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Intelligent Parameter Decision-Making and Multi-objective Prediction for Multi-layer and Multi-pass LDED Process
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作者 Li Yaguan Nie Zhenguo +2 位作者 Li Huilin Wang Tao Huang Qingxue 《稀有金属材料与工程》 北大核心 2026年第1期47-58,共12页
The key parameters that characterize the morphological quality of multi-layer and multi-pass metal laser deposited parts are the surface roughness and the error between the actual printing height and the theoretical m... The key parameters that characterize the morphological quality of multi-layer and multi-pass metal laser deposited parts are the surface roughness and the error between the actual printing height and the theoretical model height.The Taguchi method was employed to establish the correlations between process parameter combinations and multi-objective characterization of metal deposition morphology(height error and roughness).Results show that using the signal-to-noise ratio and grey relational analysis,the optimal parameter combination for multi-layer and multi-pass deposition is determined as follows:laser power of 800 W,powder feeding rate of 0.3 r/min,step distance of 1.6 mm,and scanning speed of 20 mm/s.Subsequently,a Genetic Bayesian-back propagation(GB-BP)network is constructed to predict multi-objective responses.Compared with the traditional back propagation network,the GB-back propagation network improves the prediction accuracy of height error and surface roughness by 43.14%and 71.43%,respectively.This network can accurately predict the multi-objective characterization of morphological quality of multi-layer and multi-pass metal deposited parts. 展开更多
关键词 multi-layer and multi-pass laser cladding Taguchi method grey relational analysis GB-BP network
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Multi-layer multi-pass friction rolling additive manufacturing of Al alloy:Toward complex large-scale high-performance components 被引量:1
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作者 Haibin Liu Run Hou +2 位作者 Chenghao Wu Ruishan Xie Shujun Chen 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS 2025年第2期425-438,共14页
At present,the emerging solid-phase friction-based additive manufacturing technology,including friction rolling additive man-ufacturing(FRAM),can only manufacture simple single-pass components.In this study,multi-laye... At present,the emerging solid-phase friction-based additive manufacturing technology,including friction rolling additive man-ufacturing(FRAM),can only manufacture simple single-pass components.In this study,multi-layer multi-pass FRAM-deposited alumin-um alloy samples were successfully prepared using a non-shoulder tool head.The material flow behavior and microstructure of the over-lapped zone between adjacent layers and passes during multi-layer multi-pass FRAM deposition were studied using the hybrid 6061 and 5052 aluminum alloys.The results showed that a mechanical interlocking structure was formed between the adjacent layers and the adja-cent passes in the overlapped center area.Repeated friction and rolling of the tool head led to different degrees of lateral flow and plastic deformation of the materials in the overlapped zone,which made the recrystallization degree in the left and right edge zones of the over-lapped zone the highest,followed by the overlapped center zone and the non-overlapped zone.The tensile strength of the overlapped zone exceeded 90%of that of the single-pass deposition sample.It is proved that although there are uneven grooves on the surface of the over-lapping area during multi-layer and multi-pass deposition,they can be filled by the flow of materials during the deposition of the next lay-er,thus ensuring the dense microstructure and excellent mechanical properties of the overlapping area.The multi-layer multi-pass FRAM deposition overcomes the limitation of deposition width and lays the foundation for the future deposition of large-scale high-performance components. 展开更多
关键词 aluminum alloy additive manufacturing SOLID-STATE friction stir welding multi-layer multi-pass
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无人机载LiDAR及摄影测量技术在沙滩地形监测中的应用研究
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作者 钟小菁 陈沈良 +5 位作者 李鹏 戚洪帅 戚湛扬 徐炜 何原荣 于鹏 《海洋工程》 北大核心 2026年第1期209-222,共14页
沙滩地形是海岸带基础观测的要素之一,对海岸带开发、保护和研究具有重要意义。近年来,随着激光雷达和摄影测量等观测技术的发展,沙滩地形的大范围、高精度监测成为可能,但各测量系统对沙滩地貌监测的精度仍有待进一步研究。采用常规验... 沙滩地形是海岸带基础观测的要素之一,对海岸带开发、保护和研究具有重要意义。近年来,随着激光雷达和摄影测量等观测技术的发展,沙滩地形的大范围、高精度监测成为可能,但各测量系统对沙滩地貌监测的精度仍有待进一步研究。采用常规验证和Triple Collocation(TC)方法对地面实时动态载波相位差分(RTK)、无人机摄影测量及机载激光雷达(LiDAR)这3种观测系统开展沙滩地形的监测精度评估和误差分析,探讨了滩面覆盖类型、降雨条件等因素对沙滩地形监测的影响,获得了福建省厦门市同安区彩虹沙滩的高精度地形变化监测结果并开展了成因分析。结果表明:地面RTK的误差方差最小,达到0.0012 m^(2),而空中监测手段略微高估了沙滩高程,无人机摄影测量与机载LiDAR的误差方差分别为0.0204和0.0480 m^(2);在正常天气条件下,机载LiDAR和无人机摄影测量手段获得的结果与地面RTK较为接近,无人机摄影测量结果的均方根误差(0.082 m)要略低于机载LiDAR(0.114 m);在降雨条件下,无人机摄影测量获得的结果与地面RTK结果相近,其误差方差为0.0027 m^(2),略低于地面RTK的-0.0030 m^(2),机载LiDAR(0.1439 m^(2))则显著高估了沙滩高程;在地面覆盖类型方面,无人机摄影测量显著高估了灌木和浅水区的地面高程,而机载LiDAR在这两种地面类型的表现则优于无人机摄影测量。研究可为中小尺度上海岸动力地貌观测方法的选择提供重要参考。 展开更多
关键词 海岸带 沙滩地形 无人机摄影 机载激光雷达 地貌观测 摄影测量
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A Multi-Layer Progressive Analysis Method for Collision Energy Flow in Rail Trains
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作者 Jingke Zhang Tao Zhu +4 位作者 Xiaorui Wang Bing Yang Shoune Xiao Guangwu Yang Yuru Li 《Chinese Journal of Mechanical Engineering》 2025年第5期425-439,共15页
The huge impact kinetic energy cannot be quickly dissipated by the energy-absorbing structure and transferred to the other vehicle through the car body structure,which will cause structural damage and threaten the liv... The huge impact kinetic energy cannot be quickly dissipated by the energy-absorbing structure and transferred to the other vehicle through the car body structure,which will cause structural damage and threaten the lives of the occupants.Therefore,it is necessary to understand the laws of energy conversion,dissipation and transfer during train collisions.This study proposes a multi-layer progressive analysis method of energy flow during train collisions,considering the characteristics of the train.In this method,the train collision system is divided into conversion,dissipation,and transfer layers from the perspective of the train,collision interface,and car body structure to analyze the energy conversion,dissipation and transfer characteristics.Taking the collision process of a rail train as an example,a train collision energy transfer path analysis model was established based on power flow theory.The results show that when the maximum mean acceleration of the vehicle meets the standard requirements,the jerk may exceed the allowable limit of the human body,and there is a risk of injury to the occupants of a secondary collision.The decay rate of the collision energy along the direction of train operation reaches 79%.As the collision progresses,the collision energy gradually converges in the structure with holes,and the structure deforms when the gathered energy is greater than the maximum energy the structure can withstand.The proposed method helps to understand the train collision energy flow law and provides theoretical support for the train crashworthiness design in the future. 展开更多
关键词 Train Cllision multi-layer Progression Energy Flow Energy Conversion Energy Dissipation Energy Transfer
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Intrusion Detection Model on Network Data with Deep Adaptive Multi-Layer Attention Network(DAMLAN)
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作者 Fatma S.Alrayes Syed Umar Amin +2 位作者 Nada Ali Hakami Mohammed K.Alzaylaee Tariq Kashmeery 《Computer Modeling in Engineering & Sciences》 2025年第7期581-614,共34页
The growing incidence of cyberattacks necessitates a robust and effective Intrusion Detection Systems(IDS)for enhanced network security.While conventional IDSs can be unsuitable for detecting different and emerging at... The growing incidence of cyberattacks necessitates a robust and effective Intrusion Detection Systems(IDS)for enhanced network security.While conventional IDSs can be unsuitable for detecting different and emerging attacks,there is a demand for better techniques to improve detection reliability.This study introduces a new method,the Deep Adaptive Multi-Layer Attention Network(DAMLAN),to boost the result of intrusion detection on network data.Due to its multi-scale attention mechanisms and graph features,DAMLAN aims to address both known and unknown intrusions.The real-world NSL-KDD dataset,a popular choice among IDS researchers,is used to assess the proposed model.There are 67,343 normal samples and 58,630 intrusion attacks in the training set,12,833 normal samples,and 9711 intrusion attacks in the test set.Thus,the proposed DAMLAN method is more effective than the standard models due to the consideration of patterns by the attention layers.The experimental performance of the proposed model demonstrates that it achieves 99.26%training accuracy and 90.68%testing accuracy,with precision reaching 98.54%on the training set and 96.64%on the testing set.The recall and F1 scores again support the model with training set values of 99.90%and 99.21%and testing set values of 86.65%and 91.37%.These results provide a strong basis for the claims made regarding the model’s potential to identify intrusion attacks and affirm its relatively strong overall performance,irrespective of type.Future work would employ more attempts to extend the scalability and applicability of DAMLAN for real-time use in intrusion detection systems. 展开更多
关键词 Intrusion detection deep adaptive networks multi-layer attention DAMLAN network security anomaly detection
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General analytical solutions for one-dimensional diffusion of degradable organic contaminant in the multi-layered media containing geomembranes
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作者 JIANG Wen-hao GE Shang-qi LI Jiang-shan 《Journal of Central South University》 2025年第10期3895-3910,共16页
In practical engineering construction,multi-layered barriers containing geomembranes are extensively applied to retard the migration of pollutants.However,the associated analytical theory on pollutants diffusion still... In practical engineering construction,multi-layered barriers containing geomembranes are extensively applied to retard the migration of pollutants.However,the associated analytical theory on pollutants diffusion still needs to be further improved.In this work,general analytical solutions are derived for one-dimensional diffusion of degradable organic contaminant(DOC)in the multi-layered media containing geomembranes under a time-varying concentration boundary condition,where the variable substitution and separated variable approaches are employed.These analytical solutions with clear expressions can be used not only to study the diffusion behaviors of DOC in bottom and vertical composite barrier systems,but also to verify other complex numerical models.The proposed general analytical solutions are then fully validated via three comparative analyses,including comparisons with the experimental measurements,an existing analytical solution,and a finite-difference solution.Ultimately,the influences of different factors on the composite cutoff wall’s(CCW,which consists of two soil-bentonite layers and a geomembrane)service performance are investigated through a composite vertical barrier system as the application example.The findings obtained from this investigation can provide scientific guidance for the barrier performance evaluation and the engineering design of CCWs.This application example also exhibits the necessity and effectiveness of the developed analytical solutions. 展开更多
关键词 general analytical solutions degradable organic contaminant diffusion behavior multi-layered media containing geomembranes composite barrier system
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An improved model for predicting thermal contact resistance at multi-layered rock interface
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作者 WEN Min-jie XIE Jia-hao +4 位作者 LI Li-chen TIAN Yi EL NAGGAR M.Hesham MEI Guo-xiong WU Wen-bing 《Journal of Central South University》 2025年第1期229-243,共15页
This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi... This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi analytical solutions of temperature increment and displacement of multi-layered composite structures are obtained by using the Laplace transform method,upon which the effects of thermal resistance coefficient,partition coefficient,thermal conductivity ratio and heat capacity ratio on the responses are studied.The results show that the generalized imperfect thermal contact model can realistically describe the imperfect thermal contact problem.Accordingly,it may degenerate into other thermal contact models by adjusting the thermal resistance coefficient and partition coefficient. 展开更多
关键词 multi-layered structures general thermal contact model thermal contact resistance GL thermoelastic theory Laplace transform
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Numerical Exploration on Load Transfer Characteristics and Optimization of Multi-Layer Composite Pavement Structures Based on Improved Transfer Matrix Method
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作者 Guo-Zhi Li Hua-Ping Wang +2 位作者 Si-Kai Wang Jing-Cheng Zhou Ping Xiang 《Computer Modeling in Engineering & Sciences》 2025年第12期3165-3195,共31页
Transportation structures such as composite pavements and railway foundations typically consist of multi-layered media designed to withstand high bearing capacity.A theoretical understanding of load transfer mechanism... Transportation structures such as composite pavements and railway foundations typically consist of multi-layered media designed to withstand high bearing capacity.A theoretical understanding of load transfer mechanisms in these multi-layer composites is essential,as it offers intuitive insights into parametric influences and facilitates enhanced structural performance.This paper employs an improved transfer matrix method to address the limitations of existing theoretical approaches for analyzing multi-layer composite structures.By establishing a twodimensional composite pavement model,it investigates load transfer characteristics and validates the accuracy through finite element simulation.The proposed method offers a straightforward analytical approach for examining internal interactions between structural layers.Case studies indicate that the concrete surface layer is the main load-bearing layer for most vertical normal and shear stresses.The soil base layer reduces the overall mechanical response of the substructure,while horizontal actions increase the risk of interfacial slip and cracking.Structural optimization analysis demonstrates that increasing the thickness of the concrete surface layer,enhancing the thickness and stiffness of the soil base layer,or incorporating gradient layers can significantly mitigate these risks of interfacial slip and cracking.The findings of this study can guide the optimization design,parameter analysis,and damage prevention of multi-layer composite structures. 展开更多
关键词 multi-layer composite pavement improved theoretical analysis transfer matrix method structural optimization damage prevention
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Routing cost-integrated intelligent handover strategy for multi-layer LEO mega-constellation networks
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作者 Zhenglong YIN Quan CHEN +2 位作者 Lei YANG Yong ZHAO Xiaoqian CHEN 《Chinese Journal of Aeronautics》 2025年第6期487-500,共14页
Low Earth Orbit(LEO)mega-constellation networks,exemplified by Starlink,are poised to play a pivotal role in future mobile communication networks,due to their low latency and high capacity.With the massively deployed ... Low Earth Orbit(LEO)mega-constellation networks,exemplified by Starlink,are poised to play a pivotal role in future mobile communication networks,due to their low latency and high capacity.With the massively deployed satellites,ground users now can be covered by multiple visible satellites,but also face complex handover issues with such massive high-mobility satellites in multi-layer.The end-to-end routing is also affected by the handover behavior.In this paper,we propose an intelligent handover strategy dedicated to multi-layer LEO mega-constellation networks.Firstly,an analytic model is utilized to rapidly estimate the end-to-end propagation latency as a key handover factor to construct a multi-objective optimization model.Subsequently,an intelligent handover strategy is proposed by employing the Dueling Double Deep Q Network(D3QN)-based deep reinforcement learning algorithm for single-layer constellations.Moreover,an optimal crosslayer handover scheme is proposed by predicting the latency-jitter and minimizing the cross-layer overhead.Simulation results demonstrate the superior performance of the proposed method in the multi-layer LEO mega-constellation,showcasing reductions of up to 8.2%and 59.5%in end-to-end latency and jitter respectively,when compared to the existing handover strategies. 展开更多
关键词 multi-layer LEO mega-constellation networks HANDOVER Routing cost Dueling Double Deep Q Network(D3QN)
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Experimental investigation on dynamic stab resistance of highperformance multi-layer textile materials
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作者 Mulat Alubel Abtew François Boussu +1 位作者 Irina Cristian Bekinew Kitaw Dejene 《Defence Technology(防务技术)》 2025年第5期1-14,共14页
Stab-resistant textiles play a critical role in personal protection,necessitating a deeper understanding of how structural and layering factors influence their performance.The current study experimentally examines the... Stab-resistant textiles play a critical role in personal protection,necessitating a deeper understanding of how structural and layering factors influence their performance.The current study experimentally examines the effects of textile structure,layering,and ply orientation on the stab resistance of multi-layer textiles.Three 3D warp interlock(3DWI)structures({f1},{f2},{f3})and a 2D woven fabric({f4}),all made of high-performance p-aramid yarns,were engineered and manufactured.Multi-layer specimens were prepared and subjected to drop-weight stabbing tests following HOSBD standards.Stabbing performance metrics,including Depth of Trauma(DoT),Depth of Penetration(DoP),and trauma deformation(Ymax,Xmax),were investigated and analyzed.Statistical analyses(Two-and One-Way ANOVA)indicated that fabric type and layer number significantly impacted DoP(P<0.05),while ply orientation significantly affected DoP(P<0.05)but not DoT(P>0.05).Further detailed analysis revealed that 2D woven fabrics exhibited greater trauma deformation than 3D WIF structures.Increasing the number of layers reduced both DoP and DoT across all fabric structures,with f3 demonstrating the best performance in multi-layer configurations.Aligned ply orientations also enhanced stab resistance,underscoring the importance of alignment in dissipating impact energy. 展开更多
关键词 2D/3D woven fabrics High-performance fibers Protective textiles multi-layer panels Impact ply orientation Dynamic stab resistance
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Spatiotemporal characteristics of atmospheric CO_(2) under the influence of different industrial emission sources using lidar remote sensing in Nanping,China
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作者 Saifen Yu DaiHao Yu +3 位作者 Qiuwei xia Yixiang Chen Zhen Zhang Haiyun Xia 《Journal of Environmental Sciences》 2026年第1期490-501,共12页
Atmospheric CO_(2) concentrations are predominantly regulated by multiple emission sources,with industrial emis-sions representing a critical anthropogenic driver that significantly influences temporal and spatial het... Atmospheric CO_(2) concentrations are predominantly regulated by multiple emission sources,with industrial emis-sions representing a critical anthropogenic driver that significantly influences temporal and spatial heterogeneity in regional CO_(2) patterns.This study investigated the spatiotemporal distribution of atmospheric CO_(2) in Pucheng and Nanping industrial parks,Nanping City,by conducting field experiments using two coherent differential absorption lidars from 1 August to 31 October 2024.Results showed that the spatial distributions of CO_(2) emis-sions within a 3 km radius were mapped,and the local diffusion processes were clarified.CO_(2) patterns varied differently in two industrial parks over the three-month period:Average CO_(2) concentrations in non-emission areas were 422.4 ppm in Pucheng and 408.7 ppm in Nanping,with the former experiencing higher and more variable carbon emissions;Correlation analysis indicated that synthetic leather factories in Pucheng contributed more to SO_(2) and NO_(x) levels compared to the chemical plant in Nanping;In Pucheng,CO_(2) concentrations were transported from the north at ground-level wind speeds exceeding 4 m/s,while in Nanping,the concentrations dispersed gradually with increasing wind speeds;Forward trajectory simulations revealed that the peak-emission from Pucheng primarily affected southern Fujian,northeastern Jiangxi,and southern Anhui,while the peak-emission from Nanping influenced central and western Fujian and northeastern Jiangxi.Besides,emissions in both industrial parks were higher on weekdays and lower on weekends,reflecting changes in industrial activi-ties.The study underscores the potential of lidar technology for providing detailed insights into CO_(2) distribution and the interactions between emissions,wind patterns,and carbon transport. 展开更多
关键词 lidar CO_(2) Wind field Spatiotemporal variations Carbon emission
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背包式LiDAR数据在校园实景建筑物提取中的应用研究
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作者 谢延友 李建全 郭恒 《低碳世界》 2026年第1期73-75,共3页
基于背包式激光雷达(light detection and ranging, Li DAR)点云数据,探究其在校园实景建筑物提取中的应用,旨在提升校园场景建筑物提取效率。在明确数据处理的基础上,通过点云滤波、分割等处理实现建筑物提取,并通过实验对比不同方法... 基于背包式激光雷达(light detection and ranging, Li DAR)点云数据,探究其在校园实景建筑物提取中的应用,旨在提升校园场景建筑物提取效率。在明确数据处理的基础上,通过点云滤波、分割等处理实现建筑物提取,并通过实验对比不同方法的提取效果,证实基于背包式Li DAR点云+成分分析法所提取的建筑物点云精准度较高,可为校园规划、教学运行、校园安防等提供可靠的数据支持。 展开更多
关键词 背包式lidar 点云数据 校园建筑物
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Simultaneous lidar observations of the sporadic Ni layer and sporadic Na layer in the MLT
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作者 ZhiJun Zhao XuYang Jiang +3 位作者 FuJu Wu YuHang Qi Jing Jiao GuoTao Yang 《Earth and Planetary Physics》 2026年第1期156-166,共11页
Here we report on simultaneous lidar observations of sporadic Ni(Nis)layers and sporadic Na(Nas)layers in the atmosphere over Yanqing,Beijing(40.42°N,116.02°E)from April 2019 to October 2022.During 343 night... Here we report on simultaneous lidar observations of sporadic Ni(Nis)layers and sporadic Na(Nas)layers in the atmosphere over Yanqing,Beijing(40.42°N,116.02°E)from April 2019 to October 2022.During 343 nights of observation,68 Nis and 56 Nas were observed.The seasonal variation of Nis and Nas was also obtained,with the highest occurrence of Nis being in July(43%)and that of Nas being in June(61%).We found that the seasonal variation of Nis is similar to that of Nas and that both occur more frequently in summer than in winter.In addition,we found 23 events in which Nis and Nas occur simultaneously.The average peak altitude of Nas is approximately 1 km higher than that of Nis,and the peak density ratio of Nas to Nis is approximately 5,which is half the density ratio of the two main layers.Additionally,the strength factor for Nas is smaller than that for Nis.Through data analysis of sporadic E layers(Es),we found that Nis and Nas has a significant correlation with Es.The neutralization rates of Ni^(+)/Na^(+)were calculated according to the dissociative recombination reaction of Ni^(+)/Na^(+)and the WACCM-Ni(Whole Atmosphere Community Climate Model of Ni).The production rates of Ni and Na were estimated to be approximately 1:4.4,which is consistent with the density ratio of Nis to Nas.The results showed that the neutralization reaction of Ni+,Na+,and electrons in Es is the main reason for the formation of the Nis layer and the Nas layer. 展开更多
关键词 lidar observation sporadic Ni layer sporadic Na layer sporadic E layer seasonal variation
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无人机LiDAR与倾斜摄影技术融合在复杂河道治理中的应用
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作者 张学玲 李小飞 何昭娜 《中国新技术新产品》 2026年第2期106-108,共3页
针对复杂河道治理中传统测绘技术高程精度不足和纹理细节缺失的矛盾,本文提出一种基于无人机激光雷达(LightLaser Detection and Ranging,LiDAR)和倾斜摄影的动态加权融合技术。该技术通过三级融合流程构建真彩色三维模型,采用权迭代法... 针对复杂河道治理中传统测绘技术高程精度不足和纹理细节缺失的矛盾,本文提出一种基于无人机激光雷达(LightLaser Detection and Ranging,LiDAR)和倾斜摄影的动态加权融合技术。该技术通过三级融合流程构建真彩色三维模型,采用权迭代法优化特征匹配,并基于先验试验开发动态权重系数模型,以自适应调整LiDAR和影像权重。试验表明,融合数据在高植被区、工程密集区冲淤量计算误差小于5%,比传统方法效率高60%。工程应用表明,该技术在山东省某河道治理项目中实现成本降低60%、工期缩短20%的目标,有效解决了单一技术在复杂河道场景下的应用局限,具有重要的工程应用价值。 展开更多
关键词 无人机lidar 倾斜摄影 动态加权融合 河道治理 数字孪生
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无人机LiDAR技术在热带雨林地区地形图测绘中的应用
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作者 官先才 熊建华 +1 位作者 朱有建 李鹏飞 《测绘与空间地理信息》 2026年第1期218-221,共4页
无人机LiDAR在各种特殊环境中的可靠性一直备受关注,同时也缺少大量的检测统计数据支撑,本文主要通过传统全野外作业方法(全站仪测量)实地全覆盖采集整个测区数据的实验,验证了基于无人机搭载华测AlphaAir 450激光雷达在赤道附近植被茂... 无人机LiDAR在各种特殊环境中的可靠性一直备受关注,同时也缺少大量的检测统计数据支撑,本文主要通过传统全野外作业方法(全站仪测量)实地全覆盖采集整个测区数据的实验,验证了基于无人机搭载华测AlphaAir 450激光雷达在赤道附近植被茂密的热带雨林地区获取的高精度点云数据和高分辨影像数据能够实现1∶2000地形图生产作业的可行性,并统计分析了基于无人机LiDAR技术在热带雨林地区植被茂密区域地形图测绘的人员成本、作业效率等优势和能够达到的测图精度。经统计分析,该方法能够实现类似热带雨林地区1∶2000地形图测绘。 展开更多
关键词 机载激光雷达 热带雨林 地形图 高程精度
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CNN结合Transformer的高光谱图像和LiDAR数据协同地物分类方法 被引量:1
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作者 吴海滨 左云逸 +2 位作者 王爱丽 吕浩然 王敏慧 《仪器仪表学报》 北大核心 2025年第8期286-301,共16页
在高光谱图像与LiDAR数据协同分类的研究领域中,尽管CNN和Transformer在图像处理和数据分析中分别展现出对局部特征和全局依赖关系的敏锐洞察力,但二者的协同机制尚未充分挖掘,跨模态特征互补潜力未被有效释放。故提出了一种CNN结合Tran... 在高光谱图像与LiDAR数据协同分类的研究领域中,尽管CNN和Transformer在图像处理和数据分析中分别展现出对局部特征和全局依赖关系的敏锐洞察力,但二者的协同机制尚未充分挖掘,跨模态特征互补潜力未被有效释放。故提出了一种CNN结合Transformer的高光谱图像和LiDAR数据的多模态遥感数据协同地物分类方法。首先,该模型通过主成分分析对高光谱图像进行降维处理以去除光谱的冗余信息,继而利用CNN分层捕获局部纹理特征,同时借助Transformer自注意力机制构建全局光谱-空间表征。然后通过双向特征交互机制,将Transformer输出的全局上下文信息注入CNN特征通道,同时将CNN通道提取的局部细节反馈至Transformer支路,经特征耦合单元实现跨尺度特征对齐,强化模型对高光谱图像全局结构与局部细节的联合提取能力。对于LiDAR数据,采用动态卷积级联模块有效捕获高程信息和上下文关系,最终通过跨模态特征融合模块实现双源数据特征的深度交互与融合,在双模态语义互补中提升复杂地物的分类精度。在Houston2013、Trento和Augsburg这3个公开数据集上的实验表明,该方法总体分类精度分别达到99.85%、99.68%和97.34%,平均准确率分别达到99.87%、99.34%和90.60%,较GLT、HCT等主流方法的分类精度有所提高,充分证明所提方法进行多模态数据协同分类的优势和有效性。 展开更多
关键词 高光谱图像 lidar数据 TRANSFORMER 卷积神经网络 多模态数据
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联合刚性变换与非线性改正的机载LiDAR测深航带平差 被引量:1
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作者 高兴国 闫豆豆 +5 位作者 常增亮 尤超帅 来浩杰 杨安秀 宿殿鹏 阳凡林 《红外与激光工程》 北大核心 2025年第6期159-171,共13页
机载LiDAR测深(Airborne LiDAR Bathymetry,ALB)测量过程中存在控制点布设困难、校准误差残余等问题,同时由于水下测点精度不一致导致机载LiDAR测深航带间出现高程不一致现象。鉴于此,提出一种无控制条件下联合刚性变换与非线性改正的... 机载LiDAR测深(Airborne LiDAR Bathymetry,ALB)测量过程中存在控制点布设困难、校准误差残余等问题,同时由于水下测点精度不一致导致机载LiDAR测深航带间出现高程不一致现象。鉴于此,提出一种无控制条件下联合刚性变换与非线性改正的航带平差方法。首先,基于八邻域提取航带间重叠区域,限定点面匹配范围;然后,通过构建三角不规则网络(Triangulated Irregular Network,TIN)与相邻航带点匹配确定近似同名点,建立航带间的联系,采用随机抽样一致性(Random Sample Consensus,RANSAC)算法优化匹配,构建区域网航带平差模型,求解航带最佳变换矩阵;最后,利用多项式曲面表达复杂地形,并根据点面匹配距离和最小求解多项式系数,计算各点改正值予以改正。为验证所提方法的有效性,通过ALB系统Mapper 20KU采集数据开展实验,并以陆地RTK点和船载单波束测深点为基准评定平差前后的数据精度。ALB航带平差后陆地和水下测量偏差分别减小8.8 cm和7.5 cm,处理后数据测深精度为24.0 cm,满足国际海道测量标准IHO S-44(International Hydrographic Organization(IHO)Standards for Hydrographic Surveys(S-44))特级标准,为ALB技术的推广与应用提供技术支撑。 展开更多
关键词 机载lidar测深 无控制条件 区域网航带平差 非线性改正
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改进的XGBoost用于LiDAR退化环境检测 被引量:1
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作者 徐爱功 高佳鑫 +3 位作者 隋心 陈志键 王长强 史政旭 《地球信息科学学报》 北大核心 2025年第2期381-396,共16页
【目的】目前,LiDAR退化环境检测方法存在需要启发式阈值、计算间接评价指标、检测效率低的问题。【方法】本文提出一种基于改进XGBoost的LiDAR退化环境检测方法。实现了从环境的几何结构角度直接检测单帧点云的退化情况。本文基于LiDA... 【目的】目前,LiDAR退化环境检测方法存在需要启发式阈值、计算间接评价指标、检测效率低的问题。【方法】本文提出一种基于改进XGBoost的LiDAR退化环境检测方法。实现了从环境的几何结构角度直接检测单帧点云的退化情况。本文基于LiDAR点云数据构建分类特征体系,用于建立XGBoost决策树。在此基础上,采用模糊综合评价算法计算每个特征的综合重要性度量指标,用于构建有效的特征子集,从而提高检测精度。同时,通过一种基于Spearman秩相关系数的双向特征筛选策略来加速构建特征子集,从而提高模型的训练效率。针对XGBoost的初步检测结果,本文基于滑动窗口策略和多数投票策略对其进行二次修正,提高最终的LiDAR退化环境检测的精度。为验证本文方法的有效性以及对LiDAR退化环境的检测效果,通过搭建实验平台,采集真实场景数据并设计了相关实验。【结果】实验结果表明,本文方法各组成部分的有效性均能够被合理地验证;LiDAR退化环境检测成功率为94.41%,非退化误检测率为1.24%;相较于LOAM退化检测模块,检测成功率提高了10.91%,误检测率降低了95.26%,检测效率提高了56.97%。【结论】本文方法实现了高效率、高精度的LiDAR退化环境检测。 展开更多
关键词 lidar退化环境 XGBoost 模糊综合评价 Spearman秩相关系数 双向特征筛选策略 滑动窗口策略 多数投票策略 LOAM
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基于回波重构的机载LiDAR测深海面位置确定算法
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作者 高兴国 尤超帅 +5 位作者 江峻毅 石鑫龙 张一衡 亓超 阳凡林 宿殿鹏 《山东科技大学学报(自然科学版)》 北大核心 2025年第6期75-85,共11页
针对近水面渗透(NWSP)误差影响海面位置精确确定的问题,本研究提出一种基于回波重构的机载LiDAR测深海面位置确定算法对回波的海面位置进行改正,并对改进前后的海面、海底点测量误差进行理论分析。实验测试证明,本算法平均海面偏差降低2... 针对近水面渗透(NWSP)误差影响海面位置精确确定的问题,本研究提出一种基于回波重构的机载LiDAR测深海面位置确定算法对回波的海面位置进行改正,并对改进前后的海面、海底点测量误差进行理论分析。实验测试证明,本算法平均海面偏差降低20 cm,NWSP减少40%~50%,海底点坐标与单波束数据的均方根误差(RMSE)下降7.5%。本算法能够有效减少NWSP,有效提升国产机载LiDAR测深数据精细化处理水平。 展开更多
关键词 机载lidar测深 海面位置确定 近水面渗透 水体模型 回波重构
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基于机载LiDAR的2·8宜宾筠连山体滑坡几何特征分析 被引量:1
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作者 许强 董秀军 +3 位作者 赵建军 许英杰 赖琪毅 邓博 《武汉大学学报(信息科学版)》 北大核心 2025年第11期2145-2153,共9页
2025-02-08,中国四川省宜宾市筠连县金坪村发生高位山体滑坡灾害。滑坡体在运动过程中转化为碎屑流,最终形成大面积碎屑堆积体,造成人员伤亡和道路损毁,引起国内社会广泛关注。针对灾后应急响应需求,采用无人机搭载机载激光雷达及倾斜... 2025-02-08,中国四川省宜宾市筠连县金坪村发生高位山体滑坡灾害。滑坡体在运动过程中转化为碎屑流,最终形成大面积碎屑堆积体,造成人员伤亡和道路损毁,引起国内社会广泛关注。针对灾后应急响应需求,采用无人机搭载机载激光雷达及倾斜光学相机,获取滑坡后高质量点云和光学影像数据,构建数字高程模型、数字正射影像及三维实景模型,并结合滑前卫星和航空遥感数据,快速准确地提取滑坡体面积、周长和方量等几何形态及分布特征。结果显示,滑坡体面积约为1.8×10^(5)m^(2),周长达2562.8 m,物源体积为3.51×10^(5)m^(3),堆积体积为5.75×10^(5)m^(3)。分析结果为灾害链生效应评估、抢险路径优化及风险防控区划提供了高精度数据支撑。 展开更多
关键词 高位滑坡 机载激光雷达 几何特征 DEM差分 滑坡体积估算
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