD 北大核心 2024年第1期152-165,共14页
多目标跟踪已经成为自动驾驶系统中的一个关键组成部分,其目的是在连续的视频流与点云流中识别、定位并标识所有感兴趣的目标。目前三维多目标跟踪方法多依赖人工多阶段调参以保证整体跟踪性能,难以对复杂遮挡或运动进行有效建模。而现... 多目标跟踪已经成为自动驾驶系统中的一个关键组成部分,其目的是在连续的视频流与点云流中识别、定位并标识所有感兴趣的目标。目前三维多目标跟踪方法多依赖人工多阶段调参以保证整体跟踪性能,难以对复杂遮挡或运动进行有效建模。而现有的三维端到端多目标跟踪方法,如MUTR等,精度普遍较低。其核心原因为三维空间中的特征聚合和感知相对于二维图像更具挑战性,简单的网络难以实现复杂的三维特征聚合,并大量的噪声信息与难例信息干扰严重,影响模型的特征提取能力。针对以上问题,本文提出了一种基于难例挖掘训练的端到端多目标跟踪框架BEVTrack。针对三维特征关联问题,本文设计了基于鸟瞰图(BEV)位置编码的三维跟踪查询。通过基于BEV特征的三维跟踪查询,本文方法能够更好地将跟踪查询与实际三维特征进行有效关联,从而大幅度提升了跟踪精度。同时,模型依靠BEV数据进行特征关联,仅需轻量化的网络便可以实现快速有效的跟踪。针对数据噪声问题,本文提出了面向多目标跟踪的难例挖掘训练,通过针对检测难例与跟踪难例分别处理,训练模型去除检测错误噪声与跟踪匹配的能力,从而提升在真实场景下模型处理噪声信息与难例干扰的能力。在实验结果方面,基于Nuscenes数据集,我们进行了大量的对比实验与模型消融实验,实验结果证明本文的方法在该数据集上取得了领先的性能。 展开更多
关键词 多目标跟踪 端到端 难例挖掘 TRANSFORMER
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基于Bytetrack的多目标跟踪算法在斑马鱼毒性行为识别中的应用 被引量:8
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作者 赵海翔 崔鸿武 +4 位作者 黄桢铭 王磊 李皓 崔正国 曲克明 《渔业科学进展》 CSCD 北大核心 2024年第2期136-149,共14页
利用计算机视觉技术识别斑马鱼(Danio rerio)在不同污染物暴露下的行为变化是水质毒性评价的常用方法之一,但传统方法存在效率低、面对遮挡和复杂环境时性能差等缺陷。针对这些问题,本研究使用基于Bytetrack的多目标跟踪算法追踪斑马鱼... 利用计算机视觉技术识别斑马鱼(Danio rerio)在不同污染物暴露下的行为变化是水质毒性评价的常用方法之一,但传统方法存在效率低、面对遮挡和复杂环境时性能差等缺陷。针对这些问题,本研究使用基于Bytetrack的多目标跟踪算法追踪斑马鱼在4种污染物(Zn、Pb、Cr和苯酚)暴露2 h后的行为变化,对斑马鱼在4种浓度梯度中的平均速度、最大速度、最低速度、平均碰撞次数和行为轨迹等指标进行分析。结果显示,算法的追踪精度、漏检率和检测时间(每300帧)分别能达到90.26%、16.33%和0.19 min,检测时间和精度相比于传统目标检测方法有较大提升。同时,根据污染物不同,该方法能准确识别特定污染物环境中斑马鱼相应的运动状态及轨迹变化,可实现精确识别和实时响应,在鱼类毒性行为识别领域具有重要参考意义。 展开更多
关键词 计算机视觉 多目标跟踪 斑马鱼 行为分析
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