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Retrieving chlorophyll content and equivalent water thickness of Moso bamboo(Phyllostachys pubescens) forests under Pantana phyllostachysae Chao-induced stress from Sentinel-2A/B images in a multiple LUTs-based PROSAIL framework 被引量:3
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作者 Zhanghua Xu Anqi He +10 位作者 Yiwei Zhang Zhenbang Hao Yifan Li Songyang Xiang Bin Li Lingyan Chen Hui Yu Wanling Shen Xuying Huang Xiaoyu Guo Zenglu Li 《Forest Ecosystems》 SCIE CSCD 2023年第2期252-267,共16页
Biochemical components of Moso bamboo(Phyllostachys pubescens)are critical to physiological and ecological processes and play an important role in the material and energy cycles of the ecosystem.The coupled PROSPECT w... Biochemical components of Moso bamboo(Phyllostachys pubescens)are critical to physiological and ecological processes and play an important role in the material and energy cycles of the ecosystem.The coupled PROSPECT with SAIL(PROSAIL)radiative transfer model is widely used for vegetation biochemical component content inversion.However,the presence of leaf-eating pests,such as Pantana phyllostachysae Chao(PPC),weakens the performance of the model for estimating biochemical components of Moso bamboo and thus must be considered.Therefore,this study considered pest-induced stress signals associated with Sentinel-2A/B images and field data and established multiple sets of biochemical canopy reflectance look-up tables(LUTs)based on the PROSAIL framework by setting different parameter ranges according to infestation levels.Quantitative inversions of leaf area index(LAI),leaf chlorophyll content(LCC),and leaf equivalent water thickness(LEWT)were derived.The scale conversions from LCC to canopy chlorophyll content(CCC)and LEWT to canopy equivalent water thickness(CEWT)were calculated.The results showed that LAI,CCC,and CEWT were inversely related with PPC-induced stress.When applying multiple LUTs,the p-values were<0.01;the R2 values for LAI,CCC,and CEWT were 0.71,0.68,and 0.65 with root mean square error(RMSE)(normalized RMSE,NRMSE)values of 0.38(0.16),17.56μg cm-2(0.20),and 0.02 cm(0.51),respectively.Compared to the values obtained for the traditional PROSAIL model,for October,R2 values increased by 0.05 and 0.10 and NRMSE decreased by 0.09 and 0.02 for CCC and CEWT,respectively and RMSE decreased by 0.35μg cm-2 for CCC.The feasibility of the inverse strategy for integrating pest-induced stress factors into the PROSAIL model,while establishing multiple LUTs under different pest-induced damage levels,was successfully demonstrated and can potentially enhance future vegetation parameter inversion and monitoring of bamboo forest health and ecosystems. 展开更多
关键词 Moso bamboo Chlorophyll content equivalent water thickness PROSAIL model Multiple LUTs Pantana phyllostachysae Chao Sentinel-2A/B images
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An equivalent target plate damage probability calculation mathematics model and damage evaluation method
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作者 Hanshan Li Xiaoqian Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第11期82-103,共22页
Aiming at the requirement of damage testing and evaluation of equivalent target plate based on the explosion of intelligent ammunition, this paper proposes a novel method for damage testing and evaluation method of ci... Aiming at the requirement of damage testing and evaluation of equivalent target plate based on the explosion of intelligent ammunition, this paper proposes a novel method for damage testing and evaluation method of circumferential equivalent target plate. Leveraging the dispersion characteristics parameters of fragment, we establish a calculation model of the fragment power situation and the damage calculation model under the condition of fragment ultimate penetration equivalent target plate. The damage model of equivalent target plate involves the fragment dispersion density, the local perforation damage criterion, the tearing damage model, and the damage probability. We use the camera to obtain the image of the equivalent target plate with fragment perforation, and research the algorithm of fragment distribution position recognition and fragment perforation area calculation method on the equivalent target plate by image processing technology. Based on the obtained parameters of the breakdown position and perforation area of fragments on equivalent target plate, we apply to damage calculation model of equivalent target plate, and calculate the damage probability of each equivalent target plate, and use the combined probabilistic damage calculation method to obtain the damage evaluation results of the circumferential equivalent target plate in an intelligent ammunition explosion experiment. Through an experimental testing, we verify the feasibility and rationality of the proposed damage evaluation method by comparison, the calculation results can reflect the actual damage effect of the equivalent target plate. 展开更多
关键词 Target damage evaluation Damage probability FRAGMENTS equivalent target plate image processing
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3D Surface Reconstruction of Coarse Aggregate Particles from Occlusion-Free Multi-View Images
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作者 GAO Rong SUN Zhaoyun +5 位作者 GUO Jianxing LI Wei YANG Ming HAO Xueli YAO Bobin WANG Huifeng 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2024年第4期301-314,共14页
Rapidly and accurately assessing the geometric characteristics of coarse aggregate particles is crucial for ensuring pavement performance in highway engineering.This article introduces an innovative system for the thr... Rapidly and accurately assessing the geometric characteristics of coarse aggregate particles is crucial for ensuring pavement performance in highway engineering.This article introduces an innovative system for the three-dimensional(3D)surface reconstruction of coarse aggregate particles using occlusion-free multi-view imaging.The system captures synchronized images of particles in free fall,employing a matte sphere and a nonlinear optimization approach to estimate the camera projection matrices.A pre-trained segmentation model is utilized to eliminate the background of the images.The Shape from Silhouettes(SfS)algorithm is then applied to generate 3D voxel data,followed by the Marching Cubes algorithm to construct the 3D surface contour.Validation against standard parts and diverse coarse aggregate particles confirms the method's high accuracy,with an average measurement precision of 0.434 mm and a significant increase in scanning and reconstruction efficiency. 展开更多
关键词 3D shape reconstruction multi-view imaging coarse aggregate particles shape from Silhouettes multi-camera calibration
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Optimization of the forearm angle for arm wrestling using multi-camera stereo digital image correlation: A preliminary study 被引量:3
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作者 Zixiang Tong Xinxing Shao +1 位作者 Zhenning Chen Xiaoyuan He 《Theoretical & Applied Mechanics Letters》 CSCD 2021年第6期336-342,共7页
This study analyzes the function of different muscles during arm wrestling and proposes a method to analyze the optimal forearm angle for professional arm wrestlers.We built a professional arm-wrestling platform to me... This study analyzes the function of different muscles during arm wrestling and proposes a method to analyze the optimal forearm angle for professional arm wrestlers.We built a professional arm-wrestling platform to measure the shape and deformation of the skin at the biceps brachii of a volunteer in vivo during arm wrestling.We observed the banding phenomenon of arm skin strain during muscle contraction and developed a model to evaluate the moment provided by the biceps brachii.According to this model,the strain field of the area of interest on the skin was measured,and the forearm angles most favorable and unfavorable to the work of the biceps brachii were analyzed.This study demonstrates the considerable potential of applying DIC and its extension method to the in vivo measurement of human skin and facilitates the use of the in vivo measurement of skin deformation in various sports in the future. 展开更多
关键词 Arm wrestling Skin deformation measurement multi-camera stereo digital image correlation Close-range photogrammetry Forearm angle
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Application of improved equivalent edge currents in synthetic aperture radar imaging
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作者 Yanwei Zhao Ping Zhou +1 位作者 Xiangyang Zhang Min Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第4期566-571,共6页
Target modeling and scattering function calculating are important prerequisites and groundwork for the synthetic aperture radar(SAR) imaging simulation.According to the difficult problems that normal methods cannot ... Target modeling and scattering function calculating are important prerequisites and groundwork for the synthetic aperture radar(SAR) imaging simulation.According to the difficult problems that normal methods cannot calculate the scattering function of electrically large object under the condition to wideband,an effective method of improved equivalent edge currents is presented and applied to SAR imaging simulation for the first time.This method improves calculating velocity and has relatively high precision.The concrete steps of applying the method are given.By way of the simulation experiment,the effectiveness of the method is verified. 展开更多
关键词 modeling and simulation improved equivalent edge currents synthetic aperture radar image scattering function.
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On Translation of Images in English Poems——in Virtue of the Dynamic Equivalence Theory
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作者 卜天怡 《海外英语》 2012年第23期152-155,173,共5页
Image is not only an essential part,but also a major means to convey the implications in English poems.It is a literal and concrete representation of a sensory experience of an object.The rendering of images in Englis... Image is not only an essential part,but also a major means to convey the implications in English poems.It is a literal and concrete representation of a sensory experience of an object.The rendering of images in English poems into Chinese can be guided by the dynamic equivalent translation theory put forward by Dr.Eugene A Nida.The theory emphasizes the roughly equivalent response of the target language receptors to the TL text to that of the source language receptors to the SL text.To achieve a Dynamic Equivalence,methods like Direct Translation,Addition,and Substitution can be employed in the translation of images in English poems. 展开更多
关键词 image DYNAMIC equivalENCE direct TRANSLATION addit
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A fast connected components labeling algorithm for binary images 被引量:1
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作者 付宜利 韩现伟 王树国 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第3期81-87,共7页
A fast label-equivalence-based connected components labeling algorithm is proposed in this paper.It is a combination of two existing efficient methods,which are pivotal operations in two-pass connected components labe... A fast label-equivalence-based connected components labeling algorithm is proposed in this paper.It is a combination of two existing efficient methods,which are pivotal operations in two-pass connected components labeling algorithms.One is a fast pixel scan method,and the other is an array-based Union-Find data structure.The scan procedure assigns each foreground pixel a provisional label according to the location of the pixel.That is to say,it labels the foreground pixels following background pixels and foreground pixels in different ways,which greatly reduces the number of neighbor pixel checks.The array-based Union-Find data structure resolves the label equivalences between provisional labels by using only a single array with path compression,and it improves the efficiency of the resolving procedure which is very time-consuming in general label-equivalence-based algorithms.The experiments on various types of images with different sizes show that the proposed algorithm is superior to other labeling approaches for huge images containing many big connected components. 展开更多
关键词 binary image connected components labeling algorithm Union-Find label-equivalence
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3D Gravity Inversion with Correlation Image in Space Domain and Application to the Northern Sinai Peninsula
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作者 Xu Zhang Peng Yu Jian Wang 《Journal of Geological Research》 2019年第2期9-18,共10页
We present a 3D inversion method to recover density distribution from gravity data in space domain.Our method firstly employs 3D correlation image of the vertical gradient of gravity data as a starting model to genera... We present a 3D inversion method to recover density distribution from gravity data in space domain.Our method firstly employs 3D correlation image of the vertical gradient of gravity data as a starting model to generate a higher resolution image for inversion.The 3D density distribution is then obtained by inverting the correlation image of gravity data to fit the observed data based on classical inversion method of the steepest descent method.We also perform the effective equivalent storage and subdomain techniques in the starting model calculation,the forward modeling and the inversion procedures,which allow fast computation in space domain with reducing memory consumption but maintaining accuracy.The efficiency and stability of our method is demonstrated on two sets of synthetic data and one set of the Northern Sinai Peninsula gravity data.The inverted 3D density distributions show that high density bodies beneath Risan Aniza and low density bodies exist to the southeast of Risan Aniza at depths between 1~10 and 20 km,which may be originated from hot anomalies in the lower crust.The results show that our inversion method is useful for 3D quantitative interpretation. 展开更多
关键词 3D gravity inversion Space domain Correlation image Effective equivalent storage Subdomain technique Northern Sinai Peninsula
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“翻译功能对等理论”视角下影视跨文化传播中文化意象的译制与重构 被引量:2
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作者 任彬源 杨铮 《襄阳职业技术学院学报》 2025年第1期131-135,共5页
影视作为跨文化传播的重要载体,其高质量的翻译有助于国外受众更好地理解影视作品,达成良好的传播效果。影视作品的译制不仅涉及语言问题,更涉及文化问题,文化意象的翻译与重构,往往成为影视译制的重点和难点。文章以美国语言学家奈达... 影视作为跨文化传播的重要载体,其高质量的翻译有助于国外受众更好地理解影视作品,达成良好的传播效果。影视作品的译制不仅涉及语言问题,更涉及文化问题,文化意象的翻译与重构,往往成为影视译制的重点和难点。文章以美国语言学家奈达的翻译功能对等理论为视角,选取影视作品《甄嬛传》《末代皇帝》《神探夏洛克》等作为代表性案例,分析提出影视跨文化传播应基于影视译制的独特性,针对具体的文化意象类型,灵活采用直入式、融合式、归化式等不同的译制策略,以凸显中国文化特质,跨越传播中的文化障碍,实现影视跨文化传播的审美再创造。 展开更多
关键词 翻译功能对等理论 影视译制 文化意象 跨文化传播
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长江沙洲水道洲滩植被阻水影响分析
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作者 李达 杨中华 +1 位作者 张松 张为 《水电能源科学》 北大核心 2025年第2期67-71,48,共6页
针对水库修建后下游洪水位抬升的现象,以长江中游沙洲水道为例,基于现场查勘并结合遥感影像解析和平面二维水动力模型分析洲滩植被对沙洲水道的阻水影响。结果表明,洲滩植被会引起沙洲水道区域平均水位抬升、流速减小,且水位自下游至上... 针对水库修建后下游洪水位抬升的现象,以长江中游沙洲水道为例,基于现场查勘并结合遥感影像解析和平面二维水动力模型分析洲滩植被对沙洲水道的阻水影响。结果表明,洲滩植被会引起沙洲水道区域平均水位抬升、流速减小,且水位自下游至上游抬升幅度沿程增大,洪水流量影响大于中等流量影响;水道断面流速分布呈现洲滩减小,主槽增大的变化趋势,可能造成“槽冲滩淤”;植被阻水影响随植被生长而增大,但影响变幅在减小;防浪林对于沙洲水道右岸流速的调整大于左岸,而矮草/灌木对流速调整的影响则相反。 展开更多
关键词 沙洲水道 遥感解析 植被分布 等效Manning系数 阻水影响
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基于噪声等效辐射亮度的红外高光谱遥测系统辐射定标方法
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作者 庞玲玲 杨智雄 +5 位作者 余春超 丁瑞霖 王博洋 鲍佳男 王理贤 薛杰 《红外技术》 北大核心 2025年第7期869-876,共8页
红外辐射定标是建立成像光谱的数字量化值与目标光谱辐射亮度值二者之间关系的方法,对所测光谱进行定标是定量分析中的重要环节。在实际应用中,由于仪器本身的稳定性和目标辐射特性对仪器的影响,定标结果的好坏没有很好的评估,本文提出... 红外辐射定标是建立成像光谱的数字量化值与目标光谱辐射亮度值二者之间关系的方法,对所测光谱进行定标是定量分析中的重要环节。在实际应用中,由于仪器本身的稳定性和目标辐射特性对仪器的影响,定标结果的好坏没有很好的评估,本文提出了基于噪声等效辐亮度(noise equivalent spectral radiance,NESR)来定量分析定标结果的准确性。采用两点线性辐射定标法对仪器进行标定,利用NESR信噪比计算方法得到仪器NESR的实测值,通过对比NESR标称参数,可以快速、定量化地判定辐射定标结果的准确性。利用自研的成像遥测系统采集到的数据进行验证,得出该方法可以快速、有效地评价辐射定标结果的准确性,从而提高标定后亮温光谱的质量,为后续红外光谱气体识别奠定基础。 展开更多
关键词 噪声等效辐射亮度 红外辐射定标 黑体辐亮度 红外高光谱成像仪 定量化判定
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基于NELDER-MEAD算法的SAR等效雷达速度估计方法
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作者 汪瑜 刘保昌 +3 位作者 何宜军 耿旭朴 项海兵 乔思奇 《现代雷达》 北大核心 2025年第4期29-37,共9页
等效雷达速度是实现合成孔径雷达(SAR)成像的重要参数,可直接影响到SAR图像的聚焦效果。目前可通过轨道、姿态数据估计出等效雷达速度,但数据难获取,而通过SAR回波数据利用已有的自聚焦技术估计等效雷达速度又存在精度不高,速度慢等问... 等效雷达速度是实现合成孔径雷达(SAR)成像的重要参数,可直接影响到SAR图像的聚焦效果。目前可通过轨道、姿态数据估计出等效雷达速度,但数据难获取,而通过SAR回波数据利用已有的自聚焦技术估计等效雷达速度又存在精度不高,速度慢等问题。文中提出基于NELDER-MEAD搜索算法的SAR等效雷达速度估计方法,该方法利用图像对比度与最优化理论,通过搜索某个速度值使得SAR图像的对比度最大化,进而估计出等效雷达速度。该方法不指定搜索范围,可以在宽松的初始值下快速估计出稳定的、准确的等效雷达速度,实现较高精度的SAR成像。为星载SAR等效雷达速度的估计提供了可靠的求解方法和思路,在实践层面对研究SAR成像精度具有实际的应用价值。 展开更多
关键词 NELDER-MEAD算法 等效雷达速度估计 SAR成像 最优化理论
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配电台区设备危险状态识别与预警算法仿真
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作者 罗小春 陈晋 +1 位作者 蒋慧 刘建琴 《计算机仿真》 2025年第2期536-540,共5页
配电台区设备高温易引发故障,初期异常特征较为微弱难以准确提取,造成状态感知偏差,影响识别和预警效果。为此,提出配电台区设备危险状态识别和预警算法仿真。采集配电台区多个局部的红外图像,通过搜索最佳缝合线避免变形,加权修正重叠... 配电台区设备高温易引发故障,初期异常特征较为微弱难以准确提取,造成状态感知偏差,影响识别和预警效果。为此,提出配电台区设备危险状态识别和预警算法仿真。采集配电台区多个局部的红外图像,通过搜索最佳缝合线避免变形,加权修正重叠区域减少模糊,实现局部红外图像的精准拼接,构建配电台区整体监测图,减少图像不完整带来的感知偏差。通过改进CNN神经网络分类拼接图像特征,识别出图像中的不同电力设备目标。从红外图像中提取每个电力设备的温度信息,构建运行状态矩阵,记录设备的状态信息。优化半圆律算法,计算半圆等价半径阈值,判断设备是否处于危险状态,若超过设定的阈值,则触发预警。实验证明,所提方法能够准确识别出配电台区内电力设备的异常行为,并对台区危险状态作出有效预警。 展开更多
关键词 图像拼接 神经网络 半圆律算法 半圆等价半径阈值
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基于红外图像的直流组合电源温度异常检测研究
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作者 陈爽 许博文 《通信电源技术》 2025年第8期116-118,共3页
温度异常往往是电源内部故障或运行异常的早期信号,通过实时监测电源的温度变化,可以及时发现潜在的故障隐患。因此,提出基于红外图像的直流组合电源温度异常检测方法。根据直流组合电源等效电路的出力特性,识别红外图像中的温度异常信... 温度异常往往是电源内部故障或运行异常的早期信号,通过实时监测电源的温度变化,可以及时发现潜在的故障隐患。因此,提出基于红外图像的直流组合电源温度异常检测方法。根据直流组合电源等效电路的出力特性,识别红外图像中的温度异常信号。利用所得异常信号计算异常温度场中的电流与电压参数,进而推导检测核函数,完成直流组合电源温度异常检测。实验结果表明,在所提方法测得的图像中,异常温度与非异常温度之间的对比更明显,电源设备的电流值不会超过额定负荷条件,能够准确监测异常温升状态。 展开更多
关键词 红外图像 直流组合电源 温度异常检测 等效电路 电源出力 电力参数
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Numerical simulation of scattering wave imaging in a goaf 被引量:2
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作者 Li Juanjuan Pan Dongming +2 位作者 Liao Taiping Hu Mingshun Wang Linlin 《Mining Science and Technology》 EI CAS 2011年第1期29-34,共6页
Goafs are threats to safe mining.Their imaging effects or those of other complex geological bodies are often poor in conventional reflected wave images.Hence,accurate detection of goafs has become an important problem... Goafs are threats to safe mining.Their imaging effects or those of other complex geological bodies are often poor in conventional reflected wave images.Hence,accurate detection of goafs has become an important problem,to be solved with a sense of urgency.Based on scattering theory,we used an equivalent offset method to extract Common Scattering Point gathers,in order to analyze different scattering wave characteristics between Common Scattering Point and Common Mid Point gathers and to compare stack and migration imaging effects.Our research results show that the scattering wave imaging method is more efficient than the conventional imaging method and is therefore a more effective imaging method for detecting goafs and other complex geological bodies.It has important implications for safe mining procedures and infrastructures. 展开更多
关键词 Goaf equivalent offset Common Scattering Point gather Scattering wave imaging
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基于图像分析的掘进工作面粉尘颗粒检测方法 被引量:3
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作者 龚晓燕 冯浩 +6 位作者 付浩然 陈龙 常虎强 刘壮壮 贺子纶 裴晓泽 薛河 《工矿自动化》 CSCD 北大核心 2024年第4期55-62,77,共9页
基于光散射原理测定粉尘质量浓度只能定时定点手动检测,实时性差,且只能检测出粉尘质量浓度,并不能给出粒径分布范围。目前基于图像分析的粉尘颗粒检测研究主要是针对粉尘质量浓度或粒径分布进行单方面研究,并不能实现粉尘质量浓度和粒... 基于光散射原理测定粉尘质量浓度只能定时定点手动检测,实时性差,且只能检测出粉尘质量浓度,并不能给出粒径分布范围。目前基于图像分析的粉尘颗粒检测研究主要是针对粉尘质量浓度或粒径分布进行单方面研究,并不能实现粉尘质量浓度和粒径分布范围的同时检测。针对上述问题,提出了一种基于图像分析的掘进工作面粉尘颗粒检测方法,探究图像特征与粉尘质量浓度、粒径分布间的关系。通过粉尘样本收集及图像采集装置,采集粉尘颗粒图像并获取采集图像时的粉尘质量浓度。编写粉尘样本图像处理算法,提取图像的灰度特征、纹理特征、几何特征相关参数。对提取的图像特征与实测粉尘质量浓度进行相关性分析,选取相关性较大的图像特征作为参数建立回归数学模型。提取粉尘颗粒对象像素点个数,结合转换系数,基于几何当量等效面积径计算粉尘粒径大小及分布范围。实验结果表明:实测粉尘质量浓度与建立的图像特征多元非线性回归模型数学模型计算值间的平均相对误差为12.37%,标准实测粒径与几何当量等效面积径得到的粒径分布间的最大相对误差为8.63%,平均相对误差为6.37%,验证了基于图像特征的粉尘质量浓度回归数学模型和基于几何当量等效面积径分布数学模型的准确性。 展开更多
关键词 掘进工作面 粉尘质量浓度 粉尘粒径分布范围 图像分析 几何当量等效面积径 皮尔逊相关系数
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基于图像处理判断水混凝中矾花性能的研究及应用进展 被引量:3
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作者 郭上科 郭俊文 +5 位作者 文昌璧 李博润 滕维忠 江小伟 章德才 乔越 《热力发电》 CAS CSCD 北大核心 2024年第5期1-9,共9页
原水预处理主要分为混凝、沉淀和过滤3个阶段,混凝中的絮凝过程直接影响矾花结构与出水浊度;目前多采用检测出水浊度方法来控制混凝剂加药量,但因时间滞后无法快速反映混凝效果与反馈调节加药量。随着计算机技术的快速发展,利用矾花图... 原水预处理主要分为混凝、沉淀和过滤3个阶段,混凝中的絮凝过程直接影响矾花结构与出水浊度;目前多采用检测出水浊度方法来控制混凝剂加药量,但因时间滞后无法快速反映混凝效果与反馈调节加药量。随着计算机技术的快速发展,利用矾花图像处理技术能够实现快速、准确、实时检测絮凝状态,从而更准确控制加药量,提高混凝效果。从计算机视觉技术角度,概述了絮凝中矾花图像采集与处理的技术特点,介绍了实时跟踪和计算矾花结构特征参数如等效粒径、分形维数等方法,并给出了部分试验结果,通过这些参数可以判断最佳混凝效果,为混凝控制与加药提供依据。 展开更多
关键词 絮凝 矾花 图像处理 等效粒径 分形维数
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基于视觉自注意力模型的苗期玉米与杂草检测方法 被引量:5
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作者 唐伯青 赵大勇 +1 位作者 熊锋 李德强 《南京农业大学学报》 CAS CSCD 北大核心 2024年第4期772-781,共10页
[目的]识别作物和杂草是农业智能化中自动除草的关键步骤。本文旨在解决作物与杂草识别精度低、检测模型实时性和鲁棒性差等问题。[方法]以叶龄处于3~8叶期的玉米及其伴生杂草为研究对象,提出一种高效准确的玉米苗与杂草的检测方法。该... [目的]识别作物和杂草是农业智能化中自动除草的关键步骤。本文旨在解决作物与杂草识别精度低、检测模型实时性和鲁棒性差等问题。[方法]以叶龄处于3~8叶期的玉米及其伴生杂草为研究对象,提出一种高效准确的玉米苗与杂草的检测方法。该方法以实时端到端目标检测视觉自注意力模型为基础框架,用小尺度卷积等效替代大尺度深度卷积的思想,以较小的精度损失降低推理耗时。引入一种包含上下文信息的自顶向下注意力机制,强化模型对小目标的检测效果。应用组合图像增强策略,提升模型精度与泛化能力。[结果]改进后模型的平均检测精度为90.11%,推理阶段单张图片耗时33.67 ms,模型参数量44.86 MB。改进后的模型比主流目标检测模型总体精度更高,且推理速度快。[结论]所提方法对于玉米苗与伴生杂草的整体检测性能优秀,能够提高杂草识别的准确性和效率。 展开更多
关键词 玉米 杂草 检测 实时视觉自注意力模型 等效卷积 图像增强
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滩羊肉TEAC含量的高光谱快速检测技术 被引量:1
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作者 袁江涛 郭佳俊 +4 位作者 孙有瑞 刘贵珊 李月 吴迪 景怡萱 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2024年第2期588-593,共6页
生育酚当量抗氧化能力(TEAC)是评估肌肉内源抗氧化程度的指标之一,可用于评估亲水化合物的抗氧化活性及清除自由基的能力。为探究快速检测滩羊肉中TEAC的可行性,采用可见近红外(Vis/NIR)高光谱成像技术,建立基于光谱信息融合图像纹理特... 生育酚当量抗氧化能力(TEAC)是评估肌肉内源抗氧化程度的指标之一,可用于评估亲水化合物的抗氧化活性及清除自由基的能力。为探究快速检测滩羊肉中TEAC的可行性,采用可见近红外(Vis/NIR)高光谱成像技术,建立基于光谱信息融合图像纹理特征(TFS)的TEAC定量预测模型。将不同部位样本集根据3∶1的比例随机划分成校正集和预测集,在400~1000 nm范围内采集反射光谱图像,提取每个样本图像的感兴趣区域(ROI)以获取原始光谱数据;采用中值滤波(MF)、基线校准(Baseline)、卷积平滑(S-G)和多元散射校正(MSC)四种算法对原始光谱中散射及干扰信息进行校正,并建立偏最小二乘回归(PLSR)模型,将光谱数据与TEAC值进行关联。采用间隔随机蛙跳(IRF)、变量组合集群分析(VCPA)、竞争性自适应加权抽样(CARS)和迭代变量子集优化(IVSO)算法提取TEAC浓度的特征波长。采用灰度共生矩阵(GLCM)算法对肉样的主要TFS依次进行提取。基于特征光谱及图谱融合信息建立反向传播人工神经网络(BP-ANN)和最小二乘支持向量机(LSSVM)模型,对滩羊肉中TEAC含量预测并进行对比分析。结果表明,(1)最优预处理为Baseline建立的PLSR模型,其Rc为0.9121,RMSEC为0.9635,Rp为0.8683,RMSEP为1.2770;(2)采用IRF、VCPA、CARS和IVSO分别提取出了71、9、22和39个特征波长,占全光谱的56.8%、7.2%、17.6%和31.2%;(3)基于多元特征提取算法建立的BP-ANN和LSSVM模型,对TEAC含量进行预测时Baseline-IVSO-LSSVM(Rc=0.9132,RMSEC=0.9620,Rp=0.8646,RMSEP=1.2883)具有最优预测性能;(4)相比于单一的光谱信息模型,TEAC相关的TFS图谱融合模型IVSO-TF1-BP-ANN显示出更好的效果,其Rp为0.8916,较特征波长数据建模提高了0.0286。 展开更多
关键词 滩羊肉 高光谱成像 生育酚当量抗氧化能力 图谱融合
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排水管道声呐成像检测中换能器阻抗匹配技术研究 被引量:1
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作者 朱珺 王永涛 《现代电子技术》 北大核心 2024年第14期129-134,共6页
针对目前声呐检测信号易震荡拖尾、电声能量互换效率低和排水管道声呐检测图像难以分辨等问题,着重研究导致这些问题的收发一体声呐换能器阻抗匹配核心技术,从声呐换能器等效电路建模、阻抗匹配网络设计和电路实现并测试三个方面进行了... 针对目前声呐检测信号易震荡拖尾、电声能量互换效率低和排水管道声呐检测图像难以分辨等问题,着重研究导致这些问题的收发一体声呐换能器阻抗匹配核心技术,从声呐换能器等效电路建模、阻抗匹配网络设计和电路实现并测试三个方面进行了详细分析。对加入阻抗匹配电路前后的声呐换能器测试结果进行了对比分析,结果表明,所设计的阻抗匹配电路简单有效,声呐成像图像清晰,并且声呐成像检测结果定量分析误差率低,被测试物体长度、宽度和对角线距离的声呐检测量误差率分别为1.04%、1.71%和1.37%,符合最新的行业技术标准。研究成果能够提升排水管道病症检测的能力,对城市内涝灾害防治具有重要意义。 展开更多
关键词 声呐换能器 阻抗匹配 声呐成像检测 高水位排水管道 等效电路 散射参数 软件仿真
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