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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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Meso-progressive failure and damage constitutive model of fractured sandstone under uniaxial loading-unloading in freeze-thaw environments
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作者 Hao Tan Yongjun Song +1 位作者 Huimin Yang Yongxin Che 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第12期7950-7965,共16页
High-altitude cold regions exhibit complex geological and environmental conditions,fostering steep rock slopes with macroscopic joints and mesoscopic freeze-thaw(F-T)damage.Cyclic loading further exacerbates rock inst... High-altitude cold regions exhibit complex geological and environmental conditions,fostering steep rock slopes with macroscopic joints and mesoscopic freeze-thaw(F-T)damage.Cyclic loading further exacerbates rock instability,yet the fracture mechanisms and load response relationships remain poorly understood.This study prepared intact and fractured sandstone specimens,subjected them to F-T cycles and graded loading-unloading,and monitored their structural evolution via X-ray computed tomography.First,the progressive failure process was investigated from both qualitative morphologic features and quantitative void parameters.The results showed that intact and fractured sandstone instability behaviors are determined by F-T damage and joint arrangement,respectively.However,both indicate that precursory localization of failure can only be detected when heterogeneous damage exists in advance.Furthermore,the void parameters of undamaged intact sandstone exhibit power-law acceleration,while damaged sandstones are characterized by a trend of initial decrease followed by an increase.Subsequently,a damage constitutive model for freeze-thawed fractured sandstone under graded loading-unloading was established.This model is based on the Lemaitre strain equivalence hypothesis and defines the coupled damage variable through multivariable indicators.In this framework,the material damage induced by fractures and F-T is unified and characterized by void parameters;while the load-induced damage is integrated with the energy linear allocation law and defined by damage energy.Thus,the stress-strain theoretical relationship is depicted,and the model is validated as reliable.Finally,a conceptual model of rock damage due to F-T and loading-unloading was proposed by combining the microscopic testing results from X-ray diffraction and scanning electron microscopy. 展开更多
关键词 Fractured sandstone FREEZE-THAW loading-unloading Progressive failure Damage constitutive model
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Effects of pore pressure on mechanical behavior of Xiyu conglomerate subjected to loading-unloading cycles with varied amplitude
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作者 Xuelei Duan Wei Wang +4 位作者 Yajun Cao Qiang Zhang Wenxin Li Qizhi Zhu Rubin Wang 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第12期7753-7775,共23页
The deteriorated bearing capacity and nonlinear expansion deformation of weakly cemented Xiyu conglomerate under complex water environments and stress disturbances pose significant risks to the safety of stratum engin... The deteriorated bearing capacity and nonlinear expansion deformation of weakly cemented Xiyu conglomerate under complex water environments and stress disturbances pose significant risks to the safety of stratum engineering construction.In this study,to precisely comprehend the influences of pore pressure(P_(w))and stress path on the deformation characteristics,dilation behavior,and damage evolution of Xiyu conglomerate,a series of triaxial monotonic loading and cyclic loading-unloading tests were conducted on saturated Xiyu conglomerate with varied confining pressures(σ_(3))and pore pressures.The results indicate that as P_(w)increases,the secant modulus,unloading modulus,and loading modulus decrease,but increase with risingσ_(3).Additionally,P_(w)accelerates the onset of dilatancy,whereasσ_(3)delays it.Asσ_(3)increases,the peak stress,crack damage stress,and residual strength increase,while these parameters decrease with increasing P_(w).A positive correlation exists between the effective confining pressure and the effective axial stress.Furthermore,an increase in P_(w)results in a greater maximum dilation angle,which decreases with increasingσ_(3).The failure mode is mainly a tensile-shear mixed failure mode.The high pore pressure and cyclic loading stress path aggravate the deterioration of strength and failure mode of the weakly cemented Xiyu conglomerate.Finally,a new damage variable and conceptual model are proposed and discussed.The findings provide insight into the damage and failure mechanism of the Xiyu conglomerate under pore pressure and cyclic disturbance,offering a crucial experimental foundation for the design and construction of hydropower projects in the Xiyu conglomerate layer. 展开更多
关键词 Weakly cemented Xiyu conglomerate High pore pressure loading-unloading cycles Mechanical behavior Damage evolution
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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Tracker软件的扭摆运动动态分析
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作者 罗剑 欧阳建明 +3 位作者 郑浩斌 彭刚 何焰兰 罗威 《物理通报》 2026年第3期95-99,共5页
扭摆法测量转动惯量,是实际工程测量大尺寸复杂形状物体转动惯量的常用方法之一,也是大学物理实验中重要的一个实验项目.借助Tracker软件对圆柱体的扭摆运动进行动态分析,能够探究扭摆运动的动力学特性,尤其是初始摆角对扭转常数的影响... 扭摆法测量转动惯量,是实际工程测量大尺寸复杂形状物体转动惯量的常用方法之一,也是大学物理实验中重要的一个实验项目.借助Tracker软件对圆柱体的扭摆运动进行动态分析,能够探究扭摆运动的动力学特性,尤其是初始摆角对扭转常数的影响规律.实验结果表明,当初始摆角小于60°时,扭转常数变化较为显著;当初始摆角大于60°时,扭转常数与初始摆角之间满足简单的二次多项式关系,表现出较强的规律性.此外,对比了Tracker软件与光电门测量圆柱体转动惯量的结果,Tracker软件的测量值与理论值偏差更小,表明其在测量精度和可靠性方面具有明显优势. 展开更多
关键词 扭摆法 转动惯量 视频追踪 阻尼效应
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Research on characterization methods for track irregularities
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作者 Lifeng Xin Lei Xu +3 位作者 Jiaxin Zhang Menglin Pei Jianfeng Mao Dangxiong Wang 《Railway Engineering Science》 2026年第1期25-39,共15页
The characterization of track irregularities is crucial in railway dynamics,as track irregularities are the primary source of internal excitation in railway systems.In this paper,three mathematical models are proposed... The characterization of track irregularities is crucial in railway dynamics,as track irregularities are the primary source of internal excitation in railway systems.In this paper,three mathematical models are proposed to characterize the track irregularities under different circumstances.The first model is a novel explicit track spectrum function,which performs better in reflecting the inherent periodic components of track irregularities than the existing track spectra.On this foundation,the second model,a parameterized track spectrum random model,is proposed to represent the vast measured track irregularities from the probabilistic perspective.Finally,the third model,an imprecise track spectrum interval model based on a neighborhood uniform sampling Bootstrap method,is presented to identify the confidential interval of the track spectra when the track irregularity data are limited.Three examples are illustrated to demonstrate the feasibility of the three track irregularity models in characterizing the track irregularities in different conditions.This research can help capture the railway deformation status and optimize track maintenance strategies. 展开更多
关键词 RAILWAY track irregularity Power spectral density CHARACTERIZATION Random model Imprecise track spectrum
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Forecast errors of tropical cyclone track and intensity by the China Meteorological Administration from 2013 to 2022
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作者 Huanmujin Yuan Hong Wang +2 位作者 Yubin Li Kevin K.W.Cheung Zhiqiu Gao 《Atmospheric and Oceanic Science Letters》 2026年第1期72-77,共6页
This study presents a comprehensive evaluation of tropical cyclone(TC)forecast performance in the western North Pacific from 2013 to 2022,based on operational forecasts issued by the China Meteorological Administratio... This study presents a comprehensive evaluation of tropical cyclone(TC)forecast performance in the western North Pacific from 2013 to 2022,based on operational forecasts issued by the China Meteorological Administration.The analysis reveals systematic improvements in both track and intensity forecasts over the decade,with distinct error characteristics observed across various forecast parameters.Track forecast errors have steadily decreased,particularly for longer lead times,while error magnitudes have increased with longer forecast lead times.Intensity forecasts show similar progressive enhancements,with maximum sustained wind speed errors decreasing by 0.26 m/s per year for 120 h forecasts.The study also identifies several key patterns in forecast performance:typhoon-grade or stronger TCs exhibit smaller track errors than week or weaker systems;intensity forecasts systematically overestimate weaker TCs while underestimating stronger systems;and spatial error distributions show greater track inaccuracies near landmasses and regional intensity biases.These findings highlight both the significant advances in TC forecasting capability achieved through improved modeling and observational systems,and the remaining challenges in predicting TC changes and landfall behavior,providing valuable benchmarks for future forecast system development. 展开更多
关键词 Forecast error Tropical cyclone track INTENSITY
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Unraveling the exhumation history of the source terrains of the western Jianghan Basin(Central China)through detrital zircon fission track dating
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作者 HAN Siyu LIN Xu +1 位作者 LIU Weiming LIU Haijin 《Journal of Mountain Science》 2026年第1期49-66,共18页
The Jianghan Basin,at the junction of the Jiangnan and Qinling-Dabie orogenic belts,has a complete Cretaceous to Paleogene stratigraphic record.However,the exhumation history of its source terrains is not well underst... The Jianghan Basin,at the junction of the Jiangnan and Qinling-Dabie orogenic belts,has a complete Cretaceous to Paleogene stratigraphic record.However,the exhumation history of its source terrains is not well understood.We conducted fission track age analysis on zircon grains(n=441)from the Cretaceous and Paleogene strata in the western Jianghan Basin.The Radial Plotter software is utilized to identify peak ages that indicate thermal events and the history of exhumation.The oldest peak at 810 Ma records the Neoproterozoic collisional orogeny between the Yangtze Craton and Cathaysian Block.Ages of 645-558 Ma reflect the convergence between the South China Block and Gondwana.Early Paleozoic ages document the collision leading to the exhumation of the western Jiangnan Orogenic Belt.Late Paleozoic to early Mesozoic peak ages correspond to the Indosinian orogeny.During the Mesozoic,the subduction of the Paleo-Pacific Plate resulted in further exhumation.The absence of Paleogene zircon fission track peak ages in the basin strata suggests limited exhumation during this period,likely due to tectonic quiescence and arid climatic conditions. 展开更多
关键词 Jianghan Basin Detrital zircon Fission track PALEOGEOGRAPHY South China Block
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Fatigue behavior of ballastless track concrete in high-speed railways under different operating speeds
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作者 Jiaxin Wen Huajian Li +2 位作者 Henan Shi Fali Huang Zhen Wang 《Railway Engineering Science》 2026年第1期149-158,共10页
This study investigates the influence of loading frequency on the fatigue behavior of ballastless track concrete for high-speed railways,aiming to support the development of concrete capable of withstanding higher ope... This study investigates the influence of loading frequency on the fatigue behavior of ballastless track concrete for high-speed railways,aiming to support the development of concrete capable of withstanding higher operational speeds.Fatigue tests were conducted at loading frequencies ranging from 5 to 40 Hz,with a focus on fatigue life,damage evolution,energy dissipation,and residual fatigue strain in the concrete.The results indicate that between 5 and 15 Hz,the fatigue life and energy dissipation remain relatively stable,with minimal damage evolution and small residual strains.As the frequency increases to 15-20 Hz,the fatigue life and energy dissipation gradually decrease,while damage accumulation and residual strain increase.Beyond 20 Hz,both fatigue life and energy dissipation decrease rapidly,damage accumulation becomes more pronounced,and residual strain continues to rise.These phenomena are primarily attributed to the increased strain rate and load change rate at higher frequencies,which affect the microstructure evolution and lead to reduced fatigue performance. 展开更多
关键词 Ballastless tracks concrete Flexural fatigue Loading frequency Damage evolution Residual strain
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Cenozoic Tectonothermal History of the Pearl River Mouth Basin,Northern South China Sea:Insights from Fission Track and Seismic Data
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作者 CHENG Haohao SUO Yanhui +5 位作者 ZHU Dingwei LI Sanzhong ZHOU Jie WANG Pengcheng DU Xiaodong WANG Guangzeng 《Journal of Ocean University of China》 2026年第1期171-183,共13页
Quantifying the timing and amplitude of multiple subsidence or uplift stages in sedimentary basins is crucial for understanding their tectonic evolution.In this study,18 samples from 10 drilling wells in the Pearl Riv... Quantifying the timing and amplitude of multiple subsidence or uplift stages in sedimentary basins is crucial for understanding their tectonic evolution.In this study,18 samples from 10 drilling wells in the Pearl River Mouth Basin(PRMB)were subjected to apatite and zircon fission track analyses,and suitable samples were selected for thermal history simulation using Hefty.The thermal history simulation results,combined with balanced cross-section analysis,constrain the Cenozoic tectonothermal history of the PRMB.The results indicate that the PRMB underwent differential uplift in the early Paleogene,followed by regional thermal subsidence in the late Paleogene.Subsequently,the PRMB began tectonic activation in the late Miocene due to the Dongsha movement,marked by two rapid cooling events of ca.11–6.5 and 6.5 Myr to the present.These cooling events are characterized by a gradual migration from east to west.The first rapid cooling event can be attributed to the NW-SE compressive stress field in the northeastern South China Sea,driven by the clockwise rotation of the Philippine Sea Plate during the late Miocene.The second rapid cooling event is linked to intensive arc-continental collision and the Taiwan Orogeny triggered by the rapid WNW-ward migration of the Philippine Sea Plate. 展开更多
关键词 Pearl River Mouth Basin fission track tectonothermal history Dongsha movement Taiwan Orogeny
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Face-Pedestrian Joint Feature Modeling with Cross-Category Dynamic Matching for Occlusion-Robust Multi-Object Tracking
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作者 Qin Hu Hongshan Kong 《Computers, Materials & Continua》 2026年第1期870-900,共31页
To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework ba... To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework based on face-pedestrian joint feature modeling.By constructing a joint tracking model centered on“intra-class independent tracking+cross-category dynamic binding”,designing a multi-modal matching metric with spatio-temporal and appearance constraints,and innovatively introducing a cross-category feature mutual verification mechanism and a dual matching strategy,this work effectively resolves performance degradation in traditional single-category tracking methods caused by short-term occlusion,cross-camera tracking,and crowded environments.Experiments on the Chokepoint_Face_Pedestrian_Track test set demonstrate that in complex scenes,the proposed method improves Face-Pedestrian Matching F1 area under the curve(F1 AUC)by approximately 4 to 43 percentage points compared to several traditional methods.The joint tracking model achieves overall performance metrics of IDF1:85.1825%and MOTA:86.5956%,representing improvements of 0.91 and 0.06 percentage points,respectively,over the baseline model.Ablation studies confirm the effectiveness of key modules such as the Intersection over Area(IoA)/Intersection over Union(IoU)joint metric and dynamic threshold adjustment,validating the significant role of the cross-category identity matching mechanism in enhancing tracking stability.Our_model shows a 16.7%frame per second(FPS)drop vs.fairness of detection and re-identification in multiple object tracking(FairMOT),with its cross-category binding module adding aboute 10%overhead,yet maintains near-real-time performance for essential face-pedestrian tracking at small resolutions. 展开更多
关键词 Cross-category dynamic binding joint feature modeling face-pedestrian association multi object tracking occlusion robustness
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Enhancing Underwater Monocular Depth Estimation with Lpg-Lap Unet for Target Tracking Mission
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作者 YAO Peng WANG Yalu 《Journal of Ocean University of China》 2026年第1期161-170,共10页
Accurately estimating depth from underwater monocular images is essential for the target tracking task of unmanned underwater vehicles.This work proposes a method based on the Lpg-Lap Unet architecture.First,the Unet ... Accurately estimating depth from underwater monocular images is essential for the target tracking task of unmanned underwater vehicles.This work proposes a method based on the Lpg-Lap Unet architecture.First,the Unet architecture integrates Laplacian pyramid depth residuals and Sobel operators to improve the boundary details in depth images,which may suffer from the feature loss caused by upsampling and the blurriness of underwater images.Multiscale local planar guidance layers then fully exploit the intermediate depth features,and a comprehensive loss function ensures robustness and accuracy.Experimental results on benchmarks demonstrate the effectiveness of Lpg-Lap Unet and its superior performance over state-of-the-art models.An underwater target tracking system is then designed to further validate its real-time capabilities in the AirSim simulation platform. 展开更多
关键词 underwater monocular depth estimation Laplacian pyramid multiscale local planar guidance underwater target tracking
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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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Cognitive NFIDC-FRBFNN Control Architecture for Robust Path Tracking of Mobile Service Robots in Hospital Settings
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作者 Huda Talib Najm Ahmed Sabah Al-Araji Nur Syazreen Ahmad 《Computer Modeling in Engineering & Sciences》 2026年第1期989-1022,共34页
Mobile service robots(MSRs)in hospital environments require precise and robust trajectory tracking to ensure reliable operation under dynamic conditions,including model uncertainties and external disturbances.This stu... Mobile service robots(MSRs)in hospital environments require precise and robust trajectory tracking to ensure reliable operation under dynamic conditions,including model uncertainties and external disturbances.This study presents a cognitive control strategy that integrates a Numerical Feedforward Inverse Dynamic Controller(NFIDC)with a Feedback Radial Basis Function Neural Network(FRBFNN).The robot’s mechanical structure was designed in SolidWorks 2022 SP2.0 and validated under operational loads using finite element analysis in ANSYS 2022 R1.The NFIDC-FRBFNN framework merges proactive inverse dynamic compensation with adaptive neural learning to achieve smooth torque responses and accurate motion control.A two-stage simulation evaluation was conducted.In the first stage,the controller was tested in a simulated hospital environment under both ideal and non-ideal conditions.In the second,it was benchmarked against four established controllers-Neural Network Model Reference Adaptive(NNMRA),Z-number Fuzzy Logic(Z-FL),Adaptive Dynamic Controller(ADC),and Fuzzy Logic-PID(FL-PID)—using circular and lemniscate trajectories.Across ten runs,the proposed controller achieved the lowest tracking errors under all conditions.Under ideal conditions,it achieved average improvements of 55.24%,75.75%,and 55.20%in integral absolute error(IAE),integral squared error(ISE),and mean absolute error(MAE),respectively,with coefficient of variation(CV)reductions above 55%.Under non-ideal conditions,average improvements exceeded 64%in IAE,77%in ISE,and 66%in MAE,while maintaining CV reductions above 57%.These results confirm that the NFIDC-FRBFNN controller offers superior accuracy,robustness,and consistency for real-time path tracking in healthcare robotics. 展开更多
关键词 Mobile service robot path planning radial basis function neural network trajectory tracking numerical feed forward inverse dynamic controller
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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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基于改进YOLOv8和ByteTrack的桥梁通航船舶识别与追踪 被引量:3
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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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Loading-unloading test analysis of anisotropic columnar jointed basalts 被引量:4
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作者 Zhi-gang SHAN Sheng-jie DI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2013年第8期603-614,共12页
To evaluate the columnar jointed basalts in the dam site of Baihetan hydropower station in southwest China, we developed a basic conceptual model of single jointed rock mass. Considering that the rock mass deformation... To evaluate the columnar jointed basalts in the dam site of Baihetan hydropower station in southwest China, we developed a basic conceptual model of single jointed rock mass. Considering that the rock mass deformation consists of rock block deformation and joints deformation, the linear mechanical characteristics of the cell (including the elastic joints and the nonlinear mechanical behaviors of the cell) with a combined frictional-elastic interface were analyzed. We developed formulas to calculate the rock block deformation, which can be adapted for multiple jointed rock mass and columnar jointed basalts. The formulas are effective in calculating the equivalent modulus of multiple jointed rock mass, and precisely reveal the anisotropic properties of columnar jointed basalts. Furthermore, the in situ rigid bearing plate tests were analyzed and calculated, and the types of loading-unloading curves and the equivalent modulus along different directions of columnar jointed basalts were obtained. The analytical results are in close compliance with the test results. 展开更多
关键词 Columnar jointed basalts In situ test Joint stiffness loading-unloading ANISOTROPY
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Loading-unloading judgement for advanced plastic UH model 被引量:4
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作者 X.Feng Y.P.Yao +2 位作者 R.N.Li Z.Wan X.Dai 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2020年第4期827-839,共13页
The unified hardening(UH)model proposed by Yao et al.(Geotechnique 2009)is the constitutive model which can consider the influence of the complex stress path and stress history on the deformation and strength of clays... The unified hardening(UH)model proposed by Yao et al.(Geotechnique 2009)is the constitutive model which can consider the influence of the complex stress path and stress history on the deformation and strength of clays reasonably.Firstly,the loading-unloading criterion of material model is defined as the change law of the intersection of current yield surface and the p axis,which makes the loading-unloading in the process of hardening and softening can be unified considered in UH model.Then,the Newton-Raphson method is adopted to attain the nonlinear problems solution in the finite element method of UH model,and the semi-implicit return mapping method is adopted to update stress.The application of the UH model in the finite element is realized.And then,the analyses of triaxial test are performed using the unit prediction and finite element method.The results of the unit prediction method are compared with the experimental results to illustrate the rationality of the UH model.Comparing the results with the unit prediction method and the finite element method,the correctness of the finite element program of the UH model is iUusttated.Further,Ae three-dimensional firdte element andysis of embankment on soft soil is performed by the program.The comparison between the results calculated by the UH model and the modified Cam-clay(MCC)model and the experimental data shows that the UH model is rational in analyzing the actual embankment engineering on soft soil. 展开更多
关键词 Over-consolidated clay Unified hardening model loading-unloading judgement Finite element method STRESS-STRAIN
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高速公路广告牌巡检目标跟踪的改进ByteTrack算法
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作者 李俊 李朝奎 +1 位作者 黄磊 冯媛媛 《测绘学报》 北大核心 2025年第11期2068-2080,共13页
采用ByteTrack算法对高速公路巡检车摄像头捕捉到的广告牌进行跟踪,能够提取广告牌视频画面、出现时间节点信息。然而该算法面临着遮挡问题及误跟踪非广告牌目标的挑战,为此,对ByteTrack算法作出以下改进研究。首先,在目标被标识为跟踪I... 采用ByteTrack算法对高速公路巡检车摄像头捕捉到的广告牌进行跟踪,能够提取广告牌视频画面、出现时间节点信息。然而该算法面临着遮挡问题及误跟踪非广告牌目标的挑战,为此,对ByteTrack算法作出以下改进研究。首先,在目标被标识为跟踪ID前需创建缓冲轨迹,直至此轨迹满足预激活判定条件,对处于丢失状态的目标轨迹判断遮挡状态,当预激活目标与遮挡目标符合类别、外观及方位向量等条件时,进行两目标之间的匈牙利匹配;然后,参考Botsort、ByteTrack算法中卡尔曼滤波参数设置特点,使用遗传算法分别对XYAH、XYWH编码方式下卡尔曼滤波关键参数进行调节,对比选择预测效果最佳的卡尔曼滤波。本文以长株潭城市群部分高速公路为试验对象,研究结果表明,相较于原始ByteTrack算法,本文方法的Hota、Mota、IDF指标分别提高了1.318、11.682、2.033个百分比;对比其他的多目标跟踪算法,改进的ByteTrack算法除了FP值略高于Ocsort算法,其他各个指标都优于Botsort、Deepocsort、Hybridsort等算法。改进的ByteTrack算法实现了高速公路广告牌目标的良好跟踪,为高速公路广告牌智能巡检技术提供了参考。 展开更多
关键词 高速公路 巡检车 广告牌 Bytetrack 多目标跟踪
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Deformation and damage properties of rock-like materials subjected to multi-level loading-unloading cycles 被引量:1
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作者 Zhizhen Liu Ping Cao +2 位作者 Qingxiong Zhao Rihong Cao Fei Wang 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2023年第7期1768-1776,共9页
In the process of engineering construction such as tunnels and slopes,rock mass is frequently subjected to multiple levels of loading and unloading,while previous research ignores the impact of unloading rate on the s... In the process of engineering construction such as tunnels and slopes,rock mass is frequently subjected to multiple levels of loading and unloading,while previous research ignores the impact of unloading rate on the stability of rock mass.A number of uniaxial multi-level cyclic loading-unloading experiments were conducted to better understand the effect of unloading rate on the deformation behavior,energy evolution,and damage properties of rock-like material.The experimental results demonstrated that the unloading rate and relative cyclic number clearly influence the deformation behavior and energy evo-lution of rock-like samples.In particular,as the relative cyclic number rises,the total strain and reversible strain both increase linearly,while the total energy density,elastic energy density,and dissipated energy density all rise nonlinearly.In contrast,the irreversible strain first decreases quickly,then stabilizes,and finally rises slowly.As the unloading rate increases,the total strain and reversible strain both increase,while the irreversible strain decreases.The dissipated energy damage was examined in light of the aforementioned experimental findings.The accuracy of the proposed damage model,which takes into account the impact of the unloading rate and relative cyclic number,is then confirmed by examining the consistency between the model predicted and the experimental results.The proposed damage model will make it easier to foresee how the multi-level loading-unloading cycles will affect the rock-like materials. 展开更多
关键词 Incremental cyclic loading-unloading Unloading rate Strain characteristics Energy evolution Damage model
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